diff --git "a/ntu60_xview/b_2/20231209_150553.log" "b/ntu60_xview/b_2/20231209_150553.log" new file mode 100644--- /dev/null +++ "b/ntu60_xview/b_2/20231209_150553.log" @@ -0,0 +1,4687 @@ +2023-12-09 15:05:53,770 - 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+ +------------------------------------------------------------ + +2023-12-09 15:05:54,073 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xview/b_2' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_3', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-09 15:05:54,073 - pyskl - INFO - Set random seed to 1864803643, deterministic: False +2023-12-09 15:05:59,041 - pyskl - INFO - 37646 videos remain after valid thresholding +2023-12-09 15:06:08,954 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-09 15:06:08,958 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2 +2023-12-09 15:06:08,958 - 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 + -------------------- +2023-12-09 15:06:08,959 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-09 15:06:08,959 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2 by HardDiskBackend. +2023-12-09 15:07:14,088 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 2 days, 15:49:47, time: 0.651, data_time: 0.189, memory: 6499, top1_acc: 0.0331, top5_acc: 0.1575, loss_cls: 6.5892, loss: 6.5892 +2023-12-09 15:07:59,209 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 2 days, 6:00:42, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.0569, top5_acc: 0.2381, loss_cls: 6.3681, loss: 6.3681 +2023-12-09 15:08:44,370 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 2 days, 2:44:36, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.0644, top5_acc: 0.2775, loss_cls: 6.4405, loss: 6.4405 +2023-12-09 15:09:14,441 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 21:24:30, time: 0.301, data_time: 0.000, memory: 6499, top1_acc: 0.0731, top5_acc: 0.3187, loss_cls: 6.7106, loss: 6.7106 +2023-12-09 15:10:02,878 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 21:48:02, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.0944, top5_acc: 0.3450, loss_cls: 6.0713, loss: 6.0713 +2023-12-09 15:10:51,447 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 22:04:43, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.1113, top5_acc: 0.4100, loss_cls: 6.7225, loss: 6.7225 +2023-12-09 15:11:23,354 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 19:56:42, time: 0.319, data_time: 0.000, memory: 6499, top1_acc: 0.1288, top5_acc: 0.4825, loss_cls: 6.6053, loss: 6.6053 +2023-12-09 15:12:02,934 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 19:16:50, time: 0.396, data_time: 0.000, memory: 6499, top1_acc: 0.1613, top5_acc: 0.5125, loss_cls: 6.3388, loss: 6.3388 +2023-12-09 15:12:48,015 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 19:21:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.1875, top5_acc: 0.5425, loss_cls: 5.7357, loss: 5.7357 +2023-12-09 15:13:33,161 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 19:25:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.1894, top5_acc: 0.5938, loss_cls: 5.2311, loss: 5.2311 +2023-12-09 15:14:18,223 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 19:28:12, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.2031, top5_acc: 0.6069, loss_cls: 4.9819, loss: 4.9819 +2023-12-09 15:15:03,306 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 19:30:25, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.2375, top5_acc: 0.6319, loss_cls: 4.7166, loss: 4.7166 +2023-12-09 15:15:48,321 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 19:31:53, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.2406, top5_acc: 0.6350, loss_cls: 4.6045, loss: 4.6045 +2023-12-09 15:16:33,300 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 19:32:52, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.2675, top5_acc: 0.6644, loss_cls: 4.4162, loss: 4.4162 +2023-12-09 15:17:18,399 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 19:34:05, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.2494, top5_acc: 0.6769, loss_cls: 4.3904, loss: 4.3904 +2023-12-09 15:18:03,441 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 19:34:51, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.2687, top5_acc: 0.6937, loss_cls: 4.2701, loss: 4.2701 +2023-12-09 15:18:48,475 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 19:35:25, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.2831, top5_acc: 0.7137, loss_cls: 4.1647, loss: 4.1647 +2023-12-09 15:19:33,578 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 1 day, 19:36:03, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.3088, top5_acc: 0.7063, loss_cls: 4.1261, loss: 4.1261 +2023-12-09 15:20:18,555 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 1 day, 19:36:10, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.3050, top5_acc: 0.7225, loss_cls: 4.0601, loss: 4.0601 +2023-12-09 15:21:03,644 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 1 day, 19:36:30, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.3063, top5_acc: 0.7325, loss_cls: 4.0167, loss: 4.0167 +2023-12-09 15:21:48,708 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 1 day, 19:36:41, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.3337, top5_acc: 0.7556, loss_cls: 3.8256, loss: 3.8256 +2023-12-09 15:22:33,760 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 1 day, 19:36:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.3463, top5_acc: 0.7619, loss_cls: 3.7872, loss: 3.7872 +2023-12-09 15:23:18,831 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 1 day, 19:36:47, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.3575, top5_acc: 0.7775, loss_cls: 3.6987, loss: 3.6987 +2023-12-09 15:23:43,276 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-09 15:26:24,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 15:26:24,815 - pyskl - INFO - +top1_acc 0.3814 +top5_acc 0.7970 +2023-12-09 15:26:24,954 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-09 15:26:24,954 - pyskl - INFO - Best top1_acc is 0.3814 at 1 epoch. +2023-12-09 15:26:24,960 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.3814, top5_acc: 0.7970 +2023-12-09 15:27:28,965 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 1 day, 19:24:54, time: 0.640, data_time: 0.190, memory: 6499, top1_acc: 0.3762, top5_acc: 0.7875, loss_cls: 3.6073, loss: 3.6073 +2023-12-09 15:28:14,196 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 1 day, 19:25:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.3600, top5_acc: 0.7781, loss_cls: 3.6293, loss: 3.6293 +2023-12-09 15:28:59,344 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 1 day, 19:26:02, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.3794, top5_acc: 0.7994, loss_cls: 3.4284, loss: 3.4284 +2023-12-09 15:29:44,393 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 1 day, 19:26:10, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.3669, top5_acc: 0.7819, loss_cls: 3.5592, loss: 3.5592 +2023-12-09 15:30:13,364 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 1 day, 18:53:21, time: 0.290, data_time: 0.000, memory: 6499, top1_acc: 0.3812, top5_acc: 0.7906, loss_cls: 3.4128, loss: 3.4128 +2023-12-09 15:31:01,970 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 1 day, 19:01:30, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.3962, top5_acc: 0.8075, loss_cls: 3.2803, loss: 3.2803 +2023-12-09 15:31:50,505 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 1 day, 19:08:57, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.4050, top5_acc: 0.8225, loss_cls: 3.1912, loss: 3.1912 +2023-12-09 15:32:26,586 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 1 day, 18:52:50, time: 0.361, data_time: 0.000, memory: 6499, top1_acc: 0.4213, top5_acc: 0.8250, loss_cls: 3.1918, loss: 3.1918 +2023-12-09 15:33:03,390 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 1 day, 18:38:58, time: 0.368, data_time: 0.000, memory: 6499, top1_acc: 0.3919, top5_acc: 0.7937, loss_cls: 3.2779, loss: 3.2779 +2023-12-09 15:33:49,386 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 1 day, 18:41:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.4394, top5_acc: 0.8425, loss_cls: 3.0206, loss: 3.0206 +2023-12-09 15:34:35,402 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 1 day, 18:44:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.4213, top5_acc: 0.8156, loss_cls: 3.1371, loss: 3.1371 +2023-12-09 15:35:21,485 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 1 day, 18:47:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.4750, top5_acc: 0.8369, loss_cls: 3.0091, loss: 3.0091 +2023-12-09 15:36:07,525 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 1 day, 18:49:36, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.4569, top5_acc: 0.8419, loss_cls: 2.9833, loss: 2.9833 +2023-12-09 15:36:53,631 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 1 day, 18:51:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.4625, top5_acc: 0.8519, loss_cls: 2.9420, loss: 2.9420 +2023-12-09 15:37:39,682 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 1 day, 18:53:59, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.4688, top5_acc: 0.8538, loss_cls: 2.9053, loss: 2.9053 +2023-12-09 15:38:25,671 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 1 day, 18:55:49, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.4831, top5_acc: 0.8488, loss_cls: 2.8196, loss: 2.8196 +2023-12-09 15:39:11,758 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 1 day, 18:57:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.4763, top5_acc: 0.8519, loss_cls: 2.8496, loss: 2.8496 +2023-12-09 15:39:57,881 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 1 day, 18:59:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.4969, top5_acc: 0.8712, loss_cls: 2.7633, loss: 2.7633 +2023-12-09 15:40:43,936 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 1 day, 19:01:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.4888, top5_acc: 0.8594, loss_cls: 2.7905, loss: 2.7905 +2023-12-09 15:41:29,995 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 1 day, 19:02:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.5100, top5_acc: 0.8794, loss_cls: 2.6501, loss: 2.6501 +2023-12-09 15:42:16,027 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 1 day, 19:03:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.5112, top5_acc: 0.8744, loss_cls: 2.6546, loss: 2.6546 +2023-12-09 15:43:02,039 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 1 day, 19:04:59, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.5519, top5_acc: 0.8844, loss_cls: 2.5124, loss: 2.5124 +2023-12-09 15:43:48,073 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 1 day, 19:06:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.5456, top5_acc: 0.8769, loss_cls: 2.5536, loss: 2.5536 +2023-12-09 15:44:13,021 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-09 15:46:54,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 15:46:54,444 - pyskl - INFO - +top1_acc 0.5793 +top5_acc 0.9217 +2023-12-09 15:46:54,448 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_1.pth was removed +2023-12-09 15:46:54,577 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-09 15:46:54,578 - pyskl - INFO - Best top1_acc is 0.5793 at 2 epoch. +2023-12-09 15:46:54,583 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5793, top5_acc: 0.9217 +2023-12-09 15:47:58,702 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 1 day, 19:00:06, time: 0.641, data_time: 0.190, memory: 6499, top1_acc: 0.5519, top5_acc: 0.8862, loss_cls: 2.5161, loss: 2.5161 +2023-12-09 15:48:43,940 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 1 day, 19:00:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.5356, top5_acc: 0.8894, loss_cls: 2.5434, loss: 2.5434 +2023-12-09 15:49:29,257 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 1 day, 19:00:30, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.5413, top5_acc: 0.8900, loss_cls: 2.4843, loss: 2.4843 +2023-12-09 15:50:14,394 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 1 day, 19:00:29, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.5650, top5_acc: 0.8944, loss_cls: 2.4272, loss: 2.4272 +2023-12-09 15:50:59,377 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 1 day, 19:00:16, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.5581, top5_acc: 0.8962, loss_cls: 2.4102, loss: 2.4102 +2023-12-09 15:51:30,128 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 1 day, 18:44:29, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 0.5631, top5_acc: 0.9019, loss_cls: 2.3873, loss: 2.3873 +2023-12-09 15:52:16,843 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 1 day, 18:46:23, time: 0.467, data_time: 0.000, memory: 6499, top1_acc: 0.5537, top5_acc: 0.8975, loss_cls: 2.4234, loss: 2.4234 +2023-12-09 15:53:05,541 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 1 day, 18:50:15, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.5925, top5_acc: 0.9094, loss_cls: 2.3012, loss: 2.3012 +2023-12-09 15:53:45,238 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 1 day, 18:44:40, time: 0.397, data_time: 0.000, memory: 6499, top1_acc: 0.5994, top5_acc: 0.9106, loss_cls: 2.2314, loss: 2.2314 +2023-12-09 15:54:18,155 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 1 day, 18:32:23, time: 0.329, data_time: 0.000, memory: 6499, top1_acc: 0.5837, top5_acc: 0.8969, loss_cls: 2.2650, loss: 2.2650 +2023-12-09 15:55:03,330 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 1 day, 18:32:43, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.6012, top5_acc: 0.9019, loss_cls: 2.2852, loss: 2.2852 +2023-12-09 15:55:48,530 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 1 day, 18:33:02, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.5569, top5_acc: 0.8912, loss_cls: 2.4228, loss: 2.4228 +2023-12-09 15:56:33,644 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 1 day, 18:33:15, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.5988, top5_acc: 0.9137, loss_cls: 2.1659, loss: 2.1659 +2023-12-09 15:57:18,771 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 1 day, 18:33:25, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.5737, top5_acc: 0.9000, loss_cls: 2.2728, loss: 2.2728 +2023-12-09 15:58:03,812 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 1 day, 18:33:30, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6006, top5_acc: 0.9131, loss_cls: 2.2107, loss: 2.2107 +2023-12-09 15:58:48,986 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 1 day, 18:33:40, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.6012, top5_acc: 0.9131, loss_cls: 2.2290, loss: 2.2290 +2023-12-09 15:59:33,967 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 1 day, 18:33:38, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6156, top5_acc: 0.9163, loss_cls: 2.1376, loss: 2.1376 +2023-12-09 16:00:19,125 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 1 day, 18:33:44, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.6056, top5_acc: 0.9038, loss_cls: 2.1930, loss: 2.1930 +2023-12-09 16:01:04,402 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 1 day, 18:33:55, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.6025, top5_acc: 0.9206, loss_cls: 2.1527, loss: 2.1527 +2023-12-09 16:01:49,539 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 1 day, 18:33:57, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.5950, top5_acc: 0.9175, loss_cls: 2.1362, loss: 2.1362 +2023-12-09 16:02:34,561 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 1 day, 18:33:51, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6138, top5_acc: 0.9175, loss_cls: 2.1354, loss: 2.1354 +2023-12-09 16:03:19,627 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 1 day, 18:33:47, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.5969, top5_acc: 0.9031, loss_cls: 2.1930, loss: 2.1930 +2023-12-09 16:04:04,578 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 1 day, 18:33:36, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6431, top5_acc: 0.9275, loss_cls: 2.0240, loss: 2.0240 +2023-12-09 16:04:28,973 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-09 16:07:10,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 16:07:10,171 - pyskl - INFO - +top1_acc 0.6786 +top5_acc 0.9509 +2023-12-09 16:07:10,176 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_2.pth was removed +2023-12-09 16:07:10,306 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-09 16:07:10,307 - pyskl - INFO - Best top1_acc is 0.6786 at 3 epoch. +2023-12-09 16:07:10,312 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6786, top5_acc: 0.9509 +2023-12-09 16:08:13,954 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 1 day, 18:29:09, time: 0.636, data_time: 0.187, memory: 6499, top1_acc: 0.6300, top5_acc: 0.9163, loss_cls: 2.0368, loss: 2.0368 +2023-12-09 16:08:59,121 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 1 day, 18:29:09, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.6144, top5_acc: 0.9225, loss_cls: 2.0374, loss: 2.0374 +2023-12-09 16:09:44,428 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 1 day, 18:29:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.6269, top5_acc: 0.9313, loss_cls: 2.0072, loss: 2.0072 +2023-12-09 16:10:29,496 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 1 day, 18:29:08, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.6288, top5_acc: 0.9287, loss_cls: 1.9827, loss: 1.9827 +2023-12-09 16:11:14,530 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 1 day, 18:28:58, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6288, top5_acc: 0.9363, loss_cls: 1.9808, loss: 1.9808 +2023-12-09 16:11:59,504 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 1 day, 18:28:45, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6488, top5_acc: 0.9250, loss_cls: 2.0012, loss: 2.0012 +2023-12-09 16:12:33,636 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 1 day, 18:20:29, time: 0.341, data_time: 0.000, memory: 6499, top1_acc: 0.6444, top5_acc: 0.9256, loss_cls: 1.9792, loss: 1.9792 +2023-12-09 16:13:15,580 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 1 day, 18:18:08, time: 0.419, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9287, loss_cls: 1.9527, loss: 1.9527 +2023-12-09 16:14:04,125 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 1 day, 18:20:35, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.6462, top5_acc: 0.9231, loss_cls: 1.9584, loss: 1.9584 +2023-12-09 16:14:48,812 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 1 day, 18:20:12, time: 0.447, data_time: 0.000, memory: 6499, top1_acc: 0.6394, top5_acc: 0.9294, loss_cls: 1.9506, loss: 1.9506 +2023-12-09 16:15:18,025 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 1 day, 18:08:55, time: 0.292, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9413, loss_cls: 1.8440, loss: 1.8440 +2023-12-09 16:16:03,071 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 1 day, 18:08:54, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6344, top5_acc: 0.9256, loss_cls: 1.9617, loss: 1.9617 +2023-12-09 16:16:48,133 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 1 day, 18:08:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9294, loss_cls: 1.9386, loss: 1.9386 +2023-12-09 16:17:33,260 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 1 day, 18:08:54, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9275, loss_cls: 1.8839, loss: 1.8839 +2023-12-09 16:18:18,263 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 1 day, 18:08:48, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9194, loss_cls: 1.9204, loss: 1.9204 +2023-12-09 16:19:03,450 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 1 day, 18:08:49, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9256, loss_cls: 1.9241, loss: 1.9241 +2023-12-09 16:19:48,496 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 1 day, 18:08:43, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9400, loss_cls: 1.7739, loss: 1.7739 +2023-12-09 16:20:33,574 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 1 day, 18:08:38, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.6675, top5_acc: 0.9269, loss_cls: 1.8911, loss: 1.8911 +2023-12-09 16:21:18,598 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 1 day, 18:08:29, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9281, loss_cls: 1.8758, loss: 1.8758 +2023-12-09 16:22:03,819 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 1 day, 18:08:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9319, loss_cls: 1.8694, loss: 1.8694 +2023-12-09 16:22:48,904 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 1 day, 18:08:20, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.6575, top5_acc: 0.9287, loss_cls: 1.8936, loss: 1.8936 +2023-12-09 16:23:34,130 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 1 day, 18:08:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.6419, top5_acc: 0.9169, loss_cls: 1.9894, loss: 1.9894 +2023-12-09 16:24:19,103 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 1 day, 18:08:03, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9281, loss_cls: 1.8497, loss: 1.8497 +2023-12-09 16:24:43,489 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-09 16:27:24,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 16:27:24,990 - pyskl - INFO - +top1_acc 0.6945 +top5_acc 0.9529 +2023-12-09 16:27:24,995 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_3.pth was removed +2023-12-09 16:27:25,137 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-09 16:27:25,138 - pyskl - INFO - Best top1_acc is 0.6945 at 4 epoch. +2023-12-09 16:27:25,144 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.6945, top5_acc: 0.9529 +2023-12-09 16:28:28,825 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 1 day, 18:04:36, time: 0.637, data_time: 0.187, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9350, loss_cls: 1.8397, loss: 1.8397 +2023-12-09 16:29:13,888 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 1 day, 18:04:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9463, loss_cls: 1.7127, loss: 1.7127 +2023-12-09 16:29:59,062 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 1 day, 18:04:19, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9344, loss_cls: 1.7480, loss: 1.7480 +2023-12-09 16:30:44,060 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 1 day, 18:04:05, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9337, loss_cls: 1.7880, loss: 1.7880 +2023-12-09 16:31:29,151 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 1 day, 18:03:54, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9281, loss_cls: 1.8056, loss: 1.8056 +2023-12-09 16:32:14,199 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 1 day, 18:03:41, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6813, top5_acc: 0.9394, loss_cls: 1.7432, loss: 1.7432 +2023-12-09 16:32:59,222 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 1 day, 18:03:26, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6619, top5_acc: 0.9256, loss_cls: 1.8367, loss: 1.8367 +2023-12-09 16:33:37,105 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 1 day, 17:59:11, time: 0.379, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9337, loss_cls: 1.7695, loss: 1.7695 +2023-12-09 16:34:15,661 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 1 day, 17:55:23, time: 0.386, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9513, loss_cls: 1.7024, loss: 1.7024 +2023-12-09 16:35:04,346 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 1 day, 17:57:11, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9369, loss_cls: 1.8027, loss: 1.8027 +2023-12-09 16:35:52,295 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 1 day, 17:58:33, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 0.6787, top5_acc: 0.9413, loss_cls: 1.7751, loss: 1.7751 +2023-12-09 16:36:18,326 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 1 day, 17:48:05, time: 0.260, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9431, loss_cls: 1.6488, loss: 1.6488 +2023-12-09 16:37:03,332 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 1 day, 17:47:55, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6687, top5_acc: 0.9381, loss_cls: 1.7603, loss: 1.7603 +2023-12-09 16:37:48,435 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 1 day, 17:47:46, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9437, loss_cls: 1.6525, loss: 1.6525 +2023-12-09 16:38:33,510 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 1 day, 17:47:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9325, loss_cls: 1.7934, loss: 1.7934 +2023-12-09 16:39:18,538 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 1 day, 17:47:25, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.9369, loss_cls: 1.8076, loss: 1.8076 +2023-12-09 16:40:03,585 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 1 day, 17:47:13, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9450, loss_cls: 1.7134, loss: 1.7134 +2023-12-09 16:40:48,886 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 1 day, 17:47:09, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9431, loss_cls: 1.7234, loss: 1.7234 +2023-12-09 16:41:34,120 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 1 day, 17:47:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9231, loss_cls: 1.9053, loss: 1.9053 +2023-12-09 16:42:19,072 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 1 day, 17:46:45, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 1.7279, loss: 1.7279 +2023-12-09 16:43:04,124 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 1 day, 17:46:31, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9531, loss_cls: 1.6035, loss: 1.6035 +2023-12-09 16:43:49,135 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 1 day, 17:46:15, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9494, loss_cls: 1.6559, loss: 1.6559 +2023-12-09 16:44:34,409 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 1 day, 17:46:07, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9413, loss_cls: 1.7275, loss: 1.7275 +2023-12-09 16:44:59,012 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-09 16:47:40,513 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 16:47:40,595 - pyskl - INFO - +top1_acc 0.7400 +top5_acc 0.9598 +2023-12-09 16:47:40,600 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_4.pth was removed +2023-12-09 16:47:40,732 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-09 16:47:40,732 - pyskl - INFO - Best top1_acc is 0.7400 at 5 epoch. +2023-12-09 16:47:40,739 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7400, top5_acc: 0.9598 +2023-12-09 16:48:45,559 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 1 day, 17:43:44, time: 0.648, data_time: 0.188, memory: 6499, top1_acc: 0.6981, top5_acc: 0.9437, loss_cls: 1.6550, loss: 1.6550 +2023-12-09 16:49:31,572 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 1 day, 17:43:56, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9475, loss_cls: 1.5872, loss: 1.5872 +2023-12-09 16:50:17,542 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 1 day, 17:44:06, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9487, loss_cls: 1.6184, loss: 1.6184 +2023-12-09 16:51:03,531 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 1 day, 17:44:16, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9537, loss_cls: 1.6164, loss: 1.6164 +2023-12-09 16:51:49,506 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 1 day, 17:44:24, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9437, loss_cls: 1.6686, loss: 1.6686 +2023-12-09 16:52:35,598 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 1 day, 17:44:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9463, loss_cls: 1.6651, loss: 1.6651 +2023-12-09 16:53:21,625 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 1 day, 17:44:43, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9475, loss_cls: 1.6376, loss: 1.6376 +2023-12-09 16:54:07,573 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 1 day, 17:44:47, time: 0.459, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9469, loss_cls: 1.5351, loss: 1.5351 +2023-12-09 16:54:48,892 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 1 day, 17:42:47, time: 0.413, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9631, loss_cls: 1.4704, loss: 1.4704 +2023-12-09 16:55:24,151 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 1 day, 17:38:06, time: 0.353, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9406, loss_cls: 1.6217, loss: 1.6217 +2023-12-09 16:56:12,611 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 1 day, 17:39:19, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.6969, top5_acc: 0.9481, loss_cls: 1.6087, loss: 1.6087 +2023-12-09 16:57:01,229 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 1 day, 17:40:33, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9469, loss_cls: 1.5434, loss: 1.5434 +2023-12-09 16:57:26,793 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 1 day, 17:31:46, time: 0.256, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9469, loss_cls: 1.5367, loss: 1.5367 +2023-12-09 16:58:11,568 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 1 day, 17:31:22, time: 0.448, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9400, loss_cls: 1.6573, loss: 1.6573 +2023-12-09 16:58:56,529 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 1 day, 17:31:03, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9506, loss_cls: 1.6033, loss: 1.6033 +2023-12-09 16:59:41,829 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 1 day, 17:30:52, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9450, loss_cls: 1.6186, loss: 1.6186 +2023-12-09 17:00:27,157 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 1 day, 17:30:41, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9313, loss_cls: 1.6917, loss: 1.6917 +2023-12-09 17:01:12,464 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 1 day, 17:30:30, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9513, loss_cls: 1.5751, loss: 1.5751 +2023-12-09 17:01:57,440 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 1 day, 17:30:09, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9419, loss_cls: 1.6484, loss: 1.6484 +2023-12-09 17:02:42,364 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 1 day, 17:29:47, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9456, loss_cls: 1.5679, loss: 1.5679 +2023-12-09 17:03:27,303 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 1 day, 17:29:25, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9456, loss_cls: 1.5782, loss: 1.5782 +2023-12-09 17:04:12,481 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 1 day, 17:29:08, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9569, loss_cls: 1.5207, loss: 1.5207 +2023-12-09 17:04:57,731 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 1 day, 17:28:53, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 1.5701, loss: 1.5701 +2023-12-09 17:05:22,372 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-09 17:08:04,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 17:08:04,388 - pyskl - INFO - +top1_acc 0.7746 +top5_acc 0.9695 +2023-12-09 17:08:04,393 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_5.pth was removed +2023-12-09 17:08:04,524 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-09 17:08:04,524 - pyskl - INFO - Best top1_acc is 0.7746 at 6 epoch. +2023-12-09 17:08:04,530 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7746, top5_acc: 0.9695 +2023-12-09 17:09:08,277 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 1 day, 17:26:18, time: 0.637, data_time: 0.187, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9581, loss_cls: 1.5214, loss: 1.5214 +2023-12-09 17:09:53,249 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 1 day, 17:25:56, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 1.4981, loss: 1.4981 +2023-12-09 17:10:38,293 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 1 day, 17:25:35, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9575, loss_cls: 1.4699, loss: 1.4699 +2023-12-09 17:11:23,394 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 1 day, 17:25:15, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9463, loss_cls: 1.5377, loss: 1.5377 +2023-12-09 17:12:08,400 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 1 day, 17:24:53, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9456, loss_cls: 1.5423, loss: 1.5423 +2023-12-09 17:12:53,481 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 1 day, 17:24:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9575, loss_cls: 1.4386, loss: 1.4386 +2023-12-09 17:13:38,545 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 1 day, 17:24:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9506, loss_cls: 1.5498, loss: 1.5498 +2023-12-09 17:14:23,647 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 1 day, 17:23:50, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9613, loss_cls: 1.4411, loss: 1.4411 +2023-12-09 17:15:08,728 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 1 day, 17:23:28, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9475, loss_cls: 1.6409, loss: 1.6409 +2023-12-09 17:15:52,374 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 1 day, 17:22:34, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9281, loss_cls: 1.8366, loss: 1.8366 +2023-12-09 17:16:23,183 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 1 day, 17:16:55, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9356, loss_cls: 1.6465, loss: 1.6465 +2023-12-09 17:17:11,793 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 1 day, 17:17:53, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9400, loss_cls: 1.6008, loss: 1.6008 +2023-12-09 17:18:00,331 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 1 day, 17:18:47, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9363, loss_cls: 1.6425, loss: 1.6425 +2023-12-09 17:18:30,194 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 1 day, 17:12:54, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9487, loss_cls: 1.5298, loss: 1.5298 +2023-12-09 17:19:12,052 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 1 day, 17:11:25, time: 0.419, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9513, loss_cls: 1.5744, loss: 1.5744 +2023-12-09 17:19:58,088 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 1 day, 17:11:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9494, loss_cls: 1.5674, loss: 1.5674 +2023-12-09 17:20:44,081 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 1 day, 17:11:24, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9487, loss_cls: 1.5628, loss: 1.5628 +2023-12-09 17:21:30,178 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 1 day, 17:11:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 1.4868, loss: 1.4868 +2023-12-09 17:22:16,160 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 1 day, 17:11:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9456, loss_cls: 1.5332, loss: 1.5332 +2023-12-09 17:23:02,145 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 1 day, 17:11:20, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9469, loss_cls: 1.5608, loss: 1.5608 +2023-12-09 17:23:48,192 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 1 day, 17:11:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9456, loss_cls: 1.5454, loss: 1.5454 +2023-12-09 17:24:34,258 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 1 day, 17:11:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9431, loss_cls: 1.5988, loss: 1.5988 +2023-12-09 17:25:20,275 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 1 day, 17:11:12, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9581, loss_cls: 1.4566, loss: 1.4566 +2023-12-09 17:25:45,204 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-09 17:28:26,540 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 17:28:26,621 - pyskl - INFO - +top1_acc 0.7545 +top5_acc 0.9596 +2023-12-09 17:28:26,625 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7545, top5_acc: 0.9596 +2023-12-09 17:29:31,254 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 1 day, 17:09:08, time: 0.646, data_time: 0.186, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9587, loss_cls: 1.4693, loss: 1.4693 +2023-12-09 17:30:17,272 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 1 day, 17:09:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9519, loss_cls: 1.5444, loss: 1.5444 +2023-12-09 17:31:03,248 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 1 day, 17:08:58, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.4912, loss: 1.4912 +2023-12-09 17:31:49,281 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 1 day, 17:08:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 1.5227, loss: 1.5227 +2023-12-09 17:32:35,330 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 1 day, 17:08:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9563, loss_cls: 1.3793, loss: 1.3793 +2023-12-09 17:33:21,265 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 1 day, 17:08:41, time: 0.459, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 1.4419, loss: 1.4419 +2023-12-09 17:34:07,256 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 1 day, 17:08:34, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9494, loss_cls: 1.4742, loss: 1.4742 +2023-12-09 17:34:53,333 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 1 day, 17:08:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9494, loss_cls: 1.5456, loss: 1.5456 +2023-12-09 17:35:39,338 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 1 day, 17:08:20, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9463, loss_cls: 1.5900, loss: 1.5900 +2023-12-09 17:36:25,423 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 1 day, 17:08:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9556, loss_cls: 1.4643, loss: 1.4643 +2023-12-09 17:37:11,410 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 1 day, 17:08:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 1.4595, loss: 1.4595 +2023-12-09 17:37:40,508 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 1 day, 17:02:34, time: 0.291, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9619, loss_cls: 1.3860, loss: 1.3860 +2023-12-09 17:38:28,973 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 1 day, 17:03:13, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9556, loss_cls: 1.4420, loss: 1.4420 +2023-12-09 17:39:17,508 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 1 day, 17:03:52, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9537, loss_cls: 1.4717, loss: 1.4717 +2023-12-09 17:39:52,932 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 1 day, 17:00:26, time: 0.354, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9613, loss_cls: 1.4452, loss: 1.4452 +2023-12-09 17:40:30,042 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 1 day, 16:57:33, time: 0.371, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9350, loss_cls: 1.6233, loss: 1.6233 +2023-12-09 17:41:16,101 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 1 day, 16:57:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9513, loss_cls: 1.5333, loss: 1.5333 +2023-12-09 17:42:02,128 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 1 day, 16:57:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9613, loss_cls: 1.3323, loss: 1.3323 +2023-12-09 17:42:48,138 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 1 day, 16:57:10, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9606, loss_cls: 1.3306, loss: 1.3306 +2023-12-09 17:43:34,194 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 1 day, 16:57:02, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9631, loss_cls: 1.4086, loss: 1.4086 +2023-12-09 17:44:20,199 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 1 day, 16:56:53, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9594, loss_cls: 1.4169, loss: 1.4169 +2023-12-09 17:45:06,226 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 1 day, 16:56:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 1.4829, loss: 1.4829 +2023-12-09 17:45:52,253 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 1 day, 16:56:34, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 1.4923, loss: 1.4923 +2023-12-09 17:46:17,184 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-09 17:48:58,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 17:48:58,478 - pyskl - INFO - +top1_acc 0.7793 +top5_acc 0.9744 +2023-12-09 17:48:58,482 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_6.pth was removed +2023-12-09 17:48:58,607 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-09 17:48:58,608 - pyskl - INFO - Best top1_acc is 0.7793 at 8 epoch. +2023-12-09 17:48:58,613 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7793, top5_acc: 0.9744 +2023-12-09 17:50:03,007 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 1 day, 16:54:32, time: 0.644, data_time: 0.192, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9613, loss_cls: 1.3673, loss: 1.3673 +2023-12-09 17:50:48,052 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 1 day, 16:54:04, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9550, loss_cls: 1.4714, loss: 1.4714 +2023-12-09 17:51:33,152 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 1 day, 16:53:38, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9575, loss_cls: 1.3685, loss: 1.3685 +2023-12-09 17:52:18,243 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 1 day, 16:53:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 1.4428, loss: 1.4428 +2023-12-09 17:53:03,347 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 1 day, 16:52:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9513, loss_cls: 1.4655, loss: 1.4655 +2023-12-09 17:53:48,583 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 1 day, 16:52:19, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9606, loss_cls: 1.4452, loss: 1.4452 +2023-12-09 17:54:33,791 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 1 day, 16:51:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 1.4100, loss: 1.4100 +2023-12-09 17:55:18,805 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 1 day, 16:51:25, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9537, loss_cls: 1.4314, loss: 1.4314 +2023-12-09 17:56:03,778 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 1 day, 16:50:55, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9606, loss_cls: 1.4204, loss: 1.4204 +2023-12-09 17:56:48,846 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 1 day, 16:50:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9606, loss_cls: 1.4453, loss: 1.4453 +2023-12-09 17:57:33,962 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 1 day, 16:49:59, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.5266, loss: 1.5266 +2023-12-09 17:58:19,054 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 1 day, 16:49:30, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9594, loss_cls: 1.3784, loss: 1.3784 +2023-12-09 17:58:49,166 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 1 day, 16:44:54, time: 0.301, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 1.4824, loss: 1.4824 +2023-12-09 17:59:35,940 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 1 day, 16:44:54, time: 0.468, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9575, loss_cls: 1.4148, loss: 1.4148 +2023-12-09 18:00:24,571 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 1 day, 16:45:25, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 1.4560, loss: 1.4560 +2023-12-09 18:01:04,350 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 1 day, 16:43:30, time: 0.398, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 1.4086, loss: 1.4086 +2023-12-09 18:01:37,426 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 1 day, 16:39:48, time: 0.331, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9656, loss_cls: 1.3115, loss: 1.3115 +2023-12-09 18:02:22,436 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 1 day, 16:39:19, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9556, loss_cls: 1.4023, loss: 1.4023 +2023-12-09 18:03:07,479 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 1 day, 16:38:51, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 1.4144, loss: 1.4144 +2023-12-09 18:03:52,388 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 1 day, 16:38:21, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 1.3943, loss: 1.3943 +2023-12-09 18:04:37,488 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 1 day, 16:37:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9544, loss_cls: 1.4887, loss: 1.4887 +2023-12-09 18:05:22,449 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 1 day, 16:37:24, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9494, loss_cls: 1.3838, loss: 1.3838 +2023-12-09 18:06:07,550 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 1 day, 16:36:56, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 1.3462, loss: 1.3462 +2023-12-09 18:06:32,092 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-09 18:09:13,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 18:09:13,681 - pyskl - INFO - +top1_acc 0.7703 +top5_acc 0.9690 +2023-12-09 18:09:13,688 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.7703, top5_acc: 0.9690 +2023-12-09 18:10:18,720 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 1 day, 16:35:11, time: 0.650, data_time: 0.190, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9537, loss_cls: 1.4071, loss: 1.4071 +2023-12-09 18:11:04,770 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 1 day, 16:34:58, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 1.2559, loss: 1.2559 +2023-12-09 18:11:50,791 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 1 day, 16:34:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9669, loss_cls: 1.2835, loss: 1.2835 +2023-12-09 18:12:36,789 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 1 day, 16:34:30, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9506, loss_cls: 1.4450, loss: 1.4450 +2023-12-09 18:13:22,819 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 1 day, 16:34:16, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 1.3601, loss: 1.3601 +2023-12-09 18:14:08,825 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 1 day, 16:34:01, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 1.3188, loss: 1.3188 +2023-12-09 18:14:54,840 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 1 day, 16:33:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9581, loss_cls: 1.3795, loss: 1.3795 +2023-12-09 18:15:40,879 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 1 day, 16:33:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9556, loss_cls: 1.4190, loss: 1.4190 +2023-12-09 18:16:26,923 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 1 day, 16:33:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9663, loss_cls: 1.2921, loss: 1.2921 +2023-12-09 18:17:12,940 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 1 day, 16:32:59, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 1.3414, loss: 1.3414 +2023-12-09 18:17:58,991 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 1 day, 16:32:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9606, loss_cls: 1.3339, loss: 1.3339 +2023-12-09 18:18:45,011 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 1 day, 16:32:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9656, loss_cls: 1.3392, loss: 1.3392 +2023-12-09 18:19:31,033 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 1 day, 16:32:11, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 1.3044, loss: 1.3044 +2023-12-09 18:20:04,919 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 1 day, 16:28:56, time: 0.339, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9481, loss_cls: 1.4745, loss: 1.4745 +2023-12-09 18:20:47,751 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 1 day, 16:27:53, time: 0.428, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 1.3812, loss: 1.3812 +2023-12-09 18:21:36,395 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 1 day, 16:28:15, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9594, loss_cls: 1.3442, loss: 1.3442 +2023-12-09 18:22:20,026 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 1 day, 16:27:24, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9556, loss_cls: 1.3712, loss: 1.3712 +2023-12-09 18:22:49,415 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 1 day, 16:23:08, time: 0.294, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 1.3879, loss: 1.3879 +2023-12-09 18:23:34,689 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 1 day, 16:22:41, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.3815, loss: 1.3815 +2023-12-09 18:24:19,829 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 1 day, 16:22:12, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9519, loss_cls: 1.4466, loss: 1.4466 +2023-12-09 18:25:04,797 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 1 day, 16:21:41, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9425, loss_cls: 1.4911, loss: 1.4911 +2023-12-09 18:25:50,076 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 1 day, 16:21:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9594, loss_cls: 1.3603, loss: 1.3603 +2023-12-09 18:26:35,154 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 1 day, 16:20:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 1.4269, loss: 1.4269 +2023-12-09 18:26:59,628 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-09 18:29:40,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 18:29:41,015 - pyskl - INFO - +top1_acc 0.7855 +top5_acc 0.9778 +2023-12-09 18:29:41,021 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_8.pth was removed +2023-12-09 18:29:41,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-09 18:29:41,159 - pyskl - INFO - Best top1_acc is 0.7855 at 10 epoch. +2023-12-09 18:29:41,164 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7855, top5_acc: 0.9778 +2023-12-09 18:30:46,117 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 1 day, 16:19:02, time: 0.649, data_time: 0.190, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 1.4234, loss: 1.4234 +2023-12-09 18:31:32,196 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 1 day, 16:18:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 1.3051, loss: 1.3051 +2023-12-09 18:32:18,199 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 1 day, 16:18:28, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 1.3325, loss: 1.3325 +2023-12-09 18:33:04,280 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 1 day, 16:18:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 1.4111, loss: 1.4111 +2023-12-09 18:33:50,315 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 1 day, 16:17:53, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9663, loss_cls: 1.2683, loss: 1.2683 +2023-12-09 18:34:36,392 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 1 day, 16:17:36, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9600, loss_cls: 1.3893, loss: 1.3893 +2023-12-09 18:35:22,407 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 1 day, 16:17:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 1.3685, loss: 1.3685 +2023-12-09 18:36:08,496 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 1 day, 16:17:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9575, loss_cls: 1.3567, loss: 1.3567 +2023-12-09 18:36:54,498 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 1 day, 16:16:41, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 1.3317, loss: 1.3317 +2023-12-09 18:37:40,595 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 1 day, 16:16:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9594, loss_cls: 1.3939, loss: 1.3939 +2023-12-09 18:38:26,689 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 1 day, 16:16:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9550, loss_cls: 1.3902, loss: 1.3902 +2023-12-09 18:39:12,706 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 1 day, 16:15:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9637, loss_cls: 1.3701, loss: 1.3701 +2023-12-09 18:39:58,762 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 1 day, 16:15:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 1.3217, loss: 1.3217 +2023-12-09 18:40:44,815 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 1 day, 16:15:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 1.3604, loss: 1.3604 +2023-12-09 18:41:22,657 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 1 day, 16:13:00, time: 0.378, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 1.2438, loss: 1.2438 +2023-12-09 18:42:01,210 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 1 day, 16:11:03, time: 0.385, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9637, loss_cls: 1.3124, loss: 1.3124 +2023-12-09 18:42:49,828 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 1 day, 16:11:17, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9556, loss_cls: 1.3939, loss: 1.3939 +2023-12-09 18:43:37,805 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 1 day, 16:11:22, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 1.3123, loss: 1.3123 +2023-12-09 18:44:03,524 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 1 day, 16:06:41, time: 0.257, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9569, loss_cls: 1.3714, loss: 1.3714 +2023-12-09 18:44:49,521 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 1 day, 16:06:21, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 1.3542, loss: 1.3542 +2023-12-09 18:45:35,559 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 1 day, 16:06:02, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.3049, loss: 1.3049 +2023-12-09 18:46:21,568 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 1 day, 16:05:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 1.3106, loss: 1.3106 +2023-12-09 18:47:07,609 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 1 day, 16:05:22, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9681, loss_cls: 1.2604, loss: 1.2604 +2023-12-09 18:47:32,561 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-09 18:50:14,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 18:50:14,128 - pyskl - INFO - +top1_acc 0.8004 +top5_acc 0.9754 +2023-12-09 18:50:14,132 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_10.pth was removed +2023-12-09 18:50:14,285 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2023-12-09 18:50:14,285 - pyskl - INFO - Best top1_acc is 0.8004 at 11 epoch. +2023-12-09 18:50:14,291 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.8004, top5_acc: 0.9754 +2023-12-09 18:51:18,275 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 1 day, 16:03:30, time: 0.640, data_time: 0.188, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9613, loss_cls: 1.2929, loss: 1.2929 +2023-12-09 18:52:03,275 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 1 day, 16:02:57, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9688, loss_cls: 1.2750, loss: 1.2750 +2023-12-09 18:52:48,265 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 1 day, 16:02:24, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 1.3376, loss: 1.3376 +2023-12-09 18:53:33,307 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 1 day, 16:01:52, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.2514, loss: 1.2514 +2023-12-09 18:54:18,508 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 1 day, 16:01:21, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 1.2685, loss: 1.2685 +2023-12-09 18:55:03,641 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 1 day, 16:00:49, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 1.2337, loss: 1.2337 +2023-12-09 18:55:48,701 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 1 day, 16:00:17, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9681, loss_cls: 1.3016, loss: 1.3016 +2023-12-09 18:56:33,951 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 1 day, 15:59:46, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 1.2764, loss: 1.2764 +2023-12-09 18:57:19,015 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 1 day, 15:59:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9637, loss_cls: 1.2818, loss: 1.2818 +2023-12-09 18:58:04,017 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 1 day, 15:58:40, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 1.3373, loss: 1.3373 +2023-12-09 18:58:49,158 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 1 day, 15:58:08, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 1.3476, loss: 1.3476 +2023-12-09 18:59:34,347 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 1 day, 15:57:36, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 1.3390, loss: 1.3390 +2023-12-09 19:00:19,541 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 1 day, 15:57:05, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 1.3203, loss: 1.3203 +2023-12-09 19:01:04,496 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 1 day, 15:56:30, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 1.3109, loss: 1.3109 +2023-12-09 19:01:49,732 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 1 day, 15:55:59, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9606, loss_cls: 1.3251, loss: 1.3251 +2023-12-09 19:02:30,596 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 1 day, 15:54:36, time: 0.409, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9769, loss_cls: 1.1968, loss: 1.1968 +2023-12-09 19:03:05,268 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 1 day, 15:52:00, time: 0.347, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9656, loss_cls: 1.2922, loss: 1.2922 +2023-12-09 19:03:53,764 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 1 day, 15:52:07, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.2274, loss: 1.2274 +2023-12-09 19:04:42,188 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 1 day, 15:52:13, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 1.3193, loss: 1.3193 +2023-12-09 19:05:08,414 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 1 day, 15:48:00, time: 0.262, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 1.2893, loss: 1.2893 +2023-12-09 19:05:52,797 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 1 day, 15:47:20, time: 0.444, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9606, loss_cls: 1.3156, loss: 1.3156 +2023-12-09 19:06:37,790 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 1 day, 15:46:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9569, loss_cls: 1.2884, loss: 1.2884 +2023-12-09 19:07:22,782 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 1 day, 15:46:13, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 1.2867, loss: 1.2867 +2023-12-09 19:07:47,223 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-09 19:10:28,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 19:10:28,569 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9815 +2023-12-09 19:10:28,574 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.7919, top5_acc: 0.9815 +2023-12-09 19:11:33,494 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 1 day, 15:44:36, time: 0.649, data_time: 0.188, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 1.2541, loss: 1.2541 +2023-12-09 19:12:19,469 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 1 day, 15:44:14, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9744, loss_cls: 1.2013, loss: 1.2013 +2023-12-09 19:13:05,456 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 1 day, 15:43:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 1.2560, loss: 1.2560 +2023-12-09 19:13:51,524 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 1 day, 15:43:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 1.3190, loss: 1.3190 +2023-12-09 19:14:37,581 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 1 day, 15:43:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 1.2504, loss: 1.2504 +2023-12-09 19:15:23,602 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 1 day, 15:42:45, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 1.1844, loss: 1.1844 +2023-12-09 19:16:09,637 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 1 day, 15:42:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9688, loss_cls: 1.1747, loss: 1.1747 +2023-12-09 19:16:55,685 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 1 day, 15:42:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 1.2467, loss: 1.2467 +2023-12-09 19:17:41,680 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 1 day, 15:41:37, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 1.2327, loss: 1.2327 +2023-12-09 19:18:27,754 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 1 day, 15:41:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9744, loss_cls: 1.1708, loss: 1.1708 +2023-12-09 19:19:13,780 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 1 day, 15:40:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.2401, loss: 1.2401 +2023-12-09 19:19:59,763 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 1 day, 15:40:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9619, loss_cls: 1.3052, loss: 1.3052 +2023-12-09 19:20:45,775 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 1 day, 15:40:03, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 1.2584, loss: 1.2584 +2023-12-09 19:21:31,765 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 1 day, 15:39:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.2909, loss: 1.2909 +2023-12-09 19:22:17,784 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 1 day, 15:39:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9688, loss_cls: 1.2469, loss: 1.2469 +2023-12-09 19:23:03,787 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 1 day, 15:38:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9656, loss_cls: 1.2566, loss: 1.2566 +2023-12-09 19:23:49,481 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 1 day, 15:38:23, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 1.2130, loss: 1.2130 +2023-12-09 19:24:19,492 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 1 day, 15:35:06, time: 0.300, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 1.3214, loss: 1.3214 +2023-12-09 19:25:08,015 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 1 day, 15:35:09, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9644, loss_cls: 1.2654, loss: 1.2654 +2023-12-09 19:25:56,573 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 1 day, 15:35:12, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.2713, loss: 1.2713 +2023-12-09 19:26:27,145 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 1 day, 15:32:04, time: 0.306, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 1.3885, loss: 1.3885 +2023-12-09 19:27:07,509 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 1 day, 15:30:40, time: 0.404, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 1.2614, loss: 1.2614 +2023-12-09 19:27:52,524 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 1 day, 15:30:05, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.3347, loss: 1.3347 +2023-12-09 19:28:17,173 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-09 19:30:58,340 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 19:30:58,423 - pyskl - INFO - +top1_acc 0.7945 +top5_acc 0.9771 +2023-12-09 19:30:58,430 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.7945, top5_acc: 0.9771 +2023-12-09 19:32:03,314 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 1 day, 15:28:30, time: 0.649, data_time: 0.189, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.2147, loss: 1.2147 +2023-12-09 19:32:49,286 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 1 day, 15:28:06, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.1707, loss: 1.1707 +2023-12-09 19:33:35,350 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 1 day, 15:27:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.2826, loss: 1.2826 +2023-12-09 19:34:21,429 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 1 day, 15:27:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 1.2178, loss: 1.2178 +2023-12-09 19:35:07,432 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 1 day, 15:26:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 1.2344, loss: 1.2344 +2023-12-09 19:35:53,413 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 1 day, 15:26:29, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 1.1847, loss: 1.1847 +2023-12-09 19:36:39,413 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 1 day, 15:26:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 1.1664, loss: 1.1664 +2023-12-09 19:37:25,454 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 1 day, 15:25:40, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 1.2603, loss: 1.2603 +2023-12-09 19:38:11,489 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 1 day, 15:25:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 1.3406, loss: 1.3406 +2023-12-09 19:38:57,544 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 1 day, 15:24:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9725, loss_cls: 1.1844, loss: 1.1844 +2023-12-09 19:39:43,590 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 1 day, 15:24:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 1.1809, loss: 1.1809 +2023-12-09 19:40:29,653 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 1 day, 15:24:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 1.1831, loss: 1.1831 +2023-12-09 19:41:15,684 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 1 day, 15:23:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 1.2482, loss: 1.2482 +2023-12-09 19:42:01,643 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 1 day, 15:23:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 1.2583, loss: 1.2583 +2023-12-09 19:42:47,606 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 1 day, 15:22:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 1.1960, loss: 1.1960 +2023-12-09 19:43:33,638 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 1 day, 15:22:16, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 1.3167, loss: 1.3167 +2023-12-09 19:44:19,621 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 1 day, 15:21:50, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 1.2760, loss: 1.2760 +2023-12-09 19:45:05,573 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 1 day, 15:21:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9681, loss_cls: 1.2356, loss: 1.2356 +2023-12-09 19:45:35,233 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 1 day, 15:18:16, time: 0.297, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 1.3156, loss: 1.3156 +2023-12-09 19:46:23,895 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 1 day, 15:18:16, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 1.2375, loss: 1.2375 +2023-12-09 19:47:12,330 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 1 day, 15:18:13, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9637, loss_cls: 1.2599, loss: 1.2599 +2023-12-09 19:47:47,527 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 1 day, 15:16:01, time: 0.352, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 1.1928, loss: 1.1928 +2023-12-09 19:48:24,207 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 1 day, 15:14:05, time: 0.367, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 1.2359, loss: 1.2359 +2023-12-09 19:48:48,698 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-09 19:51:30,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 19:51:30,144 - pyskl - INFO - +top1_acc 0.8046 +top5_acc 0.9744 +2023-12-09 19:51:30,149 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_11.pth was removed +2023-12-09 19:51:30,283 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2023-12-09 19:51:30,283 - pyskl - INFO - Best top1_acc is 0.8046 at 14 epoch. +2023-12-09 19:51:30,289 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8046, top5_acc: 0.9744 +2023-12-09 19:52:34,454 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 1 day, 15:12:25, time: 0.642, data_time: 0.191, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.2404, loss: 1.2404 +2023-12-09 19:53:19,511 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 1 day, 15:11:49, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.1100, loss: 1.1100 +2023-12-09 19:54:04,602 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 1 day, 15:11:15, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9550, loss_cls: 1.2331, loss: 1.2331 +2023-12-09 19:54:49,849 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 1 day, 15:10:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9731, loss_cls: 1.1707, loss: 1.1707 +2023-12-09 19:55:35,051 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 1 day, 15:10:07, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 1.2101, loss: 1.2101 +2023-12-09 19:56:20,151 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 1 day, 15:09:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9675, loss_cls: 1.1944, loss: 1.1944 +2023-12-09 19:57:05,321 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 1 day, 15:08:58, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 1.2188, loss: 1.2188 +2023-12-09 19:57:50,286 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 1 day, 15:08:22, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 1.1918, loss: 1.1918 +2023-12-09 19:58:35,276 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 1 day, 15:07:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 1.1779, loss: 1.1779 +2023-12-09 19:59:20,526 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 1 day, 15:07:12, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.2004, loss: 1.2004 +2023-12-09 20:00:05,566 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 1 day, 15:06:36, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 1.1976, loss: 1.1976 +2023-12-09 20:00:50,736 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 1 day, 15:06:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 1.1349, loss: 1.1349 +2023-12-09 20:01:35,715 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 1 day, 15:05:25, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9581, loss_cls: 1.3112, loss: 1.3112 +2023-12-09 20:02:20,840 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 1 day, 15:04:50, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9738, loss_cls: 1.2015, loss: 1.2015 +2023-12-09 20:03:06,094 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 1 day, 15:04:16, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 1.1722, loss: 1.1722 +2023-12-09 20:03:51,299 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 1 day, 15:03:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 1.2889, loss: 1.2889 +2023-12-09 20:04:37,194 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 1 day, 15:03:13, time: 0.459, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 1.1284, loss: 1.1284 +2023-12-09 20:05:23,231 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 1 day, 15:02:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 1.2530, loss: 1.2530 +2023-12-09 20:06:09,251 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 1 day, 15:02:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 1.1681, loss: 1.1681 +2023-12-09 20:06:39,191 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 1 day, 14:59:25, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9719, loss_cls: 1.1903, loss: 1.1903 +2023-12-09 20:07:27,122 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 1 day, 14:59:15, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9663, loss_cls: 1.2193, loss: 1.2193 +2023-12-09 20:08:15,680 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 1 day, 14:59:11, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 1.2131, loss: 1.2131 +2023-12-09 20:08:54,280 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 1 day, 14:57:36, time: 0.386, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.2336, loss: 1.2336 +2023-12-09 20:09:07,661 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-09 20:11:49,734 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 20:11:49,818 - pyskl - INFO - +top1_acc 0.8196 +top5_acc 0.9775 +2023-12-09 20:11:49,821 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_14.pth was removed +2023-12-09 20:11:49,946 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2023-12-09 20:11:49,946 - pyskl - INFO - Best top1_acc is 0.8196 at 15 epoch. +2023-12-09 20:11:49,952 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8196, top5_acc: 0.9775 +2023-12-09 20:12:53,917 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 1 day, 14:55:57, time: 0.640, data_time: 0.188, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 1.1110, loss: 1.1110 +2023-12-09 20:13:38,884 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 1 day, 14:55:20, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 1.1928, loss: 1.1928 +2023-12-09 20:14:23,914 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 1 day, 14:54:44, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9706, loss_cls: 1.1844, loss: 1.1844 +2023-12-09 20:15:09,025 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 1 day, 14:54:08, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.3161, loss: 1.3161 +2023-12-09 20:15:54,109 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 1 day, 14:53:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9663, loss_cls: 1.2242, loss: 1.2242 +2023-12-09 20:16:39,309 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 1 day, 14:52:58, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 1.1873, loss: 1.1873 +2023-12-09 20:17:24,295 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 1 day, 14:52:21, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 1.1237, loss: 1.1237 +2023-12-09 20:18:09,288 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 1 day, 14:51:44, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 1.1824, loss: 1.1824 +2023-12-09 20:18:54,310 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 1 day, 14:51:07, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 1.1340, loss: 1.1340 +2023-12-09 20:19:39,458 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 1 day, 14:50:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.1766, loss: 1.1766 +2023-12-09 20:20:24,775 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 1 day, 14:49:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 1.0266, loss: 1.0266 +2023-12-09 20:21:09,798 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 1 day, 14:49:21, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 1.1846, loss: 1.1846 +2023-12-09 20:21:54,769 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 1 day, 14:48:44, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 1.1531, loss: 1.1531 +2023-12-09 20:22:39,746 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 1 day, 14:48:07, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 1.1116, loss: 1.1116 +2023-12-09 20:23:24,786 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 1 day, 14:47:30, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9681, loss_cls: 1.2247, loss: 1.2247 +2023-12-09 20:24:09,800 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 1 day, 14:46:53, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.2293, loss: 1.2293 +2023-12-09 20:24:55,119 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 1 day, 14:46:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9738, loss_cls: 1.1003, loss: 1.1003 +2023-12-09 20:25:41,109 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 1 day, 14:45:50, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 1.2268, loss: 1.2268 +2023-12-09 20:26:27,066 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 1 day, 14:45:21, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 1.2029, loss: 1.2029 +2023-12-09 20:27:13,105 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 1 day, 14:44:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 1.2422, loss: 1.2422 +2023-12-09 20:27:45,590 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 1 day, 14:42:29, time: 0.325, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 1.1407, loss: 1.1407 +2023-12-09 20:28:29,922 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 1 day, 14:41:47, time: 0.443, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 1.1686, loss: 1.1686 +2023-12-09 20:29:18,613 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 1 day, 14:41:40, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.1614, loss: 1.1614 +2023-12-09 20:29:45,007 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-09 20:32:17,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 20:32:17,333 - pyskl - INFO - +top1_acc 0.8167 +top5_acc 0.9790 +2023-12-09 20:32:17,338 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8167, top5_acc: 0.9790 +2023-12-09 20:33:21,414 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 1 day, 14:40:04, time: 0.641, data_time: 0.189, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9756, loss_cls: 1.0913, loss: 1.0913 +2023-12-09 20:34:06,461 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 1 day, 14:39:27, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 1.1185, loss: 1.1185 +2023-12-09 20:34:51,472 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 1 day, 14:38:50, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 1.1572, loss: 1.1572 +2023-12-09 20:35:36,525 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 1 day, 14:38:13, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9762, loss_cls: 1.1080, loss: 1.1080 +2023-12-09 20:36:21,701 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 1 day, 14:37:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9650, loss_cls: 1.2191, loss: 1.2191 +2023-12-09 20:37:06,711 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 1 day, 14:37:00, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9762, loss_cls: 1.0606, loss: 1.0606 +2023-12-09 20:37:51,959 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 1 day, 14:36:24, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 1.2223, loss: 1.2223 +2023-12-09 20:38:36,947 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 1 day, 14:35:47, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 1.0671, loss: 1.0671 +2023-12-09 20:39:21,978 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 1 day, 14:35:09, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 1.1404, loss: 1.1404 +2023-12-09 20:40:06,990 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 1 day, 14:34:32, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 1.1543, loss: 1.1543 +2023-12-09 20:40:52,034 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 1 day, 14:33:55, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 1.1532, loss: 1.1532 +2023-12-09 20:41:37,118 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 1 day, 14:33:18, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 1.1571, loss: 1.1571 +2023-12-09 20:42:22,135 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 1 day, 14:32:40, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9738, loss_cls: 1.1242, loss: 1.1242 +2023-12-09 20:43:07,217 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 1 day, 14:32:03, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 1.1240, loss: 1.1240 +2023-12-09 20:43:52,394 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 1 day, 14:31:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.2451, loss: 1.2451 +2023-12-09 20:44:37,439 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 1 day, 14:30:49, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 1.1967, loss: 1.1967 +2023-12-09 20:45:22,756 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 1 day, 14:30:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9675, loss_cls: 1.1622, loss: 1.1622 +2023-12-09 20:46:07,870 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 1 day, 14:29:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.1690, loss: 1.1690 +2023-12-09 20:46:52,865 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 1 day, 14:28:59, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 1.1413, loss: 1.1413 +2023-12-09 20:47:37,872 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 1 day, 14:28:21, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 1.2273, loss: 1.2273 +2023-12-09 20:48:23,032 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 1 day, 14:27:45, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 1.1724, loss: 1.1724 +2023-12-09 20:48:59,245 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 1 day, 14:25:58, time: 0.362, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9719, loss_cls: 1.1678, loss: 1.1678 +2023-12-09 20:49:39,192 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 1 day, 14:24:40, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 1.3365, loss: 1.3365 +2023-12-09 20:50:05,509 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-09 20:52:30,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 20:52:30,322 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9829 +2023-12-09 20:52:30,329 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_15.pth was removed +2023-12-09 20:52:30,524 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2023-12-09 20:52:30,524 - pyskl - INFO - Best top1_acc is 0.8328 at 17 epoch. +2023-12-09 20:52:30,529 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8328, top5_acc: 0.9829 +2023-12-09 20:53:35,283 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 1 day, 14:23:10, time: 0.647, data_time: 0.196, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 1.0034, loss: 1.0034 +2023-12-09 20:54:20,223 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 1 day, 14:22:32, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 1.1332, loss: 1.1332 +2023-12-09 20:55:05,311 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 1 day, 14:21:55, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.1137, loss: 1.1137 +2023-12-09 20:55:50,222 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 1 day, 14:21:17, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 1.0931, loss: 1.0931 +2023-12-09 20:56:35,492 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 1 day, 14:20:41, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 1.2080, loss: 1.2080 +2023-12-09 20:57:20,661 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 1 day, 14:20:04, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 1.1063, loss: 1.1063 +2023-12-09 20:58:05,576 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 1 day, 14:19:26, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 1.0905, loss: 1.0905 +2023-12-09 20:58:50,608 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 1 day, 14:18:48, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9712, loss_cls: 1.1819, loss: 1.1819 +2023-12-09 20:59:35,733 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 1 day, 14:18:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 1.0814, loss: 1.0814 +2023-12-09 21:00:20,689 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 1 day, 14:17:33, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 1.0904, loss: 1.0904 +2023-12-09 21:01:05,946 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 1 day, 14:16:57, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9656, loss_cls: 1.2178, loss: 1.2178 +2023-12-09 21:01:51,041 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 1 day, 14:16:19, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 1.1021, loss: 1.1021 +2023-12-09 21:02:36,159 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 1 day, 14:15:42, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 1.0977, loss: 1.0977 +2023-12-09 21:03:21,376 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 1 day, 14:15:05, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 1.1875, loss: 1.1875 +2023-12-09 21:04:06,498 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 1 day, 14:14:28, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9700, loss_cls: 1.1630, loss: 1.1630 +2023-12-09 21:04:51,715 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 1 day, 14:13:51, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 1.1752, loss: 1.1752 +2023-12-09 21:05:36,873 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 1 day, 14:13:14, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.1662, loss: 1.1662 +2023-12-09 21:06:21,986 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 1 day, 14:12:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9644, loss_cls: 1.1622, loss: 1.1622 +2023-12-09 21:07:07,081 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 1 day, 14:11:59, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 1.1360, loss: 1.1360 +2023-12-09 21:07:52,179 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 1 day, 14:11:22, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.1727, loss: 1.1727 +2023-12-09 21:08:37,304 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 1 day, 14:10:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.1411, loss: 1.1411 +2023-12-09 21:09:22,411 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 1 day, 14:10:06, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 1.0742, loss: 1.0742 +2023-12-09 21:10:00,249 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 1 day, 14:08:35, time: 0.378, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.1700, loss: 1.1700 +2023-12-09 21:10:16,033 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-09 21:12:43,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 21:12:43,784 - pyskl - INFO - +top1_acc 0.8380 +top5_acc 0.9835 +2023-12-09 21:12:43,791 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_17.pth was removed +2023-12-09 21:12:43,928 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2023-12-09 21:12:43,928 - pyskl - INFO - Best top1_acc is 0.8380 at 18 epoch. +2023-12-09 21:12:43,933 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8380, top5_acc: 0.9835 +2023-12-09 21:13:48,869 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 1 day, 14:07:08, time: 0.649, data_time: 0.189, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 1.0822, loss: 1.0822 +2023-12-09 21:14:34,962 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 1 day, 14:06:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 1.1320, loss: 1.1320 +2023-12-09 21:15:21,043 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 1 day, 14:06:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 1.0548, loss: 1.0548 +2023-12-09 21:16:07,095 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 1 day, 14:05:36, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.0211, loss: 1.0211 +2023-12-09 21:16:53,100 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 1 day, 14:05:05, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.1713, loss: 1.1713 +2023-12-09 21:17:39,180 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 1 day, 14:04:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 1.1520, loss: 1.1520 +2023-12-09 21:18:25,196 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 1 day, 14:04:03, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 1.2078, loss: 1.2078 +2023-12-09 21:19:11,254 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 1 day, 14:03:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 1.0424, loss: 1.0424 +2023-12-09 21:19:57,232 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 1 day, 14:03:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 1.1532, loss: 1.1532 +2023-12-09 21:20:43,340 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 1 day, 14:02:29, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 1.1193, loss: 1.1193 +2023-12-09 21:21:29,371 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 1 day, 14:01:58, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.0220, loss: 1.0220 +2023-12-09 21:22:15,409 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 1 day, 14:01:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9731, loss_cls: 1.1173, loss: 1.1173 +2023-12-09 21:23:01,451 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 1 day, 14:00:55, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9706, loss_cls: 1.1603, loss: 1.1603 +2023-12-09 21:23:47,516 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 1 day, 14:00:24, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9706, loss_cls: 1.1016, loss: 1.1016 +2023-12-09 21:24:33,566 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 1 day, 13:59:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 1.1353, loss: 1.1353 +2023-12-09 21:25:19,650 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 1 day, 13:59:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.2093, loss: 1.2093 +2023-12-09 21:26:05,740 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 1 day, 13:58:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 1.1377, loss: 1.1377 +2023-12-09 21:26:51,769 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 1 day, 13:58:17, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9650, loss_cls: 1.2517, loss: 1.2517 +2023-12-09 21:27:37,796 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 1 day, 13:57:45, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 1.2359, loss: 1.2359 +2023-12-09 21:28:23,812 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 1 day, 13:57:13, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 1.1116, loss: 1.1116 +2023-12-09 21:29:09,878 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 1 day, 13:56:41, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9725, loss_cls: 1.1027, loss: 1.1027 +2023-12-09 21:29:55,953 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 1 day, 13:56:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 1.0797, loss: 1.0797 +2023-12-09 21:30:42,062 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 1 day, 13:55:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.1603, loss: 1.1603 +2023-12-09 21:31:07,081 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-09 21:33:49,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 21:33:49,192 - pyskl - INFO - +top1_acc 0.8280 +top5_acc 0.9835 +2023-12-09 21:33:49,197 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8280, top5_acc: 0.9835 +2023-12-09 21:34:52,664 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 1 day, 13:54:00, time: 0.635, data_time: 0.186, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9725, loss_cls: 1.1316, loss: 1.1316 +2023-12-09 21:35:37,631 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 1 day, 13:53:21, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9762, loss_cls: 1.0475, loss: 1.0475 +2023-12-09 21:36:22,808 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 1 day, 13:52:43, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 1.1277, loss: 1.1277 +2023-12-09 21:37:08,099 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 1 day, 13:52:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 1.0107, loss: 1.0107 +2023-12-09 21:37:53,208 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 1 day, 13:51:27, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 1.0601, loss: 1.0601 +2023-12-09 21:38:38,570 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 1 day, 13:50:50, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 1.1619, loss: 1.1619 +2023-12-09 21:39:23,776 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 1 day, 13:50:12, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9775, loss_cls: 0.9901, loss: 0.9901 +2023-12-09 21:40:08,946 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 1 day, 13:49:33, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 1.1684, loss: 1.1684 +2023-12-09 21:40:53,962 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 1 day, 13:48:54, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.1543, loss: 1.1543 +2023-12-09 21:41:38,960 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 1 day, 13:48:14, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.0915, loss: 1.0915 +2023-12-09 21:42:23,921 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 1 day, 13:47:34, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 1.1136, loss: 1.1136 +2023-12-09 21:43:08,926 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 1 day, 13:46:55, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 1.1926, loss: 1.1926 +2023-12-09 21:43:54,121 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 1 day, 13:46:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.1458, loss: 1.1458 +2023-12-09 21:44:39,163 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 1 day, 13:45:37, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.9618, loss: 0.9618 +2023-12-09 21:45:24,069 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 1 day, 13:44:57, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 1.0800, loss: 1.0800 +2023-12-09 21:46:09,102 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 1 day, 13:44:17, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 1.1359, loss: 1.1359 +2023-12-09 21:46:54,191 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 1 day, 13:43:38, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 1.0971, loss: 1.0971 +2023-12-09 21:47:39,192 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 1 day, 13:42:58, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 1.1211, loss: 1.1211 +2023-12-09 21:48:24,329 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 1 day, 13:42:20, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 1.1950, loss: 1.1950 +2023-12-09 21:49:09,395 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 1 day, 13:41:40, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 1.0421, loss: 1.0421 +2023-12-09 21:49:54,441 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 1 day, 13:41:01, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 1.0691, loss: 1.0691 +2023-12-09 21:50:39,512 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 1 day, 13:40:21, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 1.1635, loss: 1.1635 +2023-12-09 21:51:24,693 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 1 day, 13:39:43, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 1.0326, loss: 1.0326 +2023-12-09 21:51:49,145 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-09 21:54:19,860 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 21:54:19,941 - pyskl - INFO - +top1_acc 0.8426 +top5_acc 0.9817 +2023-12-09 21:54:19,946 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_18.pth was removed +2023-12-09 21:54:20,094 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2023-12-09 21:54:20,094 - pyskl - INFO - Best top1_acc is 0.8426 at 20 epoch. +2023-12-09 21:54:20,101 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8426, top5_acc: 0.9817 +2023-12-09 21:55:05,303 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 1 day, 13:36:08, time: 0.452, data_time: 0.189, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 0.9575, loss: 0.9575 +2023-12-09 21:55:49,278 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 1 day, 13:35:22, time: 0.440, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 1.0667, loss: 1.0667 +2023-12-09 21:56:34,362 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 1 day, 13:34:43, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 1.0939, loss: 1.0939 +2023-12-09 21:57:19,401 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 1 day, 13:34:04, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 1.0151, loss: 1.0151 +2023-12-09 21:58:04,619 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 1 day, 13:33:26, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 1.0583, loss: 1.0583 +2023-12-09 21:58:49,785 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 1 day, 13:32:47, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 1.0379, loss: 1.0379 +2023-12-09 21:59:34,821 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 1 day, 13:32:08, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 1.0851, loss: 1.0851 +2023-12-09 22:00:20,030 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 1 day, 13:31:29, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 1.1261, loss: 1.1261 +2023-12-09 22:01:05,076 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 1 day, 13:30:50, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9556, loss_cls: 1.2094, loss: 1.2094 +2023-12-09 22:01:50,043 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 1 day, 13:30:10, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.1122, loss: 1.1122 +2023-12-09 22:02:35,195 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 1 day, 13:29:31, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9775, loss_cls: 1.0627, loss: 1.0627 +2023-12-09 22:03:20,163 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 1 day, 13:28:51, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9744, loss_cls: 1.0646, loss: 1.0646 +2023-12-09 22:04:05,129 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 1 day, 13:28:11, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 1.2043, loss: 1.2043 +2023-12-09 22:04:50,219 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 1 day, 13:27:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.0757, loss: 1.0757 +2023-12-09 22:05:35,300 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 1 day, 13:26:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9706, loss_cls: 1.1451, loss: 1.1451 +2023-12-09 22:06:20,467 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 1 day, 13:26:14, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9756, loss_cls: 1.0572, loss: 1.0572 +2023-12-09 22:07:05,523 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 1 day, 13:25:34, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 1.1133, loss: 1.1133 +2023-12-09 22:07:50,598 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 1 day, 13:24:55, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 1.2174, loss: 1.2174 +2023-12-09 22:08:35,708 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 1 day, 13:24:16, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.0520, loss: 1.0520 +2023-12-09 22:09:20,893 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 1 day, 13:23:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 1.0865, loss: 1.0865 +2023-12-09 22:10:06,049 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 1 day, 13:22:58, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 1.0742, loss: 1.0742 +2023-12-09 22:10:51,130 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 1 day, 13:22:18, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 1.0207, loss: 1.0207 +2023-12-09 22:11:36,195 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 1 day, 13:21:39, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 1.1301, loss: 1.1301 +2023-12-09 22:12:00,600 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-09 22:14:27,433 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 22:14:27,513 - pyskl - INFO - +top1_acc 0.8363 +top5_acc 0.9803 +2023-12-09 22:14:27,518 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8363, top5_acc: 0.9803 +2023-12-09 22:15:35,009 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 1 day, 13:20:29, time: 0.675, data_time: 0.188, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9681, loss_cls: 1.1618, loss: 1.1618 +2023-12-09 22:16:05,867 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 1 day, 13:18:23, time: 0.309, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 1.0699, loss: 1.0699 +2023-12-09 22:16:46,741 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 1 day, 13:17:18, time: 0.409, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 1.0692, loss: 1.0692 +2023-12-09 22:17:32,885 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 1 day, 13:16:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 1.0370, loss: 1.0370 +2023-12-09 22:18:18,943 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 1 day, 13:16:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 1.1471, loss: 1.1471 +2023-12-09 22:19:05,033 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 1 day, 13:15:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 1.0109, loss: 1.0109 +2023-12-09 22:19:51,092 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 1 day, 13:15:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 1.1096, loss: 1.1096 +2023-12-09 22:20:37,100 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 1 day, 13:14:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 1.0935, loss: 1.0935 +2023-12-09 22:21:23,130 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 1 day, 13:13:57, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 1.0898, loss: 1.0898 +2023-12-09 22:22:09,173 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 1 day, 13:13:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 1.0212, loss: 1.0212 +2023-12-09 22:22:55,224 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 1 day, 13:12:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 1.0230, loss: 1.0230 +2023-12-09 22:23:41,273 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 1 day, 13:12:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.0597, loss: 1.0597 +2023-12-09 22:24:27,326 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 1 day, 13:11:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 1.1261, loss: 1.1261 +2023-12-09 22:25:13,398 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 1 day, 13:11:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.9727, loss: 0.9727 +2023-12-09 22:25:59,473 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 1 day, 13:10:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 1.1656, loss: 1.1656 +2023-12-09 22:26:45,566 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 1 day, 13:10:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 1.1840, loss: 1.1840 +2023-12-09 22:27:31,562 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 1 day, 13:09:26, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 1.0130, loss: 1.0130 +2023-12-09 22:28:17,649 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 1 day, 13:08:52, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 1.0907, loss: 1.0907 +2023-12-09 22:29:03,729 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 1 day, 13:08:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 1.1073, loss: 1.1073 +2023-12-09 22:29:49,754 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 1 day, 13:07:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.0677, loss: 1.0677 +2023-12-09 22:30:35,871 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 1 day, 13:07:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.0748, loss: 1.0748 +2023-12-09 22:31:21,900 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 1 day, 13:06:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 1.1229, loss: 1.1229 +2023-12-09 22:32:07,929 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 1 day, 13:06:01, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9762, loss_cls: 1.0434, loss: 1.0434 +2023-12-09 22:32:33,030 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-09 22:35:14,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 22:35:14,870 - pyskl - INFO - +top1_acc 0.8456 +top5_acc 0.9825 +2023-12-09 22:35:14,874 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_20.pth was removed +2023-12-09 22:35:15,029 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2023-12-09 22:35:15,030 - pyskl - INFO - Best top1_acc is 0.8456 at 22 epoch. +2023-12-09 22:35:15,035 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8456, top5_acc: 0.9825 +2023-12-09 22:36:22,071 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 1 day, 13:04:48, time: 0.670, data_time: 0.186, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 1.1227, loss: 1.1227 +2023-12-09 22:37:10,678 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 1 day, 13:04:29, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 1.0330, loss: 1.0330 +2023-12-09 22:37:45,989 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 1 day, 13:02:52, time: 0.353, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 1.1083, loss: 1.1083 +2023-12-09 22:38:22,069 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 1 day, 13:01:20, time: 0.361, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 1.0191, loss: 1.0191 +2023-12-09 22:39:07,060 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 1 day, 13:00:40, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 1.0697, loss: 1.0697 +2023-12-09 22:39:52,307 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 1 day, 13:00:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 1.0324, loss: 1.0324 +2023-12-09 22:40:37,473 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 1 day, 12:59:21, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9694, loss_cls: 1.0654, loss: 1.0654 +2023-12-09 22:41:22,711 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 1 day, 12:58:42, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.0491, loss: 1.0491 +2023-12-09 22:42:07,856 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 1 day, 12:58:03, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 1.0498, loss: 1.0498 +2023-12-09 22:42:53,001 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 1 day, 12:57:23, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 1.0691, loss: 1.0691 +2023-12-09 22:43:38,108 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 1 day, 12:56:43, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 1.1091, loss: 1.1091 +2023-12-09 22:44:23,152 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 1 day, 12:56:03, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 1.1031, loss: 1.1031 +2023-12-09 22:45:08,313 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 1 day, 12:55:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 1.0718, loss: 1.0718 +2023-12-09 22:45:53,462 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 1 day, 12:54:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.1583, loss: 1.1583 +2023-12-09 22:46:38,684 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 1 day, 12:54:04, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 1.0275, loss: 1.0275 +2023-12-09 22:47:23,811 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 1 day, 12:53:25, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 1.0384, loss: 1.0384 +2023-12-09 22:48:09,097 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 1 day, 12:52:46, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 1.0718, loss: 1.0718 +2023-12-09 22:48:54,327 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 1 day, 12:52:06, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 1.0155, loss: 1.0155 +2023-12-09 22:49:39,482 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 1 day, 12:51:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 1.1289, loss: 1.1289 +2023-12-09 22:50:24,507 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 1 day, 12:50:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 1.0643, loss: 1.0643 +2023-12-09 22:51:09,618 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 1 day, 12:50:06, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 1.0168, loss: 1.0168 +2023-12-09 22:51:54,805 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 1 day, 12:49:26, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9744, loss_cls: 1.0719, loss: 1.0719 +2023-12-09 22:52:39,967 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 1 day, 12:48:47, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.1554, loss: 1.1554 +2023-12-09 22:53:04,401 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-09 22:55:46,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 22:55:46,202 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9845 +2023-12-09 22:55:46,206 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_22.pth was removed +2023-12-09 22:55:46,340 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2023-12-09 22:55:46,340 - pyskl - INFO - Best top1_acc is 0.8497 at 23 epoch. +2023-12-09 22:55:46,345 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8497, top5_acc: 0.9845 +2023-12-09 22:56:35,537 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 1 day, 12:45:56, time: 0.492, data_time: 0.191, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 1.0275, loss: 1.0275 +2023-12-09 22:57:22,096 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 1 day, 12:45:24, time: 0.466, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.0809, loss: 1.0809 +2023-12-09 22:58:10,691 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 1 day, 12:45:03, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9794, loss_cls: 0.9967, loss: 0.9967 +2023-12-09 22:58:50,687 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 1 day, 12:43:55, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 1.0452, loss: 1.0452 +2023-12-09 22:59:23,321 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 1 day, 12:42:07, time: 0.326, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 1.0426, loss: 1.0426 +2023-12-09 23:00:08,572 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 1 day, 12:41:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 1.0022, loss: 1.0022 +2023-12-09 23:00:53,780 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 1 day, 12:40:49, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.9744, loss: 0.9744 +2023-12-09 23:01:39,082 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 1 day, 12:40:10, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.0712, loss: 1.0712 +2023-12-09 23:02:24,202 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 1 day, 12:39:30, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.9582, loss: 0.9582 +2023-12-09 23:03:09,311 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 1 day, 12:38:50, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 1.1163, loss: 1.1163 +2023-12-09 23:03:54,316 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 1 day, 12:38:10, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 1.0604, loss: 1.0604 +2023-12-09 23:04:39,461 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 1 day, 12:37:30, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 1.1419, loss: 1.1419 +2023-12-09 23:05:24,628 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 1 day, 12:36:50, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 1.0809, loss: 1.0809 +2023-12-09 23:06:09,764 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 1 day, 12:36:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9815, loss: 0.9815 +2023-12-09 23:06:54,758 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 1 day, 12:35:30, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 1.0411, loss: 1.0411 +2023-12-09 23:07:40,055 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 1 day, 12:34:51, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 1.0934, loss: 1.0934 +2023-12-09 23:08:25,291 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 1 day, 12:34:12, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9681, loss_cls: 1.1700, loss: 1.1700 +2023-12-09 23:09:10,295 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 1 day, 12:33:31, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 1.0900, loss: 1.0900 +2023-12-09 23:09:55,297 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 1 day, 12:32:50, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.0684, loss: 1.0684 +2023-12-09 23:10:40,373 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 1 day, 12:32:10, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.0769, loss: 1.0769 +2023-12-09 23:11:25,600 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 1 day, 12:31:31, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.1513, loss: 1.1513 +2023-12-09 23:12:10,655 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 1 day, 12:30:50, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9719, loss_cls: 1.0951, loss: 1.0951 +2023-12-09 23:12:55,854 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 1 day, 12:30:10, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9656, loss_cls: 1.1765, loss: 1.1765 +2023-12-09 23:13:20,419 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-09 23:16:02,068 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 23:16:02,156 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9814 +2023-12-09 23:16:02,163 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8207, top5_acc: 0.9814 +2023-12-09 23:17:06,290 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 1 day, 12:28:43, time: 0.641, data_time: 0.188, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 0.9920, loss: 0.9920 +2023-12-09 23:17:40,912 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 1 day, 12:27:08, time: 0.346, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 1.0078, loss: 1.0078 +2023-12-09 23:18:23,194 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 1 day, 12:26:14, time: 0.423, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 1.0792, loss: 1.0792 +2023-12-09 23:19:11,847 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 1 day, 12:25:52, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 1.0763, loss: 1.0763 +2023-12-09 23:19:56,020 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 1 day, 12:25:07, time: 0.442, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 1.0910, loss: 1.0910 +2023-12-09 23:20:25,567 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 1 day, 12:23:06, time: 0.295, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 1.0917, loss: 1.0917 +2023-12-09 23:21:10,473 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 1 day, 12:22:25, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 1.1189, loss: 1.1189 +2023-12-09 23:21:55,490 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 1 day, 12:21:45, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 1.0077, loss: 1.0077 +2023-12-09 23:22:40,584 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 1 day, 12:21:05, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.9808, loss: 0.9808 +2023-12-09 23:23:25,846 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 1 day, 12:20:26, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 1.0680, loss: 1.0680 +2023-12-09 23:24:11,052 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 1 day, 12:19:46, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.0034, loss: 1.0034 +2023-12-09 23:24:56,067 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 1 day, 12:19:06, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 1.0895, loss: 1.0895 +2023-12-09 23:25:41,000 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 1 day, 12:18:25, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.0950, loss: 1.0950 +2023-12-09 23:26:26,171 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 1 day, 12:17:45, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.9795, loss: 0.9795 +2023-12-09 23:27:11,293 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 1 day, 12:17:05, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 1.0900, loss: 1.0900 +2023-12-09 23:27:56,280 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 1 day, 12:16:24, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.0399, loss: 1.0399 +2023-12-09 23:28:41,220 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 1 day, 12:15:43, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 1.0894, loss: 1.0894 +2023-12-09 23:29:26,186 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 1 day, 12:15:02, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 1.1054, loss: 1.1054 +2023-12-09 23:30:11,246 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 1 day, 12:14:22, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 1.0242, loss: 1.0242 +2023-12-09 23:30:56,314 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 1 day, 12:13:42, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.9601, loss: 0.9601 +2023-12-09 23:31:41,386 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 1 day, 12:13:01, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 1.0397, loss: 1.0397 +2023-12-09 23:32:26,422 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 1 day, 12:12:21, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.0264, loss: 1.0264 +2023-12-09 23:33:11,465 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 1 day, 12:11:40, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 1.0838, loss: 1.0838 +2023-12-09 23:33:36,003 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-09 23:36:17,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 23:36:17,689 - pyskl - INFO - +top1_acc 0.8428 +top5_acc 0.9830 +2023-12-09 23:36:17,693 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8428, top5_acc: 0.9830 +2023-12-09 23:37:21,403 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 1 day, 12:10:12, time: 0.637, data_time: 0.187, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.9709, loss: 0.9709 +2023-12-09 23:38:06,683 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 1 day, 12:09:33, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 1.0291, loss: 1.0291 +2023-12-09 23:38:43,797 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 1 day, 12:08:13, time: 0.371, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 1.0497, loss: 1.0497 +2023-12-09 23:39:22,497 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 1 day, 12:07:01, time: 0.387, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 1.0012, loss: 1.0012 +2023-12-09 23:40:11,110 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 1 day, 12:06:38, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 0.9931, loss: 0.9931 +2023-12-09 23:40:58,994 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 1 day, 12:06:12, time: 0.479, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 1.0869, loss: 1.0869 +2023-12-09 23:41:24,703 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 1 day, 12:03:56, time: 0.257, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 1.0164, loss: 1.0164 +2023-12-09 23:42:09,871 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 1 day, 12:03:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.9648, loss: 0.9648 +2023-12-09 23:42:54,987 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 1 day, 12:02:36, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 1.0945, loss: 1.0945 +2023-12-09 23:43:39,968 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 1 day, 12:01:56, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.9814, loss: 0.9814 +2023-12-09 23:44:25,231 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 1 day, 12:01:16, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 1.0895, loss: 1.0895 +2023-12-09 23:45:10,383 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 1 day, 12:00:36, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 1.0491, loss: 1.0491 +2023-12-09 23:45:55,690 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 1 day, 11:59:57, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.0621, loss: 1.0621 +2023-12-09 23:46:40,783 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 1 day, 11:59:17, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.0452, loss: 1.0452 +2023-12-09 23:47:25,897 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 1 day, 11:58:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 0.9961, loss: 0.9961 +2023-12-09 23:48:11,046 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 1 day, 11:57:57, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 1.0909, loss: 1.0909 +2023-12-09 23:48:56,132 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 1 day, 11:57:17, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 1.0843, loss: 1.0843 +2023-12-09 23:49:41,148 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 1 day, 11:56:36, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.9654, loss: 0.9654 +2023-12-09 23:50:26,173 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 1 day, 11:55:55, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 1.0727, loss: 1.0727 +2023-12-09 23:51:11,155 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 1 day, 11:55:15, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9838, loss_cls: 0.9504, loss: 0.9504 +2023-12-09 23:51:56,336 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 1 day, 11:54:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.0669, loss: 1.0669 +2023-12-09 23:52:41,456 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 1 day, 11:53:54, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 1.0958, loss: 1.0958 +2023-12-09 23:53:26,690 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 1 day, 11:53:15, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.0679, loss: 1.0679 +2023-12-09 23:53:51,142 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-09 23:56:33,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-09 23:56:33,094 - pyskl - INFO - +top1_acc 0.8330 +top5_acc 0.9808 +2023-12-09 23:56:33,099 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8330, top5_acc: 0.9808 +2023-12-09 23:57:38,129 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 1 day, 11:51:54, time: 0.650, data_time: 0.190, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.9315, loss: 0.9315 +2023-12-09 23:58:24,168 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 1 day, 11:51:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 0.9651, loss: 0.9651 +2023-12-09 23:59:10,162 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 1 day, 11:50:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.9805, loss: 0.9805 +2023-12-09 23:59:51,485 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 1 day, 11:49:44, time: 0.413, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.0294, loss: 1.0294 +2023-12-10 00:00:26,822 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 1 day, 11:48:18, time: 0.353, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 1.0868, loss: 1.0868 +2023-12-10 00:01:15,451 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 1 day, 11:47:54, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 1.1073, loss: 1.1073 +2023-12-10 00:02:04,104 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 1 day, 11:47:30, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 1.0219, loss: 1.0219 +2023-12-10 00:02:29,405 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 1 day, 11:45:17, time: 0.253, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9756, loss_cls: 1.0250, loss: 1.0250 +2023-12-10 00:03:14,018 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 1 day, 11:44:34, time: 0.446, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 1.1458, loss: 1.1458 +2023-12-10 00:03:59,270 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 1 day, 11:43:55, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 1.0249, loss: 1.0249 +2023-12-10 00:04:44,322 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 1 day, 11:43:15, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.0043, loss: 1.0043 +2023-12-10 00:05:29,314 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 1 day, 11:42:34, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 1.0796, loss: 1.0796 +2023-12-10 00:06:14,283 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 1 day, 11:41:53, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 1.0084, loss: 1.0084 +2023-12-10 00:06:59,337 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 1 day, 11:41:12, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9781, loss_cls: 1.0381, loss: 1.0381 +2023-12-10 00:07:44,422 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 1 day, 11:40:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.0845, loss: 1.0845 +2023-12-10 00:08:29,591 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 1 day, 11:39:52, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 0.9518, loss: 0.9518 +2023-12-10 00:09:14,573 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 1 day, 11:39:11, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.9879, loss: 0.9879 +2023-12-10 00:09:59,619 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 1 day, 11:38:31, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 1.0201, loss: 1.0201 +2023-12-10 00:10:44,651 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 1 day, 11:37:50, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 1.0137, loss: 1.0137 +2023-12-10 00:11:29,750 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 1 day, 11:37:10, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.0810, loss: 1.0810 +2023-12-10 00:12:15,022 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 1 day, 11:36:30, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 1.0586, loss: 1.0586 +2023-12-10 00:13:00,084 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 1 day, 11:35:49, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 1.0578, loss: 1.0578 +2023-12-10 00:13:45,149 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 1 day, 11:35:09, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 1.0052, loss: 1.0052 +2023-12-10 00:14:09,582 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-10 00:16:50,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 00:16:51,008 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9835 +2023-12-10 00:16:51,012 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_23.pth was removed +2023-12-10 00:16:51,145 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2023-12-10 00:16:51,146 - pyskl - INFO - Best top1_acc is 0.8500 at 27 epoch. +2023-12-10 00:16:51,151 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8500, top5_acc: 0.9835 +2023-12-10 00:17:55,895 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 1 day, 11:33:48, time: 0.647, data_time: 0.187, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 1.0118, loss: 1.0118 +2023-12-10 00:18:41,923 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 1 day, 11:33:12, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9714, loss: 0.9714 +2023-12-10 00:19:27,998 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 1 day, 11:32:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9775, loss_cls: 1.0088, loss: 1.0088 +2023-12-10 00:20:13,980 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 1 day, 11:31:59, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9675, loss_cls: 0.9288, loss: 0.9288 +2023-12-10 00:20:59,706 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 1 day, 11:31:21, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.9612, loss: 0.9612 +2023-12-10 00:21:29,807 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 1 day, 11:29:33, time: 0.301, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 1.0798, loss: 1.0798 +2023-12-10 00:22:18,386 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 1 day, 11:29:09, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 1.0605, loss: 1.0605 +2023-12-10 00:23:06,972 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 1 day, 11:28:44, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 1.0247, loss: 1.0247 +2023-12-10 00:23:37,579 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 1 day, 11:26:58, time: 0.306, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 1.0474, loss: 1.0474 +2023-12-10 00:24:17,979 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 1 day, 11:25:57, time: 0.404, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 1.0168, loss: 1.0168 +2023-12-10 00:25:03,180 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 1 day, 11:25:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 1.0226, loss: 1.0226 +2023-12-10 00:25:48,282 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 1 day, 11:24:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 1.0855, loss: 1.0855 +2023-12-10 00:26:33,451 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 1 day, 11:23:57, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9681, loss_cls: 1.1401, loss: 1.1401 +2023-12-10 00:27:18,530 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 1 day, 11:23:16, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9800, loss_cls: 0.9384, loss: 0.9384 +2023-12-10 00:28:03,564 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 1 day, 11:22:36, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 1.0270, loss: 1.0270 +2023-12-10 00:28:48,757 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 1 day, 11:21:56, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 1.0454, loss: 1.0454 +2023-12-10 00:29:33,831 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 1 day, 11:21:15, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 1.0003, loss: 1.0003 +2023-12-10 00:30:18,975 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 1 day, 11:20:35, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9775, loss_cls: 0.9998, loss: 0.9998 +2023-12-10 00:31:04,053 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 1 day, 11:19:54, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 1.0400, loss: 1.0400 +2023-12-10 00:31:49,158 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 1 day, 11:19:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 1.1177, loss: 1.1177 +2023-12-10 00:32:34,085 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 1 day, 11:18:33, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 1.0144, loss: 1.0144 +2023-12-10 00:33:19,117 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 1 day, 11:17:52, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.0523, loss: 1.0523 +2023-12-10 00:34:04,290 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 1 day, 11:17:12, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.0583, loss: 1.0583 +2023-12-10 00:34:28,735 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-10 00:37:10,047 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 00:37:10,127 - pyskl - INFO - +top1_acc 0.8405 +top5_acc 0.9830 +2023-12-10 00:37:10,133 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8405, top5_acc: 0.9830 +2023-12-10 00:38:14,320 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 1 day, 11:15:49, time: 0.642, data_time: 0.191, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.9101, loss: 0.9101 +2023-12-10 00:38:59,404 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 1 day, 11:15:08, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 0.9877, loss: 0.9877 +2023-12-10 00:39:44,636 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 1 day, 11:14:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.9442, loss: 0.9442 +2023-12-10 00:40:29,959 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 1 day, 11:13:49, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 1.0015, loss: 1.0015 +2023-12-10 00:41:14,942 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 1 day, 11:13:08, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.9561, loss: 0.9561 +2023-12-10 00:41:59,973 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 1 day, 11:12:27, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9966, loss: 0.9966 +2023-12-10 00:42:28,798 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 1 day, 11:10:36, time: 0.288, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 1.0086, loss: 1.0086 +2023-12-10 00:43:17,300 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 1 day, 11:10:10, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.9705, loss: 0.9705 +2023-12-10 00:44:05,818 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 1 day, 11:09:44, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 1.0107, loss: 1.0107 +2023-12-10 00:44:41,512 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 1 day, 11:08:24, time: 0.357, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 1.0099, loss: 1.0099 +2023-12-10 00:45:18,894 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 1 day, 11:07:10, time: 0.374, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 1.0812, loss: 1.0812 +2023-12-10 00:46:04,962 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 1 day, 11:06:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9663, loss_cls: 0.9442, loss: 0.9442 +2023-12-10 00:46:50,974 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 1 day, 11:05:57, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 1.0740, loss: 1.0740 +2023-12-10 00:47:36,964 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 1 day, 11:05:21, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.9795, loss: 0.9795 +2023-12-10 00:48:23,000 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 1 day, 11:04:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 1.0324, loss: 1.0324 +2023-12-10 00:49:09,048 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 1 day, 11:04:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.9163, loss: 0.9163 +2023-12-10 00:49:55,140 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 1 day, 11:03:31, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.0752, loss: 1.0752 +2023-12-10 00:50:41,180 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 1 day, 11:02:55, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 1.0246, loss: 1.0246 +2023-12-10 00:51:27,169 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 1 day, 11:02:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 1.0050, loss: 1.0050 +2023-12-10 00:52:13,192 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 1 day, 11:01:41, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 1.0282, loss: 1.0282 +2023-12-10 00:52:59,183 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 1 day, 11:01:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 1.0117, loss: 1.0117 +2023-12-10 00:53:45,265 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 1 day, 11:00:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 0.9657, loss: 0.9657 +2023-12-10 00:54:31,267 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 1 day, 10:59:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 1.0533, loss: 1.0533 +2023-12-10 00:54:56,170 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-10 00:57:37,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 00:57:37,886 - pyskl - INFO - +top1_acc 0.8510 +top5_acc 0.9856 +2023-12-10 00:57:37,890 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_27.pth was removed +2023-12-10 00:57:38,024 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2023-12-10 00:57:38,024 - pyskl - INFO - Best top1_acc is 0.8510 at 29 epoch. +2023-12-10 00:57:38,030 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8510, top5_acc: 0.9856 +2023-12-10 00:58:42,203 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 1 day, 10:58:28, time: 0.642, data_time: 0.188, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 0.9375, loss: 0.9375 +2023-12-10 00:59:28,256 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 1 day, 10:57:52, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.9370, loss: 0.9370 +2023-12-10 01:00:14,240 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 1 day, 10:57:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 1.0465, loss: 1.0465 +2023-12-10 01:01:00,235 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 1 day, 10:56:38, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.0372, loss: 1.0372 +2023-12-10 01:01:46,222 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 1 day, 10:56:01, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 0.9413, loss: 0.9413 +2023-12-10 01:02:32,195 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 1 day, 10:55:24, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 0.9821, loss: 0.9821 +2023-12-10 01:03:18,221 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 1 day, 10:54:47, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 0.9897, loss: 0.9897 +2023-12-10 01:03:48,214 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 1 day, 10:53:04, time: 0.300, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9619, loss_cls: 0.9900, loss: 0.9900 +2023-12-10 01:04:35,552 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 1 day, 10:52:32, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.9481, loss: 0.9481 +2023-12-10 01:05:24,175 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 1 day, 10:52:06, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.9060, loss: 0.9060 +2023-12-10 01:06:03,390 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 1 day, 10:51:01, time: 0.392, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 0.9398, loss: 0.9398 +2023-12-10 01:06:36,549 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 1 day, 10:49:32, time: 0.332, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.0168, loss: 1.0168 +2023-12-10 01:07:21,914 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 1 day, 10:48:52, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 0.9615, loss: 0.9615 +2023-12-10 01:08:07,092 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 1 day, 10:48:12, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.9670, loss: 0.9670 +2023-12-10 01:08:52,187 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 1 day, 10:47:31, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 1.0224, loss: 1.0224 +2023-12-10 01:09:37,167 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 1 day, 10:46:50, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9750, loss_cls: 1.0266, loss: 1.0266 +2023-12-10 01:10:22,285 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 1 day, 10:46:09, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 1.0249, loss: 1.0249 +2023-12-10 01:11:07,263 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 1 day, 10:45:28, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 1.1470, loss: 1.1470 +2023-12-10 01:11:52,543 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 1 day, 10:44:48, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9781, loss_cls: 1.0384, loss: 1.0384 +2023-12-10 01:12:37,663 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 1 day, 10:44:07, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 1.0295, loss: 1.0295 +2023-12-10 01:13:22,856 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 1 day, 10:43:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.9977, loss: 0.9977 +2023-12-10 01:14:07,948 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 1 day, 10:42:46, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 0.9462, loss: 0.9462 +2023-12-10 01:14:53,053 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 1 day, 10:42:06, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 0.9796, loss: 0.9796 +2023-12-10 01:15:17,481 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-10 01:17:58,938 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 01:17:59,026 - pyskl - INFO - +top1_acc 0.7573 +top5_acc 0.9619 +2023-12-10 01:17:59,031 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.7573, top5_acc: 0.9619 +2023-12-10 01:19:03,977 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 1 day, 10:40:47, time: 0.649, data_time: 0.189, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 0.9045, loss: 0.9045 +2023-12-10 01:19:50,003 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 1 day, 10:40:10, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 0.9984, loss: 0.9984 +2023-12-10 01:20:35,984 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 1 day, 10:39:33, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.9468, loss: 0.9468 +2023-12-10 01:21:22,106 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 1 day, 10:38:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 1.0276, loss: 1.0276 +2023-12-10 01:22:08,191 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 1 day, 10:38:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 0.9921, loss: 0.9921 +2023-12-10 01:22:54,224 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 1 day, 10:37:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 0.9424, loss: 0.9424 +2023-12-10 01:23:40,221 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 1 day, 10:37:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 0.8877, loss: 0.8877 +2023-12-10 01:24:26,265 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 1 day, 10:36:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 1.0004, loss: 1.0004 +2023-12-10 01:25:00,345 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 1 day, 10:35:03, time: 0.341, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.9234, loss: 0.9234 +2023-12-10 01:25:43,320 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 1 day, 10:34:14, time: 0.430, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 1.0262, loss: 1.0262 +2023-12-10 01:26:31,933 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 1 day, 10:33:47, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9650, loss_cls: 1.0308, loss: 1.0308 +2023-12-10 01:27:15,390 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 1 day, 10:32:59, time: 0.435, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.0634, loss: 1.0634 +2023-12-10 01:27:44,584 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 1 day, 10:31:16, time: 0.292, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.9726, loss: 0.9726 +2023-12-10 01:28:29,886 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 1 day, 10:30:36, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.9917, loss: 0.9917 +2023-12-10 01:29:15,270 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 1 day, 10:29:57, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 0.9894, loss: 0.9894 +2023-12-10 01:30:00,343 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 1 day, 10:29:16, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 1.0696, loss: 1.0696 +2023-12-10 01:30:45,352 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 1 day, 10:28:35, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 1.0153, loss: 1.0153 +2023-12-10 01:31:30,416 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 1 day, 10:27:54, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 1.0122, loss: 1.0122 +2023-12-10 01:32:15,453 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 1 day, 10:27:13, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.0575, loss: 1.0575 +2023-12-10 01:33:00,575 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 1 day, 10:26:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.9380, loss: 0.9380 +2023-12-10 01:33:45,672 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 1 day, 10:25:51, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 1.0671, loss: 1.0671 +2023-12-10 01:34:30,844 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 1 day, 10:25:10, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.9351, loss: 0.9351 +2023-12-10 01:35:15,861 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 1 day, 10:24:29, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 1.0010, loss: 1.0010 +2023-12-10 01:35:40,334 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-10 01:38:22,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 01:38:22,095 - pyskl - INFO - +top1_acc 0.7797 +top5_acc 0.9717 +2023-12-10 01:38:22,101 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.7797, top5_acc: 0.9717 +2023-12-10 01:39:26,088 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 1 day, 10:23:07, time: 0.640, data_time: 0.190, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 1.0727, loss: 1.0727 +2023-12-10 01:40:11,011 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 1 day, 10:22:26, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 1.0007, loss: 1.0007 +2023-12-10 01:40:56,001 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 1 day, 10:21:44, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.9730, loss: 0.9730 +2023-12-10 01:41:41,081 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 1 day, 10:21:03, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 1.0222, loss: 1.0222 +2023-12-10 01:42:26,219 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 1 day, 10:20:23, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9806, loss_cls: 0.9454, loss: 0.9454 +2023-12-10 01:43:11,330 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 1 day, 10:19:42, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.9978, loss: 0.9978 +2023-12-10 01:43:56,401 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 1 day, 10:19:01, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.9983, loss: 0.9983 +2023-12-10 01:44:41,471 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 1 day, 10:18:20, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 0.9719, loss: 0.9719 +2023-12-10 01:45:26,580 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 1 day, 10:17:39, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 1.0053, loss: 1.0053 +2023-12-10 01:46:03,720 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 1 day, 10:16:28, time: 0.371, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9806, loss_cls: 0.9658, loss: 0.9658 +2023-12-10 01:46:42,169 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 1 day, 10:15:22, time: 0.384, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.9086, loss: 0.9086 +2023-12-10 01:47:30,742 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 1 day, 10:14:54, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9794, loss_cls: 0.9489, loss: 0.9489 +2023-12-10 01:48:18,883 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 1 day, 10:14:24, time: 0.481, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 0.8830, loss: 0.8830 +2023-12-10 01:48:44,477 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 1 day, 10:12:30, time: 0.256, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.9997, loss: 0.9997 +2023-12-10 01:49:29,433 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 1 day, 10:11:49, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.9817, loss: 0.9817 +2023-12-10 01:50:14,613 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 1 day, 10:11:08, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 1.0236, loss: 1.0236 +2023-12-10 01:50:59,839 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 1 day, 10:10:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.0336, loss: 1.0336 +2023-12-10 01:51:45,120 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 1 day, 10:09:48, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.9241, loss: 0.9241 +2023-12-10 01:52:30,193 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 1 day, 10:09:07, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 0.9452, loss: 0.9452 +2023-12-10 01:53:15,367 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 1 day, 10:08:26, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 0.9703, loss: 0.9703 +2023-12-10 01:54:00,539 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 1 day, 10:07:46, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 1.0226, loss: 1.0226 +2023-12-10 01:54:45,828 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 1 day, 10:07:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 1.0060, loss: 1.0060 +2023-12-10 01:55:30,952 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 1 day, 10:06:24, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 1.0468, loss: 1.0468 +2023-12-10 01:55:55,486 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-10 01:58:36,878 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 01:58:36,957 - pyskl - INFO - +top1_acc 0.8030 +top5_acc 0.9777 +2023-12-10 01:58:36,962 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8030, top5_acc: 0.9777 +2023-12-10 01:59:41,993 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 1 day, 10:05:07, time: 0.650, data_time: 0.190, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.8921, loss: 0.8921 +2023-12-10 02:00:28,003 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 1 day, 10:04:30, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9794, loss_cls: 0.9334, loss: 0.9334 +2023-12-10 02:01:14,013 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 1 day, 10:03:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9669, loss_cls: 0.9699, loss: 0.9699 +2023-12-10 02:02:00,065 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 1 day, 10:03:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9800, loss_cls: 0.9435, loss: 0.9435 +2023-12-10 02:02:46,159 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 1 day, 10:02:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 0.9516, loss: 0.9516 +2023-12-10 02:03:32,212 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 1 day, 10:02:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.9469, loss: 0.9469 +2023-12-10 02:04:18,278 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 1 day, 10:01:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.9566, loss: 0.9566 +2023-12-10 02:05:04,298 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 1 day, 10:00:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.8963, loss: 0.8963 +2023-12-10 02:05:50,367 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 1 day, 10:00:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.9964, loss: 0.9964 +2023-12-10 02:06:36,403 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 1 day, 9:59:29, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.9326, loss: 0.9326 +2023-12-10 02:07:18,373 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 1 day, 9:58:37, time: 0.420, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 0.9871, loss: 0.9871 +2023-12-10 02:07:52,625 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 1 day, 9:57:16, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 0.9892, loss: 0.9892 +2023-12-10 02:08:41,069 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 1 day, 9:56:47, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.9830, loss: 0.9830 +2023-12-10 02:09:29,503 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 1 day, 9:56:18, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 1.0033, loss: 1.0033 +2023-12-10 02:09:56,162 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 1 day, 9:54:31, time: 0.267, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9775, loss_cls: 1.0219, loss: 1.0219 +2023-12-10 02:10:39,940 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 1 day, 9:53:45, time: 0.438, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9781, loss_cls: 1.0713, loss: 1.0713 +2023-12-10 02:11:24,952 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 1 day, 9:53:04, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.0269, loss: 1.0269 +2023-12-10 02:12:09,881 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 1 day, 9:52:22, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 0.9646, loss: 0.9646 +2023-12-10 02:12:54,990 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 1 day, 9:51:41, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 1.0210, loss: 1.0210 +2023-12-10 02:13:40,148 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 1 day, 9:51:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.9952, loss: 0.9952 +2023-12-10 02:14:25,304 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 1 day, 9:50:20, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 0.9918, loss: 0.9918 +2023-12-10 02:15:10,589 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 1 day, 9:49:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.9577, loss: 0.9577 +2023-12-10 02:15:55,829 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 1 day, 9:48:59, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 1.0826, loss: 1.0826 +2023-12-10 02:16:20,173 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-10 02:19:01,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 02:19:01,747 - pyskl - INFO - +top1_acc 0.8289 +top5_acc 0.9839 +2023-12-10 02:19:01,751 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8289, top5_acc: 0.9839 +2023-12-10 02:20:07,052 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 1 day, 9:47:43, time: 0.653, data_time: 0.193, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.8468, loss: 0.8468 +2023-12-10 02:20:53,154 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 1 day, 9:47:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.9198, loss: 0.9198 +2023-12-10 02:21:39,259 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 1 day, 9:46:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.9972, loss: 0.9972 +2023-12-10 02:22:25,267 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 1 day, 9:45:50, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.9771, loss: 0.9771 +2023-12-10 02:23:11,271 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 1 day, 9:45:12, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9819, loss_cls: 0.9662, loss: 0.9662 +2023-12-10 02:23:57,343 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 1 day, 9:44:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.0221, loss: 1.0221 +2023-12-10 02:24:43,485 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 1 day, 9:43:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.9302, loss: 0.9302 +2023-12-10 02:25:29,534 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 1 day, 9:43:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.9098, loss: 0.9098 +2023-12-10 02:26:15,591 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 1 day, 9:42:41, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.9909, loss: 0.9909 +2023-12-10 02:27:01,616 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 1 day, 9:42:03, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.9739, loss: 0.9739 +2023-12-10 02:27:47,673 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 1 day, 9:41:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9681, loss_cls: 0.9142, loss: 0.9142 +2023-12-10 02:28:33,401 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 1 day, 9:40:46, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 0.9641, loss: 0.9641 +2023-12-10 02:29:03,546 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 1 day, 9:39:13, time: 0.301, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.9834, loss: 0.9834 +2023-12-10 02:29:52,032 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 1 day, 9:38:44, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 1.0097, loss: 1.0097 +2023-12-10 02:30:40,629 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 1 day, 9:38:15, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 0.9940, loss: 0.9940 +2023-12-10 02:31:11,221 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 1 day, 9:36:43, time: 0.306, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.9764, loss: 0.9764 +2023-12-10 02:31:51,559 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 1 day, 9:35:46, time: 0.403, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 1.0558, loss: 1.0558 +2023-12-10 02:32:36,707 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 1 day, 9:35:05, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.9257, loss: 0.9257 +2023-12-10 02:33:21,730 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 1 day, 9:34:23, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 0.9878, loss: 0.9878 +2023-12-10 02:34:06,979 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 1 day, 9:33:43, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 1.0996, loss: 1.0996 +2023-12-10 02:34:52,066 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 1 day, 9:33:01, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.9895, loss: 0.9895 +2023-12-10 02:35:37,368 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 1 day, 9:32:21, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 0.9933, loss: 0.9933 +2023-12-10 02:36:22,485 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 1 day, 9:31:40, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.9329, loss: 0.9329 +2023-12-10 02:36:46,913 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-10 02:39:28,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 02:39:28,105 - pyskl - INFO - +top1_acc 0.8299 +top5_acc 0.9819 +2023-12-10 02:39:28,110 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8299, top5_acc: 0.9819 +2023-12-10 02:40:33,242 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 1 day, 9:30:24, time: 0.651, data_time: 0.192, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.9669, loss: 0.9669 +2023-12-10 02:41:19,314 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 1 day, 9:29:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 0.8597, loss: 0.8597 +2023-12-10 02:42:05,381 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 1 day, 9:29:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 0.9194, loss: 0.9194 +2023-12-10 02:42:51,352 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 1 day, 9:28:30, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.9739, loss: 0.9739 +2023-12-10 02:43:37,396 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 1 day, 9:27:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.9205, loss: 0.9205 +2023-12-10 02:44:23,432 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 1 day, 9:27:13, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.9130, loss: 0.9130 +2023-12-10 02:45:09,508 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 1 day, 9:26:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 0.9714, loss: 0.9714 +2023-12-10 02:45:55,558 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 1 day, 9:25:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9744, loss_cls: 1.0356, loss: 1.0356 +2023-12-10 02:46:41,558 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 1 day, 9:25:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.9226, loss: 0.9226 +2023-12-10 02:47:27,598 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 1 day, 9:24:41, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 1.0234, loss: 1.0234 +2023-12-10 02:48:13,592 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 1 day, 9:24:03, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.9060, loss: 0.9060 +2023-12-10 02:48:59,649 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 1 day, 9:23:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 1.0340, loss: 1.0340 +2023-12-10 02:49:45,710 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 1 day, 9:22:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 0.9756, loss: 0.9756 +2023-12-10 02:50:14,822 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 1 day, 9:21:12, time: 0.291, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9744, loss_cls: 0.9355, loss: 0.9355 +2023-12-10 02:51:03,395 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 1 day, 9:20:42, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 1.1213, loss: 1.1213 +2023-12-10 02:51:52,071 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 1 day, 9:20:13, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.0110, loss: 1.0110 +2023-12-10 02:52:27,685 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 1 day, 9:19:00, time: 0.356, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.9504, loss: 0.9504 +2023-12-10 02:53:04,265 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 1 day, 9:17:50, time: 0.366, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.9548, loss: 0.9548 +2023-12-10 02:53:49,274 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 1 day, 9:17:09, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.9348, loss: 0.9348 +2023-12-10 02:54:34,235 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 1 day, 9:16:27, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9644, loss_cls: 1.0214, loss: 1.0214 +2023-12-10 02:55:19,251 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 1 day, 9:15:45, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 0.8952, loss: 0.8952 +2023-12-10 02:56:04,359 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 1 day, 9:15:04, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 1.0320, loss: 1.0320 +2023-12-10 02:56:49,513 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 1 day, 9:14:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 0.9440, loss: 0.9440 +2023-12-10 02:57:14,052 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-10 02:59:55,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 02:59:55,492 - pyskl - INFO - +top1_acc 0.8515 +top5_acc 0.9795 +2023-12-10 02:59:55,496 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_29.pth was removed +2023-12-10 02:59:55,644 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. +2023-12-10 02:59:55,644 - pyskl - INFO - Best top1_acc is 0.8515 at 35 epoch. +2023-12-10 02:59:55,650 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8515, top5_acc: 0.9795 +2023-12-10 03:01:00,500 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 1 day, 9:13:06, time: 0.648, data_time: 0.191, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 0.9199, loss: 0.9199 +2023-12-10 03:01:46,543 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 1 day, 9:12:28, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9470, loss: 0.9470 +2023-12-10 03:02:32,545 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 1 day, 9:11:50, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 0.9432, loss: 0.9432 +2023-12-10 03:03:18,626 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 1 day, 9:11:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.9527, loss: 0.9527 +2023-12-10 03:04:04,696 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 1 day, 9:10:33, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.8843, loss: 0.8843 +2023-12-10 03:04:50,757 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 1 day, 9:09:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 1.0009, loss: 1.0009 +2023-12-10 03:05:36,788 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 1 day, 9:09:17, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9800, loss_cls: 0.9941, loss: 0.9941 +2023-12-10 03:06:22,873 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 1 day, 9:08:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.9883, loss: 0.9883 +2023-12-10 03:07:08,935 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 1 day, 9:08:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 0.9481, loss: 0.9481 +2023-12-10 03:07:54,949 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 1 day, 9:07:22, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.9385, loss: 0.9385 +2023-12-10 03:08:40,993 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 1 day, 9:06:43, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.9173, loss: 0.9173 +2023-12-10 03:09:27,000 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 1 day, 9:06:05, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.9951, loss: 0.9951 +2023-12-10 03:10:13,050 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 1 day, 9:05:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.9003, loss: 0.9003 +2023-12-10 03:10:59,050 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 1 day, 9:04:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.9568, loss: 0.9568 +2023-12-10 03:11:29,416 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 1 day, 9:03:19, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.9320, loss: 0.9320 +2023-12-10 03:12:16,745 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 1 day, 9:02:45, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.9697, loss: 0.9697 +2023-12-10 03:13:05,249 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 1 day, 9:02:14, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 0.9841, loss: 0.9841 +2023-12-10 03:13:44,525 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 1 day, 9:01:14, time: 0.393, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.9147, loss: 0.9147 +2023-12-10 03:14:18,498 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 1 day, 8:59:57, time: 0.340, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 0.9921, loss: 0.9921 +2023-12-10 03:15:04,572 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 1 day, 8:59:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 1.0119, loss: 1.0119 +2023-12-10 03:15:50,584 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 1 day, 8:58:41, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.9732, loss: 0.9732 +2023-12-10 03:16:36,612 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 1 day, 8:58:02, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 0.9849, loss: 0.9849 +2023-12-10 03:17:22,628 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 1 day, 8:57:24, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 1.0600, loss: 1.0600 +2023-12-10 03:17:47,642 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-10 03:20:28,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 03:20:28,867 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9778 +2023-12-10 03:20:28,872 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8112, top5_acc: 0.9778 +2023-12-10 03:21:32,964 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 1 day, 8:56:05, time: 0.641, data_time: 0.191, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.9901, loss: 0.9901 +2023-12-10 03:22:17,937 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 1 day, 8:55:23, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.9144, loss: 0.9144 +2023-12-10 03:23:03,044 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 1 day, 8:54:41, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.9221, loss: 0.9221 +2023-12-10 03:23:48,139 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 1 day, 8:54:00, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.9169, loss: 0.9169 +2023-12-10 03:24:33,147 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 1 day, 8:53:18, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 0.9783, loss: 0.9783 +2023-12-10 03:25:18,308 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 1 day, 8:52:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 1.0043, loss: 1.0043 +2023-12-10 03:26:03,318 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 1 day, 8:51:55, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 0.9955, loss: 0.9955 +2023-12-10 03:26:48,466 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 1 day, 8:51:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 0.9912, loss: 0.9912 +2023-12-10 03:27:33,685 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 1 day, 8:50:33, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.8472, loss: 0.8472 +2023-12-10 03:28:18,807 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 1 day, 8:49:51, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 0.9457, loss: 0.9457 +2023-12-10 03:29:03,840 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 1 day, 8:49:10, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.9713, loss: 0.9713 +2023-12-10 03:29:48,908 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 1 day, 8:48:28, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.0067, loss: 1.0067 +2023-12-10 03:30:33,935 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 1 day, 8:47:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 0.9713, loss: 0.9713 +2023-12-10 03:31:18,817 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 1 day, 8:47:04, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 0.9915, loss: 0.9915 +2023-12-10 03:32:04,008 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 1 day, 8:46:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9700, loss_cls: 0.9272, loss: 0.9272 +2023-12-10 03:32:37,247 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 1 day, 8:45:05, time: 0.332, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8902, loss: 0.8902 +2023-12-10 03:33:20,686 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 1 day, 8:44:18, time: 0.434, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 0.9331, loss: 0.9331 +2023-12-10 03:34:09,401 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 1 day, 8:43:48, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 0.9305, loss: 0.9305 +2023-12-10 03:34:52,317 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 1 day, 8:42:59, time: 0.429, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.9662, loss: 0.9662 +2023-12-10 03:35:22,699 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 1 day, 8:41:33, time: 0.304, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.9633, loss: 0.9633 +2023-12-10 03:36:08,745 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 1 day, 8:40:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.9615, loss: 0.9615 +2023-12-10 03:36:54,794 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 1 day, 8:40:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 1.0134, loss: 1.0134 +2023-12-10 03:37:40,874 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 1 day, 8:39:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 0.9571, loss: 0.9571 +2023-12-10 03:38:05,930 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-10 03:40:47,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 03:40:47,499 - pyskl - INFO - +top1_acc 0.8128 +top5_acc 0.9788 +2023-12-10 03:40:47,504 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8128, top5_acc: 0.9788 +2023-12-10 03:41:51,352 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 1 day, 8:38:18, time: 0.638, data_time: 0.189, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.8330, loss: 0.8330 +2023-12-10 03:42:36,385 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 1 day, 8:37:36, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.9735, loss: 0.9735 +2023-12-10 03:43:21,483 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 1 day, 8:36:54, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 0.9579, loss: 0.9579 +2023-12-10 03:44:06,502 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 1 day, 8:36:13, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.9194, loss: 0.9194 +2023-12-10 03:44:51,463 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 1 day, 8:35:31, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 0.8828, loss: 0.8828 +2023-12-10 03:45:36,569 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 1 day, 8:34:49, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.8506, loss: 0.8506 +2023-12-10 03:46:21,604 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 1 day, 8:34:08, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.9214, loss: 0.9214 +2023-12-10 03:47:06,641 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 1 day, 8:33:26, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.9153, loss: 0.9153 +2023-12-10 03:47:51,719 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 1 day, 8:32:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9805, loss: 0.9805 +2023-12-10 03:48:36,715 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 1 day, 8:32:02, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9637, loss_cls: 0.9457, loss: 0.9457 +2023-12-10 03:49:22,013 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 1 day, 8:31:21, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.9683, loss: 0.9683 +2023-12-10 03:50:07,115 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 1 day, 8:30:40, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.9491, loss: 0.9491 +2023-12-10 03:50:52,282 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 1 day, 8:29:58, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 1.0531, loss: 1.0531 +2023-12-10 03:51:37,252 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 1 day, 8:29:16, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.8763, loss: 0.8763 +2023-12-10 03:52:22,428 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 1 day, 8:28:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.9401, loss: 0.9401 +2023-12-10 03:53:07,547 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 1 day, 8:27:54, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.9598, loss: 0.9598 +2023-12-10 03:53:43,882 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 1 day, 8:26:46, time: 0.363, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.9520, loss: 0.9520 +2023-12-10 03:54:23,557 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 1 day, 8:25:48, time: 0.397, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.9617, loss: 0.9617 +2023-12-10 03:55:12,081 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 1 day, 8:25:17, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 1.0129, loss: 1.0129 +2023-12-10 03:55:58,969 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 1 day, 8:24:40, time: 0.469, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 0.9927, loss: 0.9927 +2023-12-10 03:56:26,146 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 1 day, 8:23:06, time: 0.272, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.0653, loss: 1.0653 +2023-12-10 03:57:12,159 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 1 day, 8:22:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 1.0539, loss: 1.0539 +2023-12-10 03:57:58,163 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 1 day, 8:21:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.9661, loss: 0.9661 +2023-12-10 03:58:23,095 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-10 04:01:04,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 04:01:04,619 - pyskl - INFO - +top1_acc 0.8186 +top5_acc 0.9810 +2023-12-10 04:01:04,624 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8186, top5_acc: 0.9810 +2023-12-10 04:02:09,501 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 1 day, 8:20:32, time: 0.649, data_time: 0.188, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.9660, loss: 0.9660 +2023-12-10 04:02:55,519 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 1 day, 8:19:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 1.0194, loss: 1.0194 +2023-12-10 04:03:41,509 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 1 day, 8:19:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 0.9037, loss: 0.9037 +2023-12-10 04:04:27,506 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 1 day, 8:18:36, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.9121, loss: 0.9121 +2023-12-10 04:05:13,502 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 1 day, 8:17:57, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 0.9062, loss: 0.9062 +2023-12-10 04:05:59,522 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 1 day, 8:17:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 1.0060, loss: 1.0060 +2023-12-10 04:06:45,585 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 1 day, 8:16:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.9007, loss: 0.9007 +2023-12-10 04:07:31,575 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 1 day, 8:16:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8949, loss: 0.8949 +2023-12-10 04:08:17,614 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 1 day, 8:15:21, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 1.0066, loss: 1.0066 +2023-12-10 04:09:03,655 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 1 day, 8:14:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.9398, loss: 0.9398 +2023-12-10 04:09:49,685 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 1 day, 8:14:03, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.9609, loss: 0.9609 +2023-12-10 04:10:35,711 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 1 day, 8:13:24, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.8343, loss: 0.8343 +2023-12-10 04:11:21,735 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 1 day, 8:12:45, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 0.9623, loss: 0.9623 +2023-12-10 04:12:07,752 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 1 day, 8:12:06, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.9675, loss: 0.9675 +2023-12-10 04:12:53,728 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 1 day, 8:11:27, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 0.9772, loss: 0.9772 +2023-12-10 04:13:39,728 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 1 day, 8:10:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 1.0043, loss: 1.0043 +2023-12-10 04:14:25,734 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 1 day, 8:10:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.8755, loss: 0.8755 +2023-12-10 04:15:06,116 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 1 day, 8:09:13, time: 0.404, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.9534, loss: 0.9534 +2023-12-10 04:15:42,503 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 1 day, 8:08:07, time: 0.364, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.9367, loss: 0.9367 +2023-12-10 04:16:30,987 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 1 day, 8:07:35, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.9806, loss: 0.9806 +2023-12-10 04:17:19,644 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 1 day, 8:07:03, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.9697, loss: 0.9697 +2023-12-10 04:17:44,648 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 1 day, 8:05:24, time: 0.250, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 0.9902, loss: 0.9902 +2023-12-10 04:18:30,693 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 1 day, 8:04:45, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 0.9846, loss: 0.9846 +2023-12-10 04:18:55,718 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-10 04:21:37,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 04:21:37,110 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9852 +2023-12-10 04:21:37,116 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8496, top5_acc: 0.9852 +2023-12-10 04:22:41,954 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 1 day, 8:03:30, time: 0.648, data_time: 0.189, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.8773, loss: 0.8773 +2023-12-10 04:23:27,968 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 1 day, 8:02:50, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.8493, loss: 0.8493 +2023-12-10 04:24:13,975 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 1 day, 8:02:11, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 0.9242, loss: 0.9242 +2023-12-10 04:25:00,010 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 1 day, 8:01:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.9839, loss: 0.9839 +2023-12-10 04:25:46,130 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 1 day, 8:00:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.8971, loss: 0.8971 +2023-12-10 04:26:32,157 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 1 day, 8:00:14, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 0.9454, loss: 0.9454 +2023-12-10 04:27:18,134 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 1 day, 7:59:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.9132, loss: 0.9132 +2023-12-10 04:28:04,195 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 1 day, 7:58:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 1.0458, loss: 1.0458 +2023-12-10 04:28:50,251 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 1 day, 7:58:17, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.8254, loss: 0.8254 +2023-12-10 04:29:36,284 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 1 day, 7:57:38, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.0222, loss: 1.0222 +2023-12-10 04:30:22,268 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 1 day, 7:56:59, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.9328, loss: 0.9328 +2023-12-10 04:31:08,221 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 1 day, 7:56:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.8729, loss: 0.8729 +2023-12-10 04:31:54,201 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 1 day, 7:55:40, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 0.9979, loss: 0.9979 +2023-12-10 04:32:40,198 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 1 day, 7:55:01, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.8550, loss: 0.8550 +2023-12-10 04:33:26,212 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 1 day, 7:54:21, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 1.0239, loss: 1.0239 +2023-12-10 04:34:12,196 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 1 day, 7:53:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 0.9468, loss: 0.9468 +2023-12-10 04:34:58,177 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 1 day, 7:53:03, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.9449, loss: 0.9449 +2023-12-10 04:35:44,178 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 1 day, 7:52:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.8660, loss: 0.8660 +2023-12-10 04:36:28,521 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 1 day, 7:51:39, time: 0.443, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 0.9401, loss: 0.9401 +2023-12-10 04:37:00,131 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 1 day, 7:50:20, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.9710, loss: 0.9710 +2023-12-10 04:37:48,635 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 1 day, 7:49:48, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.9992, loss: 0.9992 +2023-12-10 04:38:37,133 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 1 day, 7:49:15, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 0.9496, loss: 0.9496 +2023-12-10 04:39:06,277 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 1 day, 7:47:50, time: 0.291, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 0.9688, loss: 0.9688 +2023-12-10 04:39:27,495 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-10 04:42:08,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 04:42:08,863 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9874 +2023-12-10 04:42:08,869 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_35.pth was removed +2023-12-10 04:42:09,021 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2023-12-10 04:42:09,022 - pyskl - INFO - Best top1_acc is 0.8693 at 40 epoch. +2023-12-10 04:42:09,028 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8693, top5_acc: 0.9874 +2023-12-10 04:43:12,815 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 1 day, 7:46:31, time: 0.638, data_time: 0.187, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.8511, loss: 0.8511 +2023-12-10 04:43:57,766 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 1 day, 7:45:49, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.8823, loss: 0.8823 +2023-12-10 04:44:42,715 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 1 day, 7:45:07, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.9151, loss: 0.9151 +2023-12-10 04:45:27,915 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 1 day, 7:44:25, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9794, loss_cls: 0.9236, loss: 0.9236 +2023-12-10 04:46:13,061 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 1 day, 7:43:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.8675, loss: 0.8675 +2023-12-10 04:46:58,278 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 1 day, 7:43:02, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.8846, loss: 0.8846 +2023-12-10 04:47:43,301 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 1 day, 7:42:20, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.9256, loss: 0.9256 +2023-12-10 04:48:28,433 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 1 day, 7:41:38, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.9430, loss: 0.9430 +2023-12-10 04:49:13,353 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 1 day, 7:40:56, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 0.9371, loss: 0.9371 +2023-12-10 04:49:58,553 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 1 day, 7:40:15, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.9446, loss: 0.9446 +2023-12-10 04:50:43,796 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 1 day, 7:39:33, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9812, loss_cls: 0.9212, loss: 0.9212 +2023-12-10 04:51:28,979 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 1 day, 7:38:51, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.9371, loss: 0.9371 +2023-12-10 04:52:14,137 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 1 day, 7:38:10, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 0.8973, loss: 0.8973 +2023-12-10 04:52:59,205 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 1 day, 7:37:28, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.9314, loss: 0.9314 +2023-12-10 04:53:44,187 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 1 day, 7:36:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.9076, loss: 0.9076 +2023-12-10 04:54:29,148 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 1 day, 7:36:03, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.9939, loss: 0.9939 +2023-12-10 04:55:14,189 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 1 day, 7:35:21, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 0.9451, loss: 0.9451 +2023-12-10 04:55:59,286 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 1 day, 7:34:39, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.9438, loss: 0.9438 +2023-12-10 04:56:44,542 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 1 day, 7:33:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.9116, loss: 0.9116 +2023-12-10 04:57:29,727 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 1 day, 7:33:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.0055, loss: 1.0055 +2023-12-10 04:57:59,038 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 1 day, 7:31:52, time: 0.293, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.8704, loss: 0.8704 +2023-12-10 04:58:47,472 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 1 day, 7:31:19, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.9708, loss: 0.9708 +2023-12-10 04:59:35,972 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 1 day, 7:30:46, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.9804, loss: 0.9804 +2023-12-10 04:59:59,565 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-10 05:02:39,669 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 05:02:39,748 - pyskl - INFO - +top1_acc 0.8384 +top5_acc 0.9839 +2023-12-10 05:02:39,753 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8384, top5_acc: 0.9839 +2023-12-10 05:03:43,202 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 1 day, 7:29:28, time: 0.634, data_time: 0.186, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.9053, loss: 0.9053 +2023-12-10 05:04:28,230 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 1 day, 7:28:45, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 0.8419, loss: 0.8419 +2023-12-10 05:05:13,335 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 1 day, 7:28:04, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.9442, loss: 0.9442 +2023-12-10 05:05:58,292 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 1 day, 7:27:21, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.8745, loss: 0.8745 +2023-12-10 05:06:43,257 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 1 day, 7:26:39, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8597, loss: 0.8597 +2023-12-10 05:07:28,195 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 1 day, 7:25:57, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.8775, loss: 0.8775 +2023-12-10 05:08:13,429 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 1 day, 7:25:15, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 0.8947, loss: 0.8947 +2023-12-10 05:08:58,513 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 1 day, 7:24:33, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.8635, loss: 0.8635 +2023-12-10 05:09:43,570 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 1 day, 7:23:51, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 0.9545, loss: 0.9545 +2023-12-10 05:10:28,572 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 1 day, 7:23:09, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.9534, loss: 0.9534 +2023-12-10 05:11:13,731 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 1 day, 7:22:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.8377, loss: 0.8377 +2023-12-10 05:11:58,701 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 1 day, 7:21:45, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.9605, loss: 0.9605 +2023-12-10 05:12:43,660 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 1 day, 7:21:03, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.9295, loss: 0.9295 +2023-12-10 05:13:28,589 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 1 day, 7:20:20, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 0.9082, loss: 0.9082 +2023-12-10 05:14:13,713 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 1 day, 7:19:38, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.8614, loss: 0.8614 +2023-12-10 05:14:58,895 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 1 day, 7:18:56, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.8859, loss: 0.8859 +2023-12-10 05:15:43,958 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 1 day, 7:18:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.8821, loss: 0.8821 +2023-12-10 05:16:28,953 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 1 day, 7:17:32, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.9255, loss: 0.9255 +2023-12-10 05:17:14,026 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 1 day, 7:16:50, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 0.9905, loss: 0.9905 +2023-12-10 05:17:59,000 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 1 day, 7:16:08, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.8938, loss: 0.8938 +2023-12-10 05:18:44,076 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 1 day, 7:15:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.9144, loss: 0.9144 +2023-12-10 05:19:12,986 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 1 day, 7:14:02, time: 0.289, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.9464, loss: 0.9464 +2023-12-10 05:20:01,555 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 1 day, 7:13:29, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.9212, loss: 0.9212 +2023-12-10 05:20:27,923 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-10 05:22:50,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 05:22:50,898 - pyskl - INFO - +top1_acc 0.8446 +top5_acc 0.9856 +2023-12-10 05:22:50,903 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8446, top5_acc: 0.9856 +2023-12-10 05:23:54,387 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 1 day, 7:12:10, time: 0.635, data_time: 0.185, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.8144, loss: 0.8144 +2023-12-10 05:24:39,660 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 1 day, 7:11:29, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.7880, loss: 0.7880 +2023-12-10 05:25:24,808 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 1 day, 7:10:47, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.9024, loss: 0.9024 +2023-12-10 05:26:09,934 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 1 day, 7:10:05, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 0.8072, loss: 0.8072 +2023-12-10 05:26:55,032 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 1 day, 7:09:23, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.9482, loss: 0.9482 +2023-12-10 05:27:40,223 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 1 day, 7:08:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.8507, loss: 0.8507 +2023-12-10 05:28:25,418 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 1 day, 7:08:00, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.9301, loss: 0.9301 +2023-12-10 05:29:10,541 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 1 day, 7:07:18, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.9408, loss: 0.9408 +2023-12-10 05:29:55,526 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 1 day, 7:06:35, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 0.8920, loss: 0.8920 +2023-12-10 05:30:40,449 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 1 day, 7:05:53, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 0.8895, loss: 0.8895 +2023-12-10 05:31:25,503 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 1 day, 7:05:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.9940, loss: 0.9940 +2023-12-10 05:32:10,608 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 1 day, 7:04:29, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 1.0177, loss: 1.0177 +2023-12-10 05:32:55,565 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 1 day, 7:03:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 0.9571, loss: 0.9571 +2023-12-10 05:33:40,589 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 1 day, 7:03:04, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.8672, loss: 0.8672 +2023-12-10 05:34:25,701 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 1 day, 7:02:22, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 0.8765, loss: 0.8765 +2023-12-10 05:35:10,829 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 1 day, 7:01:40, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8995, loss: 0.8995 +2023-12-10 05:35:55,935 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 1 day, 7:00:58, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.9521, loss: 0.9521 +2023-12-10 05:36:40,965 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 1 day, 7:00:16, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.8875, loss: 0.8875 +2023-12-10 05:37:26,071 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 1 day, 6:59:34, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.9498, loss: 0.9498 +2023-12-10 05:38:11,134 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 1 day, 6:58:52, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 0.9068, loss: 0.9068 +2023-12-10 05:38:56,313 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 1 day, 6:58:10, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 0.9242, loss: 0.9242 +2023-12-10 05:39:41,254 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 1 day, 6:57:27, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.9089, loss: 0.9089 +2023-12-10 05:40:13,213 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 1 day, 6:56:12, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.9386, loss: 0.9386 +2023-12-10 05:40:36,043 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-10 05:43:02,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 05:43:02,767 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9848 +2023-12-10 05:43:02,771 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8573, top5_acc: 0.9848 +2023-12-10 05:44:06,536 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 1 day, 6:54:55, time: 0.638, data_time: 0.189, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8579, loss: 0.8579 +2023-12-10 05:44:51,556 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 1 day, 6:54:13, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.9064, loss: 0.9064 +2023-12-10 05:45:36,767 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 1 day, 6:53:31, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 0.8437, loss: 0.8437 +2023-12-10 05:46:21,988 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 1 day, 6:52:49, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9663, loss_cls: 0.9171, loss: 0.9171 +2023-12-10 05:47:06,989 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 1 day, 6:52:07, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 0.7961, loss: 0.7961 +2023-12-10 05:47:52,194 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 1 day, 6:51:25, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.8850, loss: 0.8850 +2023-12-10 05:48:37,303 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 1 day, 6:50:43, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.8261, loss: 0.8261 +2023-12-10 05:49:22,310 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 1 day, 6:50:01, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8878, loss: 0.8878 +2023-12-10 05:50:07,363 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 1 day, 6:49:19, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 0.9295, loss: 0.9295 +2023-12-10 05:50:52,326 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 1 day, 6:48:36, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.9018, loss: 0.9018 +2023-12-10 05:51:37,450 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 1 day, 6:47:54, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.9429, loss: 0.9429 +2023-12-10 05:52:22,460 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 1 day, 6:47:12, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 0.9471, loss: 0.9471 +2023-12-10 05:53:07,441 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 1 day, 6:46:29, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9688, loss_cls: 0.9554, loss: 0.9554 +2023-12-10 05:53:52,480 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 1 day, 6:45:47, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.9167, loss: 0.9167 +2023-12-10 05:54:37,519 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 1 day, 6:45:05, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.8858, loss: 0.8858 +2023-12-10 05:55:22,432 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 1 day, 6:44:22, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.9309, loss: 0.9309 +2023-12-10 05:56:07,618 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 1 day, 6:43:40, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.9490, loss: 0.9490 +2023-12-10 05:56:52,831 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 1 day, 6:42:58, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 0.9004, loss: 0.9004 +2023-12-10 05:57:37,806 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 1 day, 6:42:16, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 0.8740, loss: 0.8740 +2023-12-10 05:58:22,922 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 1 day, 6:41:34, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9856, loss_cls: 0.7908, loss: 0.7908 +2023-12-10 05:59:08,205 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 1 day, 6:40:52, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 1.0670, loss: 1.0670 +2023-12-10 05:59:53,194 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 1 day, 6:40:10, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.8881, loss: 0.8881 +2023-12-10 06:00:38,221 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 1 day, 6:39:27, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.8910, loss: 0.8910 +2023-12-10 06:01:02,856 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-10 06:03:44,093 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 06:03:44,189 - pyskl - INFO - +top1_acc 0.8676 +top5_acc 0.9852 +2023-12-10 06:03:44,196 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8676, top5_acc: 0.9852 +2023-12-10 06:04:48,556 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 1 day, 6:38:12, time: 0.644, data_time: 0.184, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.8056, loss: 0.8056 +2023-12-10 06:05:34,505 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 1 day, 6:37:32, time: 0.459, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.8553, loss: 0.8553 +2023-12-10 06:06:20,496 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 1 day, 6:36:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9812, loss_cls: 0.9017, loss: 0.9017 +2023-12-10 06:07:06,502 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 1 day, 6:36:12, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.8476, loss: 0.8476 +2023-12-10 06:07:52,456 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 1 day, 6:35:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.9726, loss: 0.9726 +2023-12-10 06:08:38,461 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 1 day, 6:34:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.8647, loss: 0.8647 +2023-12-10 06:09:24,504 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 1 day, 6:34:11, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 0.8981, loss: 0.8981 +2023-12-10 06:10:10,500 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 1 day, 6:33:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.9246, loss: 0.9246 +2023-12-10 06:10:56,465 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 1 day, 6:32:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.9116, loss: 0.9116 +2023-12-10 06:11:42,532 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 1 day, 6:32:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.8926, loss: 0.8926 +2023-12-10 06:12:28,550 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 1 day, 6:31:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.9025, loss: 0.9025 +2023-12-10 06:13:14,564 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 1 day, 6:30:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.9432, loss: 0.9432 +2023-12-10 06:14:00,516 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 1 day, 6:30:11, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.9152, loss: 0.9152 +2023-12-10 06:14:46,531 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 1 day, 6:29:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 0.9050, loss: 0.9050 +2023-12-10 06:15:32,508 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 1 day, 6:28:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.9214, loss: 0.9214 +2023-12-10 06:16:18,526 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 1 day, 6:28:10, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.8348, loss: 0.8348 +2023-12-10 06:17:04,475 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 1 day, 6:27:30, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8729, loss: 0.8729 +2023-12-10 06:17:50,420 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 1 day, 6:26:50, time: 0.459, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.9584, loss: 0.9584 +2023-12-10 06:18:36,396 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 1 day, 6:26:10, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.9450, loss: 0.9450 +2023-12-10 06:19:22,417 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 1 day, 6:25:29, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.9640, loss: 0.9640 +2023-12-10 06:20:08,479 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 1 day, 6:24:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 0.8544, loss: 0.8544 +2023-12-10 06:20:54,506 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 1 day, 6:24:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 0.9012, loss: 0.9012 +2023-12-10 06:21:40,524 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 1 day, 6:23:29, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.9304, loss: 0.9304 +2023-12-10 06:22:05,415 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-10 06:24:36,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 06:24:36,947 - pyskl - INFO - +top1_acc 0.8563 +top5_acc 0.9856 +2023-12-10 06:24:36,952 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8563, top5_acc: 0.9856 +2023-12-10 06:25:23,806 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 1 day, 6:21:33, time: 0.468, data_time: 0.186, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.8136, loss: 0.8136 +2023-12-10 06:26:08,955 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 1 day, 6:20:50, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.8298, loss: 0.8298 +2023-12-10 06:26:54,020 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 1 day, 6:20:08, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.8537, loss: 0.8537 +2023-12-10 06:27:39,157 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 1 day, 6:19:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.9404, loss: 0.9404 +2023-12-10 06:28:24,144 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 1 day, 6:18:43, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 0.9309, loss: 0.9309 +2023-12-10 06:29:09,222 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 1 day, 6:18:01, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.9372, loss: 0.9372 +2023-12-10 06:29:54,224 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 1 day, 6:17:18, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 0.9417, loss: 0.9417 +2023-12-10 06:30:39,296 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 1 day, 6:16:36, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.8903, loss: 0.8903 +2023-12-10 06:31:24,341 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 1 day, 6:15:53, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.8290, loss: 0.8290 +2023-12-10 06:32:09,414 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 1 day, 6:15:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8583, loss: 0.8583 +2023-12-10 06:32:54,558 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 1 day, 6:14:29, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.8500, loss: 0.8500 +2023-12-10 06:33:39,544 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 1 day, 6:13:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.9088, loss: 0.9088 +2023-12-10 06:34:24,479 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 1 day, 6:13:03, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.9202, loss: 0.9202 +2023-12-10 06:35:09,510 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 1 day, 6:12:21, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.8924, loss: 0.8924 +2023-12-10 06:35:54,550 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 1 day, 6:11:38, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.8450, loss: 0.8450 +2023-12-10 06:36:39,597 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 1 day, 6:10:56, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 0.9356, loss: 0.9356 +2023-12-10 06:37:24,669 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 1 day, 6:10:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.9331, loss: 0.9331 +2023-12-10 06:38:09,753 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 1 day, 6:09:31, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.8481, loss: 0.8481 +2023-12-10 06:38:54,917 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 1 day, 6:08:49, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.9205, loss: 0.9205 +2023-12-10 06:39:40,121 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 1 day, 6:08:07, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.9040, loss: 0.9040 +2023-12-10 06:40:25,143 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 1 day, 6:07:24, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.8598, loss: 0.8598 +2023-12-10 06:41:10,112 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 1 day, 6:06:42, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 0.8896, loss: 0.8896 +2023-12-10 06:41:55,126 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 1 day, 6:05:59, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 0.9472, loss: 0.9472 +2023-12-10 06:42:19,623 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-10 06:44:48,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 06:44:48,380 - pyskl - INFO - +top1_acc 0.8625 +top5_acc 0.9847 +2023-12-10 06:44:48,385 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8625, top5_acc: 0.9847 +2023-12-10 06:45:55,332 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 1 day, 6:04:49, time: 0.669, data_time: 0.193, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.7957, loss: 0.7957 +2023-12-10 06:46:21,306 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 1 day, 6:03:24, time: 0.260, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.8194, loss: 0.8194 +2023-12-10 06:47:06,469 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 1 day, 6:02:42, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 0.8434, loss: 0.8434 +2023-12-10 06:47:51,727 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 1 day, 6:02:00, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7980, loss: 0.7980 +2023-12-10 06:48:36,926 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 1 day, 6:01:18, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.8933, loss: 0.8933 +2023-12-10 06:49:22,110 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 1 day, 6:00:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.9440, loss: 0.9440 +2023-12-10 06:50:07,274 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 1 day, 5:59:53, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 0.8782, loss: 0.8782 +2023-12-10 06:50:52,305 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 1 day, 5:59:11, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.8492, loss: 0.8492 +2023-12-10 06:51:37,343 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 1 day, 5:58:28, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.8512, loss: 0.8512 +2023-12-10 06:52:22,366 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 1 day, 5:57:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.8873, loss: 0.8873 +2023-12-10 06:53:07,477 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 1 day, 5:57:03, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.8731, loss: 0.8731 +2023-12-10 06:53:52,653 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 1 day, 5:56:21, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 0.8859, loss: 0.8859 +2023-12-10 06:54:37,748 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 1 day, 5:55:39, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9800, loss_cls: 0.8849, loss: 0.8849 +2023-12-10 06:55:22,684 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 1 day, 5:54:56, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.9412, loss: 0.9412 +2023-12-10 06:56:07,709 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 1 day, 5:54:13, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.8093, loss: 0.8093 +2023-12-10 06:56:52,856 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 1 day, 5:53:31, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.8515, loss: 0.8515 +2023-12-10 06:57:37,932 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 1 day, 5:52:48, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.9017, loss: 0.9017 +2023-12-10 06:58:23,228 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 1 day, 5:52:06, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.9379, loss: 0.9379 +2023-12-10 06:59:08,366 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 1 day, 5:51:24, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.9212, loss: 0.9212 +2023-12-10 06:59:53,403 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 1 day, 5:50:42, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 0.9283, loss: 0.9283 +2023-12-10 07:00:38,756 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 1 day, 5:50:00, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.9338, loss: 0.9338 +2023-12-10 07:01:23,909 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 1 day, 5:49:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 0.9242, loss: 0.9242 +2023-12-10 07:02:09,921 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 1 day, 5:48:37, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8995, loss: 0.8995 +2023-12-10 07:02:34,944 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-10 07:05:08,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 07:05:08,493 - pyskl - INFO - +top1_acc 0.8657 +top5_acc 0.9875 +2023-12-10 07:05:08,497 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8657, top5_acc: 0.9875 +2023-12-10 07:06:15,861 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 1 day, 5:47:28, time: 0.674, data_time: 0.189, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.8237, loss: 0.8237 +2023-12-10 07:07:04,354 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 1 day, 5:46:53, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 0.8141, loss: 0.8141 +2023-12-10 07:07:29,954 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 1 day, 5:45:28, time: 0.256, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8882, loss: 0.8882 +2023-12-10 07:08:14,968 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 1 day, 5:44:46, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8514, loss: 0.8514 +2023-12-10 07:08:59,894 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 1 day, 5:44:03, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.8424, loss: 0.8424 +2023-12-10 07:09:44,947 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 1 day, 5:43:20, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8660, loss: 0.8660 +2023-12-10 07:10:30,166 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 1 day, 5:42:38, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 0.9849, loss: 0.9849 +2023-12-10 07:11:15,197 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 1 day, 5:41:56, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.9157, loss: 0.9157 +2023-12-10 07:12:00,227 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 1 day, 5:41:13, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.8268, loss: 0.8268 +2023-12-10 07:12:45,429 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 1 day, 5:40:31, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.8792, loss: 0.8792 +2023-12-10 07:13:30,674 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 1 day, 5:39:49, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.9064, loss: 0.9064 +2023-12-10 07:14:15,778 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 1 day, 5:39:06, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.8512, loss: 0.8512 +2023-12-10 07:15:00,857 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 1 day, 5:38:24, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 0.8781, loss: 0.8781 +2023-12-10 07:15:46,085 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 1 day, 5:37:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.7941, loss: 0.7941 +2023-12-10 07:16:31,255 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 1 day, 5:36:59, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.9422, loss: 0.9422 +2023-12-10 07:17:16,428 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 1 day, 5:36:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.8473, loss: 0.8473 +2023-12-10 07:18:01,508 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 1 day, 5:35:34, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.9289, loss: 0.9289 +2023-12-10 07:18:46,678 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 1 day, 5:34:52, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 1.0109, loss: 1.0109 +2023-12-10 07:19:31,668 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 1 day, 5:34:09, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7468, loss: 0.7468 +2023-12-10 07:20:16,665 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 1 day, 5:33:26, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.8339, loss: 0.8339 +2023-12-10 07:21:01,755 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 1 day, 5:32:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.9632, loss: 0.9632 +2023-12-10 07:21:46,907 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 1 day, 5:32:02, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8655, loss: 0.8655 +2023-12-10 07:22:32,148 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 1 day, 5:31:19, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.9205, loss: 0.9205 +2023-12-10 07:22:56,663 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-10 07:25:37,873 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 07:25:37,967 - pyskl - INFO - +top1_acc 0.8367 +top5_acc 0.9795 +2023-12-10 07:25:37,972 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8367, top5_acc: 0.9795 +2023-12-10 07:26:28,325 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 1 day, 5:29:35, time: 0.503, data_time: 0.190, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.7388, loss: 0.7388 +2023-12-10 07:27:16,900 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 1 day, 5:29:00, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 0.7742, loss: 0.7742 +2023-12-10 07:28:05,511 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 1 day, 5:28:25, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 0.8117, loss: 0.8117 +2023-12-10 07:28:34,959 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 1 day, 5:27:09, time: 0.294, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.8097, loss: 0.8097 +2023-12-10 07:29:17,982 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 1 day, 5:26:22, time: 0.430, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9694, loss_cls: 0.8586, loss: 0.8586 +2023-12-10 07:30:04,026 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 1 day, 5:25:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.8370, loss: 0.8370 +2023-12-10 07:30:50,092 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 1 day, 5:25:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.8772, loss: 0.8772 +2023-12-10 07:31:36,116 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 1 day, 5:24:21, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.8870, loss: 0.8870 +2023-12-10 07:32:22,208 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 1 day, 5:23:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.9083, loss: 0.9083 +2023-12-10 07:33:08,278 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 1 day, 5:23:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8881, loss: 0.8881 +2023-12-10 07:33:54,349 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 1 day, 5:22:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.8006, loss: 0.8006 +2023-12-10 07:34:40,426 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 1 day, 5:21:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9205, loss: 0.9205 +2023-12-10 07:35:26,528 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 1 day, 5:20:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 0.9172, loss: 0.9172 +2023-12-10 07:36:12,569 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 1 day, 5:20:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.8665, loss: 0.8665 +2023-12-10 07:36:58,643 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 1 day, 5:19:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.8505, loss: 0.8505 +2023-12-10 07:37:44,695 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 1 day, 5:18:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9669, loss_cls: 0.9577, loss: 0.9577 +2023-12-10 07:38:30,772 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 1 day, 5:18:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 0.9533, loss: 0.9533 +2023-12-10 07:39:16,881 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 1 day, 5:17:36, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 0.9199, loss: 0.9199 +2023-12-10 07:40:02,902 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 1 day, 5:16:55, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.8377, loss: 0.8377 +2023-12-10 07:40:48,987 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 1 day, 5:16:15, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8611, loss: 0.8611 +2023-12-10 07:41:35,091 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 1 day, 5:15:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.8964, loss: 0.8964 +2023-12-10 07:42:21,118 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 1 day, 5:14:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.8578, loss: 0.8578 +2023-12-10 07:43:07,202 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 1 day, 5:14:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.8661, loss: 0.8661 +2023-12-10 07:43:32,190 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-10 07:46:13,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 07:46:14,072 - pyskl - INFO - +top1_acc 0.8686 +top5_acc 0.9883 +2023-12-10 07:46:14,077 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8686, top5_acc: 0.9883 +2023-12-10 07:47:18,974 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 1 day, 5:12:59, time: 0.649, data_time: 0.188, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 0.7591, loss: 0.7591 +2023-12-10 07:47:48,525 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 1 day, 5:11:45, time: 0.295, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 0.7775, loss: 0.7775 +2023-12-10 07:48:37,146 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 1 day, 5:11:10, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.7832, loss: 0.7832 +2023-12-10 07:49:25,643 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 1 day, 5:10:34, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8664, loss: 0.8664 +2023-12-10 07:49:58,443 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 1 day, 5:09:26, time: 0.328, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.9032, loss: 0.9032 +2023-12-10 07:50:37,347 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 1 day, 5:08:31, time: 0.389, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 0.8377, loss: 0.8377 +2023-12-10 07:51:22,391 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 1 day, 5:07:48, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.8923, loss: 0.8923 +2023-12-10 07:52:07,489 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 1 day, 5:07:06, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.8240, loss: 0.8240 +2023-12-10 07:52:52,613 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 1 day, 5:06:23, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9750, loss_cls: 0.7777, loss: 0.7777 +2023-12-10 07:53:37,825 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 1 day, 5:05:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.8267, loss: 0.8267 +2023-12-10 07:54:22,765 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 1 day, 5:04:58, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.8195, loss: 0.8195 +2023-12-10 07:55:07,759 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 1 day, 5:04:15, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.9502, loss: 0.9502 +2023-12-10 07:55:52,697 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 1 day, 5:03:32, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 0.9140, loss: 0.9140 +2023-12-10 07:56:37,824 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 1 day, 5:02:50, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.7891, loss: 0.7891 +2023-12-10 07:57:23,223 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 1 day, 5:02:08, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.8485, loss: 0.8485 +2023-12-10 07:58:08,449 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 1 day, 5:01:26, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.8149, loss: 0.8149 +2023-12-10 07:58:53,530 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 1 day, 5:00:43, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.7761, loss: 0.7761 +2023-12-10 07:59:38,816 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 1 day, 5:00:01, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 0.9277, loss: 0.9277 +2023-12-10 08:00:24,166 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 1 day, 4:59:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.9018, loss: 0.9018 +2023-12-10 08:01:09,253 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 1 day, 4:58:36, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 0.8908, loss: 0.8908 +2023-12-10 08:01:54,232 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 1 day, 4:57:53, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.8891, loss: 0.8891 +2023-12-10 08:02:39,203 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 1 day, 4:57:10, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.8820, loss: 0.8820 +2023-12-10 08:03:24,293 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 1 day, 4:56:28, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.9653, loss: 0.9653 +2023-12-10 08:03:48,740 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-10 08:06:30,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 08:06:30,159 - pyskl - INFO - +top1_acc 0.8771 +top5_acc 0.9884 +2023-12-10 08:06:30,164 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_40.pth was removed +2023-12-10 08:06:30,296 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2023-12-10 08:06:30,297 - pyskl - INFO - Best top1_acc is 0.8771 at 50 epoch. +2023-12-10 08:06:30,301 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8771, top5_acc: 0.9884 +2023-12-10 08:07:34,053 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 1 day, 4:55:12, time: 0.637, data_time: 0.189, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.8063, loss: 0.8063 +2023-12-10 08:08:19,312 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 1 day, 4:54:30, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.7444, loss: 0.7444 +2023-12-10 08:08:48,492 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 1 day, 4:53:15, time: 0.292, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.8160, loss: 0.8160 +2023-12-10 08:09:37,135 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 1 day, 4:52:40, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.8584, loss: 0.8584 +2023-12-10 08:10:25,773 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 1 day, 4:52:04, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8677, loss: 0.8677 +2023-12-10 08:11:02,477 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 1 day, 4:51:05, time: 0.367, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.8314, loss: 0.8314 +2023-12-10 08:11:38,846 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 1 day, 4:50:05, time: 0.364, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 0.9108, loss: 0.9108 +2023-12-10 08:12:24,907 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 1 day, 4:49:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7664, loss: 0.7664 +2023-12-10 08:13:10,923 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 1 day, 4:48:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.7888, loss: 0.7888 +2023-12-10 08:13:57,019 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 1 day, 4:48:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.8006, loss: 0.8006 +2023-12-10 08:14:43,134 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 1 day, 4:47:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 0.8286, loss: 0.8286 +2023-12-10 08:15:29,216 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 1 day, 4:46:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8877, loss: 0.8877 +2023-12-10 08:16:15,360 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 1 day, 4:46:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.7598, loss: 0.7598 +2023-12-10 08:17:01,491 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 1 day, 4:45:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 0.8959, loss: 0.8959 +2023-12-10 08:17:47,525 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 1 day, 4:44:40, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.9269, loss: 0.9269 +2023-12-10 08:18:33,577 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 1 day, 4:43:59, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8713, loss: 0.8713 +2023-12-10 08:19:19,666 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 1 day, 4:43:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.8738, loss: 0.8738 +2023-12-10 08:20:05,741 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 1 day, 4:42:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.9190, loss: 0.9190 +2023-12-10 08:20:51,889 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 1 day, 4:41:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.8668, loss: 0.8668 +2023-12-10 08:21:37,960 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 1 day, 4:41:17, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8964, loss: 0.8964 +2023-12-10 08:22:24,054 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 1 day, 4:40:36, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 0.9430, loss: 0.9430 +2023-12-10 08:23:10,150 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 1 day, 4:39:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9706, loss_cls: 0.8782, loss: 0.8782 +2023-12-10 08:23:56,219 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 1 day, 4:39:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.8279, loss: 0.8279 +2023-12-10 08:24:21,220 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-10 08:27:02,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 08:27:02,426 - pyskl - INFO - +top1_acc 0.8691 +top5_acc 0.9858 +2023-12-10 08:27:02,431 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8691, top5_acc: 0.9858 +2023-12-10 08:28:07,174 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 1 day, 4:38:01, time: 0.647, data_time: 0.187, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7652, loss: 0.7652 +2023-12-10 08:28:53,250 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 1 day, 4:37:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.8717, loss: 0.8717 +2023-12-10 08:29:39,318 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 1 day, 4:36:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.7645, loss: 0.7645 +2023-12-10 08:30:10,831 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 1 day, 4:35:30, time: 0.315, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.8168, loss: 0.8168 +2023-12-10 08:30:56,846 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 1 day, 4:34:49, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8678, loss: 0.8678 +2023-12-10 08:31:45,341 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 1 day, 4:34:13, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.8882, loss: 0.8882 +2023-12-10 08:32:25,978 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 1 day, 4:33:22, time: 0.406, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.8015, loss: 0.8015 +2023-12-10 08:32:58,948 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 1 day, 4:32:16, time: 0.330, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.8668, loss: 0.8668 +2023-12-10 08:33:45,043 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 1 day, 4:31:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.8372, loss: 0.8372 +2023-12-10 08:34:31,059 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 1 day, 4:30:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.8666, loss: 0.8666 +2023-12-10 08:35:17,080 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 1 day, 4:30:14, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 0.8081, loss: 0.8081 +2023-12-10 08:36:03,149 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 1 day, 4:29:33, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9688, loss_cls: 0.8520, loss: 0.8520 +2023-12-10 08:36:49,192 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 1 day, 4:28:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.8233, loss: 0.8233 +2023-12-10 08:37:35,271 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 1 day, 4:28:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 0.8306, loss: 0.8306 +2023-12-10 08:38:21,343 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 1 day, 4:27:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.8627, loss: 0.8627 +2023-12-10 08:39:07,405 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 1 day, 4:26:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.8136, loss: 0.8136 +2023-12-10 08:39:53,412 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 1 day, 4:26:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8644, loss: 0.8644 +2023-12-10 08:40:39,506 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 1 day, 4:25:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.8688, loss: 0.8688 +2023-12-10 08:41:25,583 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 1 day, 4:24:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.8761, loss: 0.8761 +2023-12-10 08:42:11,620 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 1 day, 4:24:06, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.8596, loss: 0.8596 +2023-12-10 08:42:57,668 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 1 day, 4:23:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.8687, loss: 0.8687 +2023-12-10 08:43:43,703 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 1 day, 4:22:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8591, loss: 0.8591 +2023-12-10 08:44:29,812 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 1 day, 4:22:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 0.8719, loss: 0.8719 +2023-12-10 08:44:54,714 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-10 08:47:36,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 08:47:36,188 - pyskl - INFO - +top1_acc 0.8603 +top5_acc 0.9852 +2023-12-10 08:47:36,193 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8603, top5_acc: 0.9852 +2023-12-10 08:48:41,069 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 1 day, 4:20:50, time: 0.649, data_time: 0.189, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.8413, loss: 0.8413 +2023-12-10 08:49:27,130 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 1 day, 4:20:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7789, loss: 0.7789 +2023-12-10 08:50:13,221 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 1 day, 4:19:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9850, loss_cls: 0.8250, loss: 0.8250 +2023-12-10 08:50:59,262 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 1 day, 4:18:47, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 0.8294, loss: 0.8294 +2023-12-10 08:51:34,021 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 1 day, 4:17:45, time: 0.348, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7906, loss: 0.7906 +2023-12-10 08:52:16,455 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 1 day, 4:16:57, time: 0.424, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.7943, loss: 0.7943 +2023-12-10 08:53:05,002 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 1 day, 4:16:21, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8690, loss: 0.8690 +2023-12-10 08:53:49,198 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 1 day, 4:15:37, time: 0.442, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.8823, loss: 0.8823 +2023-12-10 08:54:18,412 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 1 day, 4:14:24, time: 0.292, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8840, loss: 0.8840 +2023-12-10 08:55:03,684 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 1 day, 4:13:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.8447, loss: 0.8447 +2023-12-10 08:55:48,753 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 1 day, 4:12:59, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7744, loss: 0.7744 +2023-12-10 08:56:33,816 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 1 day, 4:12:17, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 0.9411, loss: 0.9411 +2023-12-10 08:57:19,098 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 1 day, 4:11:34, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.8320, loss: 0.8320 +2023-12-10 08:58:04,239 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 1 day, 4:10:52, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 0.8599, loss: 0.8599 +2023-12-10 08:58:49,312 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 1 day, 4:10:09, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.8494, loss: 0.8494 +2023-12-10 08:59:34,403 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 1 day, 4:09:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.9209, loss: 0.9209 +2023-12-10 09:00:19,544 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 1 day, 4:08:43, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9850, loss_cls: 0.8234, loss: 0.8234 +2023-12-10 09:01:04,603 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 1 day, 4:08:01, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.9406, loss: 0.9406 +2023-12-10 09:01:49,895 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 1 day, 4:07:18, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.8117, loss: 0.8117 +2023-12-10 09:02:35,106 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 1 day, 4:06:36, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.9102, loss: 0.9102 +2023-12-10 09:03:20,253 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 1 day, 4:05:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 0.8584, loss: 0.8584 +2023-12-10 09:04:05,566 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 1 day, 4:05:11, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.8900, loss: 0.8900 +2023-12-10 09:04:50,606 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 1 day, 4:04:28, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 0.8302, loss: 0.8302 +2023-12-10 09:05:15,147 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-10 09:07:56,842 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 09:07:56,927 - pyskl - INFO - +top1_acc 0.8777 +top5_acc 0.9891 +2023-12-10 09:07:56,933 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_50.pth was removed +2023-12-10 09:07:57,085 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2023-12-10 09:07:57,085 - pyskl - INFO - Best top1_acc is 0.8777 at 53 epoch. +2023-12-10 09:07:57,091 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8777, top5_acc: 0.9891 +2023-12-10 09:09:01,088 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 1 day, 4:03:13, time: 0.640, data_time: 0.189, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.7586, loss: 0.7586 +2023-12-10 09:09:46,082 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 1 day, 4:02:30, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.8521, loss: 0.8521 +2023-12-10 09:10:31,226 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 1 day, 4:01:48, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 0.7977, loss: 0.7977 +2023-12-10 09:11:16,453 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 1 day, 4:01:05, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.8583, loss: 0.8583 +2023-12-10 09:12:01,484 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 1 day, 4:00:22, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.8263, loss: 0.8263 +2023-12-10 09:12:38,903 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 1 day, 3:59:25, time: 0.374, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.8402, loss: 0.8402 +2023-12-10 09:13:17,682 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 1 day, 3:58:31, time: 0.388, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.8369, loss: 0.8369 +2023-12-10 09:14:06,326 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 1 day, 3:57:55, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 0.8706, loss: 0.8706 +2023-12-10 09:14:54,104 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 1 day, 3:57:17, time: 0.478, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.8161, loss: 0.8161 +2023-12-10 09:15:20,133 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 1 day, 3:56:00, time: 0.260, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.8165, loss: 0.8165 +2023-12-10 09:16:06,192 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 1 day, 3:55:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7834, loss: 0.7834 +2023-12-10 09:16:52,267 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 1 day, 3:54:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.8955, loss: 0.8955 +2023-12-10 09:17:38,307 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 1 day, 3:53:57, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7883, loss: 0.7883 +2023-12-10 09:18:24,423 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 1 day, 3:53:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8837, loss: 0.8837 +2023-12-10 09:19:10,515 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 1 day, 3:52:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.8269, loss: 0.8269 +2023-12-10 09:19:56,636 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 1 day, 3:51:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7936, loss: 0.7936 +2023-12-10 09:20:42,742 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 1 day, 3:51:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.8594, loss: 0.8594 +2023-12-10 09:21:28,777 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 1 day, 3:50:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.9312, loss: 0.9312 +2023-12-10 09:22:14,736 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 1 day, 3:49:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9806, loss_cls: 0.8790, loss: 0.8790 +2023-12-10 09:22:59,735 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 1 day, 3:49:08, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.9189, loss: 0.9189 +2023-12-10 09:23:44,817 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 1 day, 3:48:25, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.9506, loss: 0.9506 +2023-12-10 09:24:29,946 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 1 day, 3:47:42, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.8248, loss: 0.8248 +2023-12-10 09:25:14,981 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 1 day, 3:46:59, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.8048, loss: 0.8048 +2023-12-10 09:25:39,553 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-10 09:28:21,563 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 09:28:21,644 - pyskl - INFO - +top1_acc 0.8611 +top5_acc 0.9875 +2023-12-10 09:28:21,650 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8611, top5_acc: 0.9875 +2023-12-10 09:29:25,997 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 1 day, 3:45:45, time: 0.643, data_time: 0.183, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.7498, loss: 0.7498 +2023-12-10 09:30:12,054 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 1 day, 3:45:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.8440, loss: 0.8440 +2023-12-10 09:30:58,112 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 1 day, 3:44:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.8387, loss: 0.8387 +2023-12-10 09:31:44,180 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 1 day, 3:43:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8202, loss: 0.8202 +2023-12-10 09:32:30,243 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 1 day, 3:43:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.8186, loss: 0.8186 +2023-12-10 09:33:16,314 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 1 day, 3:42:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.8185, loss: 0.8185 +2023-12-10 09:33:58,291 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 1 day, 3:41:32, time: 0.420, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.8155, loss: 0.8155 +2023-12-10 09:34:32,584 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 1 day, 3:40:30, time: 0.343, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.7889, loss: 0.7889 +2023-12-10 09:35:21,087 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 1 day, 3:39:53, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 0.8502, loss: 0.8502 +2023-12-10 09:36:09,613 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 1 day, 3:39:16, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 0.8255, loss: 0.8255 +2023-12-10 09:36:36,221 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 1 day, 3:38:01, time: 0.266, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.8582, loss: 0.8582 +2023-12-10 09:37:21,012 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 1 day, 3:37:18, time: 0.448, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.8370, loss: 0.8370 +2023-12-10 09:38:07,106 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 1 day, 3:36:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.8018, loss: 0.8018 +2023-12-10 09:38:53,183 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 1 day, 3:35:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.7603, loss: 0.7603 +2023-12-10 09:39:39,200 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 1 day, 3:35:14, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.8567, loss: 0.8567 +2023-12-10 09:40:25,309 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 1 day, 3:34:33, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.8005, loss: 0.8005 +2023-12-10 09:41:11,313 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 1 day, 3:33:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.9441, loss: 0.9441 +2023-12-10 09:41:57,325 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 1 day, 3:33:11, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.7484, loss: 0.7484 +2023-12-10 09:42:43,388 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 1 day, 3:32:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 0.8120, loss: 0.8120 +2023-12-10 09:43:29,378 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 1 day, 3:31:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.9120, loss: 0.9120 +2023-12-10 09:44:15,456 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 1 day, 3:31:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.8480, loss: 0.8480 +2023-12-10 09:45:01,507 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 1 day, 3:30:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.8453, loss: 0.8453 +2023-12-10 09:45:47,594 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 1 day, 3:29:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.8316, loss: 0.8316 +2023-12-10 09:46:12,549 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-10 09:48:53,362 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 09:48:53,444 - pyskl - INFO - +top1_acc 0.8651 +top5_acc 0.9843 +2023-12-10 09:48:53,449 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8651, top5_acc: 0.9843 +2023-12-10 09:49:58,345 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 1 day, 3:28:32, time: 0.649, data_time: 0.188, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.7858, loss: 0.7858 +2023-12-10 09:50:44,399 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 1 day, 3:27:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7774, loss: 0.7774 +2023-12-10 09:51:30,454 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 1 day, 3:27:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 0.7485, loss: 0.7485 +2023-12-10 09:52:16,525 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 1 day, 3:26:29, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 0.8011, loss: 0.8011 +2023-12-10 09:53:02,608 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 1 day, 3:25:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.8335, loss: 0.8335 +2023-12-10 09:53:48,650 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 1 day, 3:25:06, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.7820, loss: 0.7820 +2023-12-10 09:54:34,692 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 1 day, 3:24:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.8225, loss: 0.8225 +2023-12-10 09:55:20,742 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 1 day, 3:23:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8455, loss: 0.8455 +2023-12-10 09:55:50,597 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 1 day, 3:22:35, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.8252, loss: 0.8252 +2023-12-10 09:56:39,324 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 1 day, 3:21:58, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.8409, loss: 0.8409 +2023-12-10 09:57:27,952 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 1 day, 3:21:21, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8395, loss: 0.8395 +2023-12-10 09:57:59,613 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 1 day, 3:20:16, time: 0.317, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 0.7441, loss: 0.7441 +2023-12-10 09:58:40,814 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 1 day, 3:19:26, time: 0.412, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.8487, loss: 0.8487 +2023-12-10 09:59:26,937 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 1 day, 3:18:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 0.8708, loss: 0.8708 +2023-12-10 10:00:13,019 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 1 day, 3:18:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.8059, loss: 0.8059 +2023-12-10 10:00:59,130 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 1 day, 3:17:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7681, loss: 0.7681 +2023-12-10 10:01:45,231 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 1 day, 3:16:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.8267, loss: 0.8267 +2023-12-10 10:02:31,267 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 1 day, 3:16:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.8357, loss: 0.8357 +2023-12-10 10:03:17,296 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 1 day, 3:15:19, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.7907, loss: 0.7907 +2023-12-10 10:04:03,339 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 1 day, 3:14:38, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.8686, loss: 0.8686 +2023-12-10 10:04:49,462 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 1 day, 3:13:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.8147, loss: 0.8147 +2023-12-10 10:05:35,572 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 1 day, 3:13:15, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.8826, loss: 0.8826 +2023-12-10 10:06:21,622 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 1 day, 3:12:34, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9850, loss_cls: 0.8589, loss: 0.8589 +2023-12-10 10:06:46,613 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-10 10:09:28,570 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 10:09:28,652 - pyskl - INFO - +top1_acc 0.8814 +top5_acc 0.9882 +2023-12-10 10:09:28,656 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_53.pth was removed +2023-12-10 10:09:28,786 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2023-12-10 10:09:28,786 - pyskl - INFO - Best top1_acc is 0.8814 at 56 epoch. +2023-12-10 10:09:28,793 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8814, top5_acc: 0.9882 +2023-12-10 10:10:32,687 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 1 day, 3:11:20, time: 0.639, data_time: 0.187, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.7893, loss: 0.7893 +2023-12-10 10:11:18,757 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 1 day, 3:10:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.7298, loss: 0.7298 +2023-12-10 10:12:04,819 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 1 day, 3:09:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.8648, loss: 0.8648 +2023-12-10 10:12:50,875 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 1 day, 3:09:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.8157, loss: 0.8157 +2023-12-10 10:13:36,933 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 1 day, 3:08:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.8006, loss: 0.8006 +2023-12-10 10:14:22,985 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 1 day, 3:07:53, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.8183, loss: 0.8183 +2023-12-10 10:15:09,022 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 1 day, 3:07:12, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.8741, loss: 0.8741 +2023-12-10 10:15:55,090 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 1 day, 3:06:31, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.7679, loss: 0.7679 +2023-12-10 10:16:41,153 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 1 day, 3:05:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.8722, loss: 0.8722 +2023-12-10 10:17:10,399 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 1 day, 3:04:40, time: 0.292, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 0.9031, loss: 0.9031 +2023-12-10 10:17:58,926 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 1 day, 3:04:03, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.8390, loss: 0.8390 +2023-12-10 10:18:47,594 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 1 day, 3:03:26, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.8171, loss: 0.8171 +2023-12-10 10:19:22,488 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 1 day, 3:02:26, time: 0.349, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.8144, loss: 0.8144 +2023-12-10 10:19:59,861 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 1 day, 3:01:31, time: 0.374, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.7495, loss: 0.7495 +2023-12-10 10:20:45,115 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 1 day, 3:00:48, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8921, loss: 0.8921 +2023-12-10 10:21:30,243 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 1 day, 3:00:05, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.8256, loss: 0.8256 +2023-12-10 10:22:15,429 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 1 day, 2:59:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 0.8845, loss: 0.8845 +2023-12-10 10:23:00,624 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 1 day, 2:58:40, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 0.8905, loss: 0.8905 +2023-12-10 10:23:45,752 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 1 day, 2:57:57, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.8129, loss: 0.8129 +2023-12-10 10:24:30,835 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 1 day, 2:57:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.9006, loss: 0.9006 +2023-12-10 10:25:16,030 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 1 day, 2:56:31, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.7762, loss: 0.7762 +2023-12-10 10:26:01,007 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 1 day, 2:55:48, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7697, loss: 0.7697 +2023-12-10 10:26:46,154 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 1 day, 2:55:05, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.8755, loss: 0.8755 +2023-12-10 10:27:10,764 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-10 10:29:52,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 10:29:52,661 - pyskl - INFO - +top1_acc 0.8744 +top5_acc 0.9880 +2023-12-10 10:29:52,665 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8744, top5_acc: 0.9880 +2023-12-10 10:30:56,339 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 1 day, 2:53:51, time: 0.637, data_time: 0.187, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.7438, loss: 0.7438 +2023-12-10 10:31:41,317 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 1 day, 2:53:08, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.8039, loss: 0.8039 +2023-12-10 10:32:26,398 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 1 day, 2:52:25, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.7556, loss: 0.7556 +2023-12-10 10:33:11,398 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 1 day, 2:51:41, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7417, loss: 0.7417 +2023-12-10 10:33:56,455 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 1 day, 2:50:58, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.7537, loss: 0.7537 +2023-12-10 10:34:41,664 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 1 day, 2:50:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.8339, loss: 0.8339 +2023-12-10 10:35:26,733 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 1 day, 2:49:33, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.8600, loss: 0.8600 +2023-12-10 10:36:12,115 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 1 day, 2:48:50, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.8078, loss: 0.8078 +2023-12-10 10:36:57,169 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 1 day, 2:48:07, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 0.7396, loss: 0.7396 +2023-12-10 10:37:42,455 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 1 day, 2:47:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.7689, loss: 0.7689 +2023-12-10 10:38:11,616 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 1 day, 2:46:16, time: 0.292, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.8730, loss: 0.8730 +2023-12-10 10:38:59,715 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 1 day, 2:45:38, time: 0.481, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.8618, loss: 0.8618 +2023-12-10 10:39:48,179 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 1 day, 2:45:00, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.8415, loss: 0.8415 +2023-12-10 10:40:26,807 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 1 day, 2:44:07, time: 0.386, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.7698, loss: 0.7698 +2023-12-10 10:41:00,350 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 1 day, 2:43:06, time: 0.335, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 0.8244, loss: 0.8244 +2023-12-10 10:41:45,500 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 1 day, 2:42:23, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.8017, loss: 0.8017 +2023-12-10 10:42:30,904 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 1 day, 2:41:40, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.8329, loss: 0.8329 +2023-12-10 10:43:16,013 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 1 day, 2:40:57, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.8525, loss: 0.8525 +2023-12-10 10:44:01,132 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 1 day, 2:40:15, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8242, loss: 0.8242 +2023-12-10 10:44:46,382 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 1 day, 2:39:32, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 0.8722, loss: 0.8722 +2023-12-10 10:45:31,806 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 1 day, 2:38:49, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.8313, loss: 0.8313 +2023-12-10 10:46:17,056 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 1 day, 2:38:07, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.8178, loss: 0.8178 +2023-12-10 10:47:02,147 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 1 day, 2:37:24, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9700, loss_cls: 0.8494, loss: 0.8494 +2023-12-10 10:47:26,696 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-10 10:50:08,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 10:50:08,306 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9837 +2023-12-10 10:50:08,312 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8595, top5_acc: 0.9837 +2023-12-10 10:51:12,944 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 1 day, 2:36:11, time: 0.646, data_time: 0.188, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 0.7426, loss: 0.7426 +2023-12-10 10:51:59,035 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 1 day, 2:35:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.7707, loss: 0.7707 +2023-12-10 10:52:45,062 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 1 day, 2:34:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 0.7826, loss: 0.7826 +2023-12-10 10:53:31,115 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 1 day, 2:34:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.7910, loss: 0.7910 +2023-12-10 10:54:17,223 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 1 day, 2:33:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.8372, loss: 0.8372 +2023-12-10 10:55:03,242 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 1 day, 2:32:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.7072, loss: 0.7072 +2023-12-10 10:55:49,290 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 1 day, 2:32:02, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.7666, loss: 0.7666 +2023-12-10 10:56:35,359 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 1 day, 2:31:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.7483, loss: 0.7483 +2023-12-10 10:57:21,462 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 1 day, 2:30:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 0.8380, loss: 0.8380 +2023-12-10 10:58:07,502 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 1 day, 2:29:58, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 0.8826, loss: 0.8826 +2023-12-10 10:58:53,499 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 1 day, 2:29:17, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.7703, loss: 0.7703 +2023-12-10 10:59:27,130 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 1 day, 2:28:16, time: 0.336, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 0.7592, loss: 0.7592 +2023-12-10 11:00:10,780 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 1 day, 2:27:30, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 0.8481, loss: 0.8481 +2023-12-10 11:00:59,424 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 1 day, 2:26:53, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 0.7753, loss: 0.7753 +2023-12-10 11:01:42,269 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 1 day, 2:26:06, time: 0.428, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 0.8108, loss: 0.8108 +2023-12-10 11:02:13,126 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 1 day, 2:25:01, time: 0.309, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.8796, loss: 0.8796 +2023-12-10 11:02:59,270 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 1 day, 2:24:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 0.8121, loss: 0.8121 +2023-12-10 11:03:45,363 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 1 day, 2:23:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.8052, loss: 0.8052 +2023-12-10 11:04:31,455 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 1 day, 2:22:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.8398, loss: 0.8398 +2023-12-10 11:05:17,499 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 1 day, 2:22:16, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.7719, loss: 0.7719 +2023-12-10 11:06:03,577 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 1 day, 2:21:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8760, loss: 0.8760 +2023-12-10 11:06:49,639 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 1 day, 2:20:53, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.7812, loss: 0.7812 +2023-12-10 11:07:35,733 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 1 day, 2:20:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.7706, loss: 0.7706 +2023-12-10 11:08:00,849 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-10 11:10:42,620 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 11:10:42,700 - pyskl - INFO - +top1_acc 0.8606 +top5_acc 0.9851 +2023-12-10 11:10:42,705 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8606, top5_acc: 0.9851 +2023-12-10 11:11:46,737 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 1 day, 2:18:58, time: 0.640, data_time: 0.190, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.7769, loss: 0.7769 +2023-12-10 11:12:31,708 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 1 day, 2:18:15, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9856, loss_cls: 0.7233, loss: 0.7233 +2023-12-10 11:13:16,915 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 1 day, 2:17:32, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7958, loss: 0.7958 +2023-12-10 11:14:01,946 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 1 day, 2:16:49, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.7561, loss: 0.7561 +2023-12-10 11:14:47,126 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 1 day, 2:16:06, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 0.6780, loss: 0.6780 +2023-12-10 11:15:32,093 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 1 day, 2:15:23, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 0.7958, loss: 0.7958 +2023-12-10 11:16:17,065 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 1 day, 2:14:39, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.8037, loss: 0.8037 +2023-12-10 11:17:02,186 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 1 day, 2:13:57, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.7212, loss: 0.7212 +2023-12-10 11:17:47,404 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 1 day, 2:13:14, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.9037, loss: 0.9037 +2023-12-10 11:18:32,720 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 1 day, 2:12:31, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 0.8902, loss: 0.8902 +2023-12-10 11:19:17,755 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 1 day, 2:11:48, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7870, loss: 0.7870 +2023-12-10 11:20:03,041 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 1 day, 2:11:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9738, loss_cls: 0.7881, loss: 0.7881 +2023-12-10 11:20:38,619 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 1 day, 2:10:08, time: 0.356, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.7711, loss: 0.7711 +2023-12-10 11:21:19,462 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 1 day, 2:09:18, time: 0.408, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7835, loss: 0.7835 +2023-12-10 11:22:08,084 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 1 day, 2:08:41, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7963, loss: 0.7963 +2023-12-10 11:22:53,784 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 1 day, 2:07:58, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.7549, loss: 0.7549 +2023-12-10 11:23:21,877 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 1 day, 2:06:50, time: 0.281, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.8546, loss: 0.8546 +2023-12-10 11:24:07,943 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 1 day, 2:06:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 0.7880, loss: 0.7880 +2023-12-10 11:24:54,019 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 1 day, 2:05:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.8319, loss: 0.8319 +2023-12-10 11:25:40,145 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 1 day, 2:04:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7524, loss: 0.7524 +2023-12-10 11:26:26,182 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 1 day, 2:04:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 0.8498, loss: 0.8498 +2023-12-10 11:27:12,316 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 1 day, 2:03:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8679, loss: 0.8679 +2023-12-10 11:27:58,408 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 1 day, 2:02:41, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.8681, loss: 0.8681 +2023-12-10 11:28:23,610 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-10 11:31:05,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 11:31:05,510 - pyskl - INFO - +top1_acc 0.8719 +top5_acc 0.9870 +2023-12-10 11:31:05,515 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8719, top5_acc: 0.9870 +2023-12-10 11:32:09,298 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 1 day, 2:01:27, time: 0.638, data_time: 0.187, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 0.7064, loss: 0.7064 +2023-12-10 11:32:54,499 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 1 day, 2:00:44, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.7495, loss: 0.7495 +2023-12-10 11:33:39,704 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 1 day, 2:00:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.8311, loss: 0.8311 +2023-12-10 11:34:24,840 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 1 day, 1:59:18, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 0.7392, loss: 0.7392 +2023-12-10 11:35:10,017 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 1 day, 1:58:36, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 0.8280, loss: 0.8280 +2023-12-10 11:35:55,125 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 1 day, 1:57:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7881, loss: 0.7881 +2023-12-10 11:36:40,075 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 1 day, 1:57:09, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9738, loss_cls: 0.7809, loss: 0.7809 +2023-12-10 11:37:25,216 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 1 day, 1:56:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 0.7655, loss: 0.7655 +2023-12-10 11:38:10,264 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 1 day, 1:55:43, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 0.7498, loss: 0.7498 +2023-12-10 11:38:55,353 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 1 day, 1:55:00, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 0.7626, loss: 0.7626 +2023-12-10 11:39:40,525 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 1 day, 1:54:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.7918, loss: 0.7918 +2023-12-10 11:40:25,557 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 1 day, 1:53:34, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 0.7675, loss: 0.7675 +2023-12-10 11:41:10,835 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 1 day, 1:52:51, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.7571, loss: 0.7571 +2023-12-10 11:41:49,543 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 1 day, 1:51:59, time: 0.387, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.8455, loss: 0.8455 +2023-12-10 11:42:26,577 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 1 day, 1:51:04, time: 0.370, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8546, loss: 0.8546 +2023-12-10 11:43:15,168 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 1 day, 1:50:26, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9744, loss_cls: 0.7766, loss: 0.7766 +2023-12-10 11:44:03,736 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 1 day, 1:49:48, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 0.7255, loss: 0.7255 +2023-12-10 11:44:29,417 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 1 day, 1:48:37, time: 0.257, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.7407, loss: 0.7407 +2023-12-10 11:45:14,378 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 1 day, 1:47:53, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.8173, loss: 0.8173 +2023-12-10 11:46:00,250 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 1 day, 1:47:11, time: 0.459, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 0.8079, loss: 0.8079 +2023-12-10 11:46:46,366 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 1 day, 1:46:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7863, loss: 0.7863 +2023-12-10 11:47:32,489 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 1 day, 1:45:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 0.8386, loss: 0.8386 +2023-12-10 11:48:18,526 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 1 day, 1:45:07, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8598, loss: 0.8598 +2023-12-10 11:48:43,515 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-10 11:51:24,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 11:51:24,978 - pyskl - INFO - +top1_acc 0.8646 +top5_acc 0.9866 +2023-12-10 11:51:24,984 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8646, top5_acc: 0.9866 +2023-12-10 11:52:29,558 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 1 day, 1:43:54, time: 0.646, data_time: 0.190, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7321, loss: 0.7321 +2023-12-10 11:53:15,714 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 1 day, 1:43:13, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.7150, loss: 0.7150 +2023-12-10 11:54:01,769 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 1 day, 1:42:31, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.7143, loss: 0.7143 +2023-12-10 11:54:47,946 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 1 day, 1:41:50, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.7319, loss: 0.7319 +2023-12-10 11:55:34,033 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 1 day, 1:41:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 0.7065, loss: 0.7065 +2023-12-10 11:56:20,121 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 1 day, 1:40:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.7864, loss: 0.7864 +2023-12-10 11:57:06,221 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 1 day, 1:39:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.7640, loss: 0.7640 +2023-12-10 11:57:52,281 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 1 day, 1:39:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9688, loss_cls: 0.8948, loss: 0.8948 +2023-12-10 11:58:38,365 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 1 day, 1:38:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.8074, loss: 0.8074 +2023-12-10 11:59:24,435 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 1 day, 1:37:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.7717, loss: 0.7717 +2023-12-10 12:00:10,548 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 1 day, 1:36:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 0.7802, loss: 0.7802 +2023-12-10 12:00:56,657 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 1 day, 1:36:17, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.8458, loss: 0.8458 +2023-12-10 12:01:42,789 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 1 day, 1:35:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.8186, loss: 0.8186 +2023-12-10 12:02:28,905 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 1 day, 1:34:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.8333, loss: 0.8333 +2023-12-10 12:03:12,180 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 1 day, 1:34:08, time: 0.433, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.7660, loss: 0.7660 +2023-12-10 12:03:45,157 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 1 day, 1:33:07, time: 0.330, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 0.7970, loss: 0.7970 +2023-12-10 12:04:33,682 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 1 day, 1:32:29, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.7329, loss: 0.7329 +2023-12-10 12:05:22,203 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 1 day, 1:31:51, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7984, loss: 0.7984 +2023-12-10 12:05:50,240 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 1 day, 1:30:44, time: 0.280, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.7625, loss: 0.7625 +2023-12-10 12:06:33,688 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 1 day, 1:29:58, time: 0.434, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.7601, loss: 0.7601 +2023-12-10 12:07:18,913 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 1 day, 1:29:15, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 0.7660, loss: 0.7660 +2023-12-10 12:08:04,203 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 1 day, 1:28:33, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7860, loss: 0.7860 +2023-12-10 12:08:49,616 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 1 day, 1:27:50, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.7197, loss: 0.7197 +2023-12-10 12:09:14,146 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-10 12:11:55,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 12:11:55,722 - pyskl - INFO - +top1_acc 0.8573 +top5_acc 0.9875 +2023-12-10 12:11:55,728 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8573, top5_acc: 0.9875 +2023-12-10 12:12:59,854 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 1 day, 1:26:37, time: 0.641, data_time: 0.189, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.7754, loss: 0.7754 +2023-12-10 12:13:45,111 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 1 day, 1:25:54, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 0.7667, loss: 0.7667 +2023-12-10 12:14:30,114 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 1 day, 1:25:11, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7206, loss: 0.7206 +2023-12-10 12:15:15,363 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 1 day, 1:24:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.6529, loss: 0.6529 +2023-12-10 12:16:00,428 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 1 day, 1:23:45, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.6947, loss: 0.6947 +2023-12-10 12:16:45,576 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 1 day, 1:23:02, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.7409, loss: 0.7409 +2023-12-10 12:17:30,772 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 1 day, 1:22:19, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7402, loss: 0.7402 +2023-12-10 12:18:15,796 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 1 day, 1:21:36, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.8093, loss: 0.8093 +2023-12-10 12:19:00,861 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 1 day, 1:20:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 0.8692, loss: 0.8692 +2023-12-10 12:19:46,055 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 1 day, 1:20:10, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 0.7717, loss: 0.7717 +2023-12-10 12:20:31,309 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 1 day, 1:19:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8159, loss: 0.8159 +2023-12-10 12:21:16,457 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 1 day, 1:18:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 0.7941, loss: 0.7941 +2023-12-10 12:22:01,508 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 1 day, 1:18:01, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7393, loss: 0.7393 +2023-12-10 12:22:46,703 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 1 day, 1:17:18, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 0.8570, loss: 0.8570 +2023-12-10 12:23:31,944 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 1 day, 1:16:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7819, loss: 0.7819 +2023-12-10 12:24:17,103 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 1 day, 1:15:52, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 0.8505, loss: 0.8505 +2023-12-10 12:24:46,945 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 1 day, 1:14:47, time: 0.298, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7946, loss: 0.7946 +2023-12-10 12:25:35,565 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 1 day, 1:14:09, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.7194, loss: 0.7194 +2023-12-10 12:26:24,140 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 1 day, 1:13:31, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.8151, loss: 0.8151 +2023-12-10 12:26:56,179 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 1 day, 1:12:30, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9706, loss_cls: 0.8219, loss: 0.8219 +2023-12-10 12:27:36,268 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 1 day, 1:11:40, time: 0.401, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7588, loss: 0.7588 +2023-12-10 12:28:22,409 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 1 day, 1:10:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.8150, loss: 0.8150 +2023-12-10 12:29:08,525 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 1 day, 1:10:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9806, loss_cls: 0.7110, loss: 0.7110 +2023-12-10 12:29:33,543 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-10 12:32:14,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 12:32:15,060 - pyskl - INFO - +top1_acc 0.8685 +top5_acc 0.9878 +2023-12-10 12:32:15,066 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8685, top5_acc: 0.9878 +2023-12-10 12:33:19,208 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 1 day, 1:09:04, time: 0.641, data_time: 0.190, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.7327, loss: 0.7327 +2023-12-10 12:34:04,295 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 1 day, 1:08:21, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.7090, loss: 0.7090 +2023-12-10 12:34:49,559 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 1 day, 1:07:38, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 0.6778, loss: 0.6778 +2023-12-10 12:35:34,931 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 1 day, 1:06:55, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7687, loss: 0.7687 +2023-12-10 12:36:20,068 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 1 day, 1:06:12, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 0.6716, loss: 0.6716 +2023-12-10 12:37:05,396 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 1 day, 1:05:29, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.6957, loss: 0.6957 +2023-12-10 12:37:50,507 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 1 day, 1:04:46, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.7274, loss: 0.7274 +2023-12-10 12:38:35,758 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 1 day, 1:04:03, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 0.6812, loss: 0.6812 +2023-12-10 12:39:20,978 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 1 day, 1:03:20, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.7095, loss: 0.7095 +2023-12-10 12:40:06,121 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 1 day, 1:02:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 0.8129, loss: 0.8129 +2023-12-10 12:40:51,349 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 1 day, 1:01:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.8149, loss: 0.8149 +2023-12-10 12:41:36,669 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 1 day, 1:01:12, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7520, loss: 0.7520 +2023-12-10 12:42:21,880 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 1 day, 1:00:29, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7399, loss: 0.7399 +2023-12-10 12:43:07,029 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 1 day, 0:59:46, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.7743, loss: 0.7743 +2023-12-10 12:43:52,095 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 1 day, 0:59:02, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7972, loss: 0.7972 +2023-12-10 12:44:37,210 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 1 day, 0:58:19, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.7799, loss: 0.7799 +2023-12-10 12:45:22,249 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 1 day, 0:57:36, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.7441, loss: 0.7441 +2023-12-10 12:45:51,302 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 1 day, 0:56:31, time: 0.291, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.8201, loss: 0.8201 +2023-12-10 12:46:39,823 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 1 day, 0:55:53, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.8851, loss: 0.8851 +2023-12-10 12:47:28,434 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 1 day, 0:55:14, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.8168, loss: 0.8168 +2023-12-10 12:48:04,982 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 1 day, 0:54:20, time: 0.365, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9731, loss_cls: 0.8020, loss: 0.8020 +2023-12-10 12:48:41,289 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 1 day, 0:53:25, time: 0.363, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.8175, loss: 0.8175 +2023-12-10 12:49:27,379 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 1 day, 0:52:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 0.7686, loss: 0.7686 +2023-12-10 12:49:52,348 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-10 12:52:33,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 12:52:33,683 - pyskl - INFO - +top1_acc 0.8844 +top5_acc 0.9873 +2023-12-10 12:52:33,688 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_56.pth was removed +2023-12-10 12:52:33,830 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2023-12-10 12:52:33,830 - pyskl - INFO - Best top1_acc is 0.8844 at 64 epoch. +2023-12-10 12:52:33,837 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8844, top5_acc: 0.9873 +2023-12-10 12:53:38,765 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 1 day, 0:51:32, time: 0.649, data_time: 0.188, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 0.6915, loss: 0.6915 +2023-12-10 12:54:24,892 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 1 day, 0:50:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6667, loss: 0.6667 +2023-12-10 12:55:10,941 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 1 day, 0:50:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6931, loss: 0.6931 +2023-12-10 12:55:57,079 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 1 day, 0:49:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.7810, loss: 0.7810 +2023-12-10 12:56:43,188 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 1 day, 0:48:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.7076, loss: 0.7076 +2023-12-10 12:57:29,280 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 1 day, 0:48:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 0.7107, loss: 0.7107 +2023-12-10 12:58:15,348 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 1 day, 0:47:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.7333, loss: 0.7333 +2023-12-10 12:59:01,455 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 1 day, 0:46:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6730, loss: 0.6730 +2023-12-10 12:59:47,575 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 1 day, 0:45:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.7796, loss: 0.7796 +2023-12-10 13:00:33,617 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 1 day, 0:45:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.8059, loss: 0.8059 +2023-12-10 13:01:19,719 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 1 day, 0:44:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7538, loss: 0.7538 +2023-12-10 13:02:05,818 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 1 day, 0:43:52, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 0.6880, loss: 0.6880 +2023-12-10 13:02:51,904 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 1 day, 0:43:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.7555, loss: 0.7555 +2023-12-10 13:03:37,987 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 1 day, 0:42:28, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.8228, loss: 0.8228 +2023-12-10 13:04:24,052 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 1 day, 0:41:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 0.6463, loss: 0.6463 +2023-12-10 13:05:10,165 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 1 day, 0:41:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.7253, loss: 0.7253 +2023-12-10 13:05:56,238 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 1 day, 0:40:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.7858, loss: 0.7858 +2023-12-10 13:06:42,331 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 1 day, 0:39:41, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.7310, loss: 0.7310 +2023-12-10 13:07:14,127 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 1 day, 0:38:40, time: 0.318, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7826, loss: 0.7826 +2023-12-10 13:07:59,836 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 1 day, 0:37:58, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.8486, loss: 0.8486 +2023-12-10 13:08:48,375 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 1 day, 0:37:19, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.8024, loss: 0.8024 +2023-12-10 13:09:29,364 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 1 day, 0:36:30, time: 0.410, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 0.7970, loss: 0.7970 +2023-12-10 13:10:00,939 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 1 day, 0:35:30, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 0.7690, loss: 0.7690 +2023-12-10 13:10:25,281 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-10 13:13:06,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 13:13:06,812 - pyskl - INFO - +top1_acc 0.8601 +top5_acc 0.9853 +2023-12-10 13:13:06,818 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8601, top5_acc: 0.9853 +2023-12-10 13:14:12,006 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 1 day, 0:34:19, time: 0.652, data_time: 0.191, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 0.7222, loss: 0.7222 +2023-12-10 13:14:58,020 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 1 day, 0:33:37, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6843, loss: 0.6843 +2023-12-10 13:15:44,107 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 1 day, 0:32:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9869, loss_cls: 0.7530, loss: 0.7530 +2023-12-10 13:16:30,191 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 1 day, 0:32:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 0.6897, loss: 0.6897 +2023-12-10 13:17:16,326 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 1 day, 0:31:31, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.7369, loss: 0.7369 +2023-12-10 13:18:02,393 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 1 day, 0:30:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7317, loss: 0.7317 +2023-12-10 13:18:48,494 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 1 day, 0:30:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 0.7279, loss: 0.7279 +2023-12-10 13:19:34,682 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 1 day, 0:29:26, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6863, loss: 0.6863 +2023-12-10 13:20:20,751 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 1 day, 0:28:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.8020, loss: 0.8020 +2023-12-10 13:21:06,875 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 1 day, 0:28:02, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.7067, loss: 0.7067 +2023-12-10 13:21:52,930 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 1 day, 0:27:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.8091, loss: 0.8091 +2023-12-10 13:22:39,039 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 1 day, 0:26:38, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.6584, loss: 0.6584 +2023-12-10 13:23:25,096 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 1 day, 0:25:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.7626, loss: 0.7626 +2023-12-10 13:24:11,087 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 1 day, 0:25:14, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.7887, loss: 0.7887 +2023-12-10 13:24:57,181 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 1 day, 0:24:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.7844, loss: 0.7844 +2023-12-10 13:25:43,283 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 1 day, 0:23:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 0.7391, loss: 0.7391 +2023-12-10 13:26:29,389 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 1 day, 0:23:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.7035, loss: 0.7035 +2023-12-10 13:27:15,448 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 1 day, 0:22:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.7641, loss: 0.7641 +2023-12-10 13:28:01,541 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 1 day, 0:21:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.7216, loss: 0.7216 +2023-12-10 13:28:37,260 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 1 day, 0:20:49, time: 0.357, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.6965, loss: 0.6965 +2023-12-10 13:29:18,726 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 1 day, 0:20:01, time: 0.415, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7460, loss: 0.7460 +2023-12-10 13:30:07,441 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 1 day, 0:19:23, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.7892, loss: 0.7892 +2023-12-10 13:30:52,494 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 1 day, 0:18:39, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7873, loss: 0.7873 +2023-12-10 13:31:05,134 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-10 13:33:45,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 13:33:45,941 - pyskl - INFO - +top1_acc 0.8875 +top5_acc 0.9883 +2023-12-10 13:33:45,946 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_64.pth was removed +2023-12-10 13:33:46,092 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2023-12-10 13:33:46,093 - pyskl - INFO - Best top1_acc is 0.8875 at 66 epoch. +2023-12-10 13:33:46,099 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8875, top5_acc: 0.9883 +2023-12-10 13:34:49,805 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 1 day, 0:17:27, time: 0.637, data_time: 0.189, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 0.6789, loss: 0.6789 +2023-12-10 13:35:34,737 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 1 day, 0:16:43, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 0.6964, loss: 0.6964 +2023-12-10 13:36:19,810 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 1 day, 0:16:00, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 0.6548, loss: 0.6548 +2023-12-10 13:37:05,010 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 1 day, 0:15:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7839, loss: 0.7839 +2023-12-10 13:37:50,063 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 1 day, 0:14:34, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.6874, loss: 0.6874 +2023-12-10 13:38:35,007 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 1 day, 0:13:50, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.7554, loss: 0.7554 +2023-12-10 13:39:20,090 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 1 day, 0:13:07, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.6888, loss: 0.6888 +2023-12-10 13:40:05,195 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 1 day, 0:12:24, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.7187, loss: 0.7187 +2023-12-10 13:40:50,400 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 1 day, 0:11:41, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 0.7626, loss: 0.7626 +2023-12-10 13:41:35,424 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 1 day, 0:10:57, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7759, loss: 0.7759 +2023-12-10 13:42:20,427 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 1 day, 0:10:14, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7534, loss: 0.7534 +2023-12-10 13:43:05,638 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 1 day, 0:09:31, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7328, loss: 0.7328 +2023-12-10 13:43:50,723 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 1 day, 0:08:48, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6715, loss: 0.6715 +2023-12-10 13:44:35,818 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 1 day, 0:08:04, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.7668, loss: 0.7668 +2023-12-10 13:45:20,985 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 1 day, 0:07:21, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6500, loss: 0.6500 +2023-12-10 13:46:05,955 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 1 day, 0:06:38, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6931, loss: 0.6931 +2023-12-10 13:46:50,969 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 1 day, 0:05:54, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7868, loss: 0.7868 +2023-12-10 13:47:36,038 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 1 day, 0:05:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.7392, loss: 0.7392 +2023-12-10 13:48:21,131 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 1 day, 0:04:28, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.7551, loss: 0.7551 +2023-12-10 13:49:06,230 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 1 day, 0:03:45, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7319, loss: 0.7319 +2023-12-10 13:49:44,970 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 1 day, 0:02:54, time: 0.387, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.7077, loss: 0.7077 +2023-12-10 13:50:22,765 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 1 day, 0:02:01, time: 0.378, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.7559, loss: 0.7559 +2023-12-10 13:51:11,179 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 1 day, 0:01:22, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.6991, loss: 0.6991 +2023-12-10 13:51:37,495 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-10 13:54:04,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 13:54:04,351 - pyskl - INFO - +top1_acc 0.8831 +top5_acc 0.9875 +2023-12-10 13:54:04,355 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8831, top5_acc: 0.9875 +2023-12-10 13:55:08,211 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 1 day, 0:00:10, time: 0.638, data_time: 0.187, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.6868, loss: 0.6868 +2023-12-10 13:55:53,408 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 23:59:26, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6428, loss: 0.6428 +2023-12-10 13:56:38,763 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 23:58:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.7215, loss: 0.7215 +2023-12-10 13:57:23,979 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 23:58:00, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 0.7660, loss: 0.7660 +2023-12-10 13:58:08,922 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 23:57:17, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.7110, loss: 0.7110 +2023-12-10 13:58:53,903 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 23:56:34, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.7563, loss: 0.7563 +2023-12-10 13:59:39,036 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 23:55:50, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 0.6409, loss: 0.6409 +2023-12-10 14:00:24,061 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 23:55:07, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9769, loss_cls: 0.6793, loss: 0.6793 +2023-12-10 14:01:09,023 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 23:54:24, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6859, loss: 0.6859 +2023-12-10 14:01:54,098 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 23:53:40, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6926, loss: 0.6926 +2023-12-10 14:02:39,090 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 23:52:57, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 0.6960, loss: 0.6960 +2023-12-10 14:03:24,170 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 23:52:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.7626, loss: 0.7626 +2023-12-10 14:04:09,262 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 23:51:30, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.6887, loss: 0.6887 +2023-12-10 14:04:54,467 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 23:50:47, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.7685, loss: 0.7685 +2023-12-10 14:05:39,635 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 23:50:04, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.6920, loss: 0.6920 +2023-12-10 14:06:24,611 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 23:49:21, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 0.7351, loss: 0.7351 +2023-12-10 14:07:09,605 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 23:48:37, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.7491, loss: 0.7491 +2023-12-10 14:07:54,632 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 23:47:54, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 0.7246, loss: 0.7246 +2023-12-10 14:08:39,761 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 23:47:11, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.7081, loss: 0.7081 +2023-12-10 14:09:24,911 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 23:46:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 0.7552, loss: 0.7552 +2023-12-10 14:10:10,073 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 23:45:44, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 0.7961, loss: 0.7961 +2023-12-10 14:10:51,696 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 23:44:57, time: 0.416, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.8002, loss: 0.8002 +2023-12-10 14:11:25,720 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 23:44:00, time: 0.340, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.7716, loss: 0.7716 +2023-12-10 14:11:51,892 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-10 14:14:16,198 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 14:14:16,280 - pyskl - INFO - +top1_acc 0.8915 +top5_acc 0.9892 +2023-12-10 14:14:16,284 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_66.pth was removed +2023-12-10 14:14:16,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2023-12-10 14:14:16,421 - pyskl - INFO - Best top1_acc is 0.8915 at 68 epoch. +2023-12-10 14:14:16,426 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8915, top5_acc: 0.9892 +2023-12-10 14:15:19,636 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 23:42:47, time: 0.632, data_time: 0.183, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.6727, loss: 0.6727 +2023-12-10 14:16:04,583 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 23:42:03, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 0.5996, loss: 0.5996 +2023-12-10 14:16:49,626 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 23:41:20, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.6687, loss: 0.6687 +2023-12-10 14:17:34,492 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 23:40:36, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.6474, loss: 0.6474 +2023-12-10 14:18:19,560 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 23:39:53, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 0.6498, loss: 0.6498 +2023-12-10 14:19:04,665 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 23:39:10, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.7798, loss: 0.7798 +2023-12-10 14:19:49,848 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 23:38:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6946, loss: 0.6946 +2023-12-10 14:20:34,875 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 23:37:43, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6956, loss: 0.6956 +2023-12-10 14:21:19,925 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 23:37:00, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.7385, loss: 0.7385 +2023-12-10 14:22:04,905 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 23:36:17, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.7216, loss: 0.7216 +2023-12-10 14:22:49,889 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 23:35:33, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.7256, loss: 0.7256 +2023-12-10 14:23:34,919 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 23:34:50, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.7432, loss: 0.7432 +2023-12-10 14:24:20,000 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 23:34:06, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7267, loss: 0.7267 +2023-12-10 14:25:05,039 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 23:33:23, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6883, loss: 0.6883 +2023-12-10 14:25:50,043 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 23:32:40, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.7957, loss: 0.7957 +2023-12-10 14:26:35,090 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 23:31:56, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 0.7329, loss: 0.7329 +2023-12-10 14:27:20,200 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 23:31:13, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7752, loss: 0.7752 +2023-12-10 14:28:05,372 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 23:30:30, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.7118, loss: 0.7118 +2023-12-10 14:28:50,462 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 23:29:47, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6688, loss: 0.6688 +2023-12-10 14:29:35,474 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 23:29:03, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6706, loss: 0.6706 +2023-12-10 14:30:20,597 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 23:28:20, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7880, loss: 0.7880 +2023-12-10 14:31:05,848 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 23:27:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7480, loss: 0.7480 +2023-12-10 14:31:50,875 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 23:26:53, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6816, loss: 0.6816 +2023-12-10 14:32:03,812 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-10 14:34:31,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 14:34:31,757 - pyskl - INFO - +top1_acc 0.8808 +top5_acc 0.9890 +2023-12-10 14:34:31,763 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8808, top5_acc: 0.9890 +2023-12-10 14:35:37,870 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 23:25:44, time: 0.661, data_time: 0.187, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6787, loss: 0.6787 +2023-12-10 14:36:25,264 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 23:25:03, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.6767, loss: 0.6767 +2023-12-10 14:37:12,710 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 23:24:22, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.7306, loss: 0.7306 +2023-12-10 14:38:00,174 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 23:23:42, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.7080, loss: 0.7080 +2023-12-10 14:38:47,644 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 23:23:01, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.6911, loss: 0.6911 +2023-12-10 14:39:35,082 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 23:22:21, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9769, loss_cls: 0.7007, loss: 0.7007 +2023-12-10 14:40:22,499 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 23:21:40, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7405, loss: 0.7405 +2023-12-10 14:41:09,799 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 23:20:59, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 0.6559, loss: 0.6559 +2023-12-10 14:41:57,179 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 23:20:19, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 0.6773, loss: 0.6773 +2023-12-10 14:42:44,500 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 23:19:38, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.7613, loss: 0.7613 +2023-12-10 14:43:31,937 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 23:18:57, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.6980, loss: 0.6980 +2023-12-10 14:44:19,428 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 23:18:17, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6729, loss: 0.6729 +2023-12-10 14:45:06,958 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 23:17:36, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.7715, loss: 0.7715 +2023-12-10 14:45:54,224 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 23:16:55, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 0.7364, loss: 0.7364 +2023-12-10 14:46:41,695 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 23:16:14, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 0.7850, loss: 0.7850 +2023-12-10 14:47:29,198 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 23:15:34, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7363, loss: 0.7363 +2023-12-10 14:48:16,558 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 23:14:53, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 0.7216, loss: 0.7216 +2023-12-10 14:49:04,040 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 23:14:12, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.7157, loss: 0.7157 +2023-12-10 14:49:51,368 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 23:13:32, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.7771, loss: 0.7771 +2023-12-10 14:50:38,845 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 23:12:51, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9725, loss_cls: 0.7793, loss: 0.7793 +2023-12-10 14:51:26,278 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 23:12:10, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.7777, loss: 0.7777 +2023-12-10 14:52:13,634 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 23:11:29, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6210, loss: 0.6210 +2023-12-10 14:53:00,979 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 23:10:48, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.7358, loss: 0.7358 +2023-12-10 14:53:26,572 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-10 14:55:54,897 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 14:55:54,982 - pyskl - INFO - +top1_acc 0.8860 +top5_acc 0.9881 +2023-12-10 14:55:54,988 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8860, top5_acc: 0.9881 +2023-12-10 14:57:00,538 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 23:09:38, time: 0.655, data_time: 0.181, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9806, loss_cls: 0.6100, loss: 0.6100 +2023-12-10 14:57:47,852 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 23:08:57, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 0.6198, loss: 0.6198 +2023-12-10 14:58:35,198 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 23:08:16, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.6962, loss: 0.6962 +2023-12-10 14:59:22,593 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 23:07:35, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6831, loss: 0.6831 +2023-12-10 15:00:09,977 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 23:06:55, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6901, loss: 0.6901 +2023-12-10 15:00:57,338 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 23:06:14, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.6881, loss: 0.6881 +2023-12-10 15:01:44,848 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 23:05:33, time: 0.475, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.7844, loss: 0.7844 +2023-12-10 15:02:32,201 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 23:04:52, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9888, loss_cls: 0.7337, loss: 0.7337 +2023-12-10 15:03:19,586 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 23:04:11, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6407, loss: 0.6407 +2023-12-10 15:04:07,006 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 23:03:30, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 0.8113, loss: 0.8113 +2023-12-10 15:04:54,439 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 23:02:50, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.7151, loss: 0.7151 +2023-12-10 15:05:41,820 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 23:02:09, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6650, loss: 0.6650 +2023-12-10 15:06:29,181 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 23:01:28, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.7205, loss: 0.7205 +2023-12-10 15:07:16,562 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 23:00:47, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.6252, loss: 0.6252 +2023-12-10 15:08:03,890 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 23:00:06, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.7004, loss: 0.7004 +2023-12-10 15:08:51,159 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 22:59:25, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.6184, loss: 0.6184 +2023-12-10 15:09:38,547 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 22:58:44, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.6184, loss: 0.6184 +2023-12-10 15:10:25,898 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 22:58:03, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.7622, loss: 0.7622 +2023-12-10 15:11:13,310 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 22:57:22, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6656, loss: 0.6656 +2023-12-10 15:12:00,738 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 22:56:41, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.6855, loss: 0.6855 +2023-12-10 15:12:48,146 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 22:56:00, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8038, loss: 0.8038 +2023-12-10 15:13:35,428 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 22:55:19, time: 0.473, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 0.7775, loss: 0.7775 +2023-12-10 15:14:22,837 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 22:54:38, time: 0.474, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.6480, loss: 0.6480 +2023-12-10 15:14:36,284 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-10 15:16:05,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 15:16:05,741 - pyskl - INFO - +top1_acc 0.8999 +top5_acc 0.9907 +2023-12-10 15:16:05,746 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_68.pth was removed +2023-12-10 15:16:05,869 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2023-12-10 15:16:05,869 - pyskl - INFO - Best top1_acc is 0.8999 at 71 epoch. +2023-12-10 15:16:05,874 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8999, top5_acc: 0.9907 +2023-12-10 15:16:46,949 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 22:53:00, time: 0.411, data_time: 0.184, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.6464, loss: 0.6464 +2023-12-10 15:17:09,549 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 22:51:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.6056, loss: 0.6056 +2023-12-10 15:17:32,106 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 22:50:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6646, loss: 0.6646 +2023-12-10 15:17:54,687 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 22:49:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.6620, loss: 0.6620 +2023-12-10 15:18:17,313 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 22:48:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.6397, loss: 0.6397 +2023-12-10 15:18:39,818 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 22:47:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6641, loss: 0.6641 +2023-12-10 15:19:02,420 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 22:46:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 0.7061, loss: 0.7061 +2023-12-10 15:19:25,056 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 22:45:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7439, loss: 0.7439 +2023-12-10 15:19:47,653 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 22:43:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.6841, loss: 0.6841 +2023-12-10 15:20:10,302 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 22:42:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6593, loss: 0.6593 +2023-12-10 15:20:32,964 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 22:41:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.7758, loss: 0.7758 +2023-12-10 15:20:55,614 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 22:40:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6823, loss: 0.6823 +2023-12-10 15:21:18,308 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 22:39:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.6404, loss: 0.6404 +2023-12-10 15:21:41,028 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 22:38:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7776, loss: 0.7776 +2023-12-10 15:22:03,616 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 22:37:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.7179, loss: 0.7179 +2023-12-10 15:22:26,278 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 22:35:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.6861, loss: 0.6861 +2023-12-10 15:22:48,755 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 22:34:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7478, loss: 0.7478 +2023-12-10 15:23:11,383 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 22:33:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 0.7532, loss: 0.7532 +2023-12-10 15:23:34,159 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 22:32:36, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6320, loss: 0.6320 +2023-12-10 15:23:56,778 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 22:31:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.7090, loss: 0.7090 +2023-12-10 15:24:19,426 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 22:30:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7284, loss: 0.7284 +2023-12-10 15:24:42,257 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 22:29:14, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7575, loss: 0.7575 +2023-12-10 15:25:04,893 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 22:28:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.7116, loss: 0.7116 +2023-12-10 15:25:17,400 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-10 15:26:46,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 15:26:46,590 - pyskl - INFO - +top1_acc 0.8792 +top5_acc 0.9880 +2023-12-10 15:26:46,595 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8792, top5_acc: 0.9880 +2023-12-10 15:27:27,356 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 22:26:31, time: 0.408, data_time: 0.183, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.5672, loss: 0.5672 +2023-12-10 15:27:49,817 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 22:25:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6396, loss: 0.6396 +2023-12-10 15:28:12,439 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 22:24:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5885, loss: 0.5885 +2023-12-10 15:28:35,097 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 22:23:09, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.6520, loss: 0.6520 +2023-12-10 15:28:57,737 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 22:22:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 0.6675, loss: 0.6675 +2023-12-10 15:29:20,421 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 22:20:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6726, loss: 0.6726 +2023-12-10 15:29:43,041 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 22:19:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 0.6263, loss: 0.6263 +2023-12-10 15:30:05,670 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 22:18:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6621, loss: 0.6621 +2023-12-10 15:30:28,414 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 22:17:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.6842, loss: 0.6842 +2023-12-10 15:30:51,112 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 22:16:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.7128, loss: 0.7128 +2023-12-10 15:31:13,829 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 22:15:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 0.7078, loss: 0.7078 +2023-12-10 15:31:36,615 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 22:14:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 0.7326, loss: 0.7326 +2023-12-10 15:31:59,161 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 22:13:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6729, loss: 0.6729 +2023-12-10 15:32:21,778 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 22:12:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.6865, loss: 0.6865 +2023-12-10 15:32:44,432 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 22:10:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.6665, loss: 0.6665 +2023-12-10 15:33:07,018 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 22:09:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.6909, loss: 0.6909 +2023-12-10 15:33:29,681 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 22:08:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6796, loss: 0.6796 +2023-12-10 15:33:52,355 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 22:07:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7432, loss: 0.7432 +2023-12-10 15:34:15,029 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 22:06:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6997, loss: 0.6997 +2023-12-10 15:34:37,781 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 22:05:24, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.6979, loss: 0.6979 +2023-12-10 15:35:00,458 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 22:04:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.7683, loss: 0.7683 +2023-12-10 15:35:23,093 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 22:03:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.7213, loss: 0.7213 +2023-12-10 15:35:45,701 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 22:02:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6828, loss: 0.6828 +2023-12-10 15:35:58,286 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-10 15:37:27,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 15:37:27,293 - pyskl - INFO - +top1_acc 0.8930 +top5_acc 0.9908 +2023-12-10 15:37:27,298 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8930, top5_acc: 0.9908 +2023-12-10 15:38:08,181 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 22:00:31, time: 0.409, data_time: 0.183, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.6600, loss: 0.6600 +2023-12-10 15:38:30,803 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 21:59:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6611, loss: 0.6611 +2023-12-10 15:38:53,370 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 21:58:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.6459, loss: 0.6459 +2023-12-10 15:39:15,996 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 21:57:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 0.6138, loss: 0.6138 +2023-12-10 15:39:38,742 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 21:56:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.6791, loss: 0.6791 +2023-12-10 15:40:01,466 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 21:55:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.6100, loss: 0.6100 +2023-12-10 15:40:24,226 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 21:53:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6539, loss: 0.6539 +2023-12-10 15:40:46,879 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 21:52:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.6471, loss: 0.6471 +2023-12-10 15:41:09,564 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 21:51:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 0.6655, loss: 0.6655 +2023-12-10 15:41:32,127 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 21:50:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 0.6905, loss: 0.6905 +2023-12-10 15:41:54,767 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 21:49:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6687, loss: 0.6687 +2023-12-10 15:42:17,499 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 21:48:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 0.6857, loss: 0.6857 +2023-12-10 15:42:40,045 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 21:47:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 0.7461, loss: 0.7461 +2023-12-10 15:43:02,754 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 21:46:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6777, loss: 0.6777 +2023-12-10 15:43:25,367 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 21:45:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7800, loss: 0.7800 +2023-12-10 15:43:48,088 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 21:44:07, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.6624, loss: 0.6624 +2023-12-10 15:44:10,736 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 21:43:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.7026, loss: 0.7026 +2023-12-10 15:44:33,424 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 21:41:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.7083, loss: 0.7083 +2023-12-10 15:44:56,057 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 21:40:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.7679, loss: 0.7679 +2023-12-10 15:45:18,848 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 21:39:46, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.6369, loss: 0.6369 +2023-12-10 15:45:41,484 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 21:38:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.6950, loss: 0.6950 +2023-12-10 15:46:04,187 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 21:37:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 0.6838, loss: 0.6838 +2023-12-10 15:46:26,842 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 21:36:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 0.7030, loss: 0.7030 +2023-12-10 15:46:39,444 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-10 15:48:08,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 15:48:08,457 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9899 +2023-12-10 15:48:08,461 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_71.pth was removed +2023-12-10 15:48:08,583 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2023-12-10 15:48:08,584 - pyskl - INFO - Best top1_acc is 0.9027 at 74 epoch. +2023-12-10 15:48:08,589 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.9027, top5_acc: 0.9899 +2023-12-10 15:48:49,283 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 21:34:58, time: 0.407, data_time: 0.180, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 0.6626, loss: 0.6626 +2023-12-10 15:49:11,920 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 21:33:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5988, loss: 0.5988 +2023-12-10 15:49:34,535 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 21:32:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.6511, loss: 0.6511 +2023-12-10 15:49:57,208 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 21:31:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.6036, loss: 0.6036 +2023-12-10 15:50:19,829 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 21:30:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.6275, loss: 0.6275 +2023-12-10 15:50:42,581 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 21:29:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6623, loss: 0.6623 +2023-12-10 15:51:05,320 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 21:28:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6536, loss: 0.6536 +2023-12-10 15:51:28,070 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 21:27:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 0.7215, loss: 0.7215 +2023-12-10 15:51:50,662 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 21:26:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.6838, loss: 0.6838 +2023-12-10 15:52:13,413 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 21:25:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.6718, loss: 0.6718 +2023-12-10 15:52:36,170 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 21:24:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6689, loss: 0.6689 +2023-12-10 15:52:58,889 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 21:23:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 0.7160, loss: 0.7160 +2023-12-10 15:53:21,646 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 21:22:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6255, loss: 0.6255 +2023-12-10 15:53:44,361 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 21:21:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 0.7124, loss: 0.7124 +2023-12-10 15:54:07,084 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 21:19:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 0.6906, loss: 0.6906 +2023-12-10 15:54:29,755 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 21:18:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 0.6725, loss: 0.6725 +2023-12-10 15:54:52,428 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 21:17:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 0.6130, loss: 0.6130 +2023-12-10 15:55:15,137 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 21:16:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.7066, loss: 0.7066 +2023-12-10 15:55:37,835 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 21:15:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.5920, loss: 0.5920 +2023-12-10 15:56:00,535 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 21:14:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6781, loss: 0.6781 +2023-12-10 15:56:23,253 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 21:13:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.6824, loss: 0.6824 +2023-12-10 15:56:45,925 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 21:12:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 0.7145, loss: 0.7145 +2023-12-10 15:57:08,620 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 21:11:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6979, loss: 0.6979 +2023-12-10 15:57:21,128 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-10 15:58:49,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 15:58:49,595 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9895 +2023-12-10 15:58:49,599 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8900, top5_acc: 0.9895 +2023-12-10 15:59:30,329 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 21:09:53, time: 0.407, data_time: 0.181, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6174, loss: 0.6174 +2023-12-10 15:59:52,957 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 21:08:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6241, loss: 0.6241 +2023-12-10 16:00:15,632 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 21:07:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 0.6104, loss: 0.6104 +2023-12-10 16:00:38,348 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 21:06:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 0.6734, loss: 0.6734 +2023-12-10 16:01:01,040 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 21:05:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.6278, loss: 0.6278 +2023-12-10 16:01:23,567 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 21:04:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9875, loss_cls: 0.7043, loss: 0.7043 +2023-12-10 16:01:46,135 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 21:03:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.6261, loss: 0.6261 +2023-12-10 16:02:08,762 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 21:02:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 0.6915, loss: 0.6915 +2023-12-10 16:02:31,410 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 21:01:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 0.7367, loss: 0.7367 +2023-12-10 16:02:54,153 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 21:00:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.6734, loss: 0.6734 +2023-12-10 16:03:16,794 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 20:59:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6842, loss: 0.6842 +2023-12-10 16:03:39,407 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 20:58:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6523, loss: 0.6523 +2023-12-10 16:04:02,004 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 20:57:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6650, loss: 0.6650 +2023-12-10 16:04:24,672 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 20:56:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6550, loss: 0.6550 +2023-12-10 16:04:47,339 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 20:55:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 0.6789, loss: 0.6789 +2023-12-10 16:05:10,025 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 20:54:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.6408, loss: 0.6408 +2023-12-10 16:05:32,708 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 20:52:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 0.7300, loss: 0.7300 +2023-12-10 16:05:55,311 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 20:51:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.7214, loss: 0.7214 +2023-12-10 16:06:17,935 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 20:50:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.7250, loss: 0.7250 +2023-12-10 16:06:40,607 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 20:49:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.7430, loss: 0.7430 +2023-12-10 16:07:03,353 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 20:48:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.7927, loss: 0.7927 +2023-12-10 16:07:26,131 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 20:47:45, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 0.6326, loss: 0.6326 +2023-12-10 16:07:48,790 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 20:46:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 0.7255, loss: 0.7255 +2023-12-10 16:08:01,432 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-10 16:09:30,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 16:09:30,421 - pyskl - INFO - +top1_acc 0.8868 +top5_acc 0.9895 +2023-12-10 16:09:30,426 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8868, top5_acc: 0.9895 +2023-12-10 16:10:11,844 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 20:45:13, time: 0.414, data_time: 0.187, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.6630, loss: 0.6630 +2023-12-10 16:10:34,568 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 20:44:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.6268, loss: 0.6268 +2023-12-10 16:10:57,290 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 20:43:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.6201, loss: 0.6201 +2023-12-10 16:11:20,072 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 20:42:05, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 0.6856, loss: 0.6856 +2023-12-10 16:11:42,787 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 20:41:03, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6641, loss: 0.6641 +2023-12-10 16:12:05,557 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 20:40:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6657, loss: 0.6657 +2023-12-10 16:12:28,386 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 20:38:58, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.5965, loss: 0.5965 +2023-12-10 16:12:51,070 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 20:37:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.5984, loss: 0.5984 +2023-12-10 16:13:13,808 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 20:36:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6844, loss: 0.6844 +2023-12-10 16:13:36,533 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 20:35:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.6717, loss: 0.6717 +2023-12-10 16:13:59,137 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 20:34:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5722, loss: 0.5722 +2023-12-10 16:14:21,811 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 20:33:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9756, loss_cls: 0.6767, loss: 0.6767 +2023-12-10 16:14:44,418 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 20:32:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6648, loss: 0.6648 +2023-12-10 16:15:07,060 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 20:31:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6467, loss: 0.6467 +2023-12-10 16:15:29,690 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 20:30:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.7044, loss: 0.7044 +2023-12-10 16:15:52,303 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 20:29:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6422, loss: 0.6422 +2023-12-10 16:16:15,109 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 20:28:37, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.6954, loss: 0.6954 +2023-12-10 16:16:37,662 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 20:27:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.7362, loss: 0.7362 +2023-12-10 16:17:00,320 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 20:26:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.6763, loss: 0.6763 +2023-12-10 16:17:22,918 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 20:25:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 0.7263, loss: 0.7263 +2023-12-10 16:17:45,566 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 20:24:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 0.6478, loss: 0.6478 +2023-12-10 16:18:08,221 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 20:23:28, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 0.7092, loss: 0.7092 +2023-12-10 16:18:30,935 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 20:22:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.6334, loss: 0.6334 +2023-12-10 16:18:43,475 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-10 16:20:12,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 16:20:12,565 - pyskl - INFO - +top1_acc 0.8936 +top5_acc 0.9901 +2023-12-10 16:20:12,571 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8936, top5_acc: 0.9901 +2023-12-10 16:20:53,192 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 20:20:57, time: 0.406, data_time: 0.180, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.6061, loss: 0.6061 +2023-12-10 16:21:15,897 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 20:19:56, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 0.6255, loss: 0.6255 +2023-12-10 16:21:38,501 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 20:18:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 0.5786, loss: 0.5786 +2023-12-10 16:22:01,308 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 20:17:53, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5979, loss: 0.5979 +2023-12-10 16:22:23,933 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 20:16:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 0.6261, loss: 0.6261 +2023-12-10 16:22:46,533 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 20:15:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.6272, loss: 0.6272 +2023-12-10 16:23:09,205 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 20:14:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6458, loss: 0.6458 +2023-12-10 16:23:31,850 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 20:13:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5840, loss: 0.5840 +2023-12-10 16:23:54,538 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 20:12:46, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.6376, loss: 0.6376 +2023-12-10 16:24:17,205 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 20:11:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.6810, loss: 0.6810 +2023-12-10 16:24:39,832 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 20:10:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.6030, loss: 0.6030 +2023-12-10 16:25:02,460 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 20:09:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6343, loss: 0.6343 +2023-12-10 16:25:25,138 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 20:08:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6643, loss: 0.6643 +2023-12-10 16:25:47,741 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 20:07:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6096, loss: 0.6096 +2023-12-10 16:26:10,353 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 20:06:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7249, loss: 0.7249 +2023-12-10 16:26:32,998 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 20:05:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 0.6534, loss: 0.6534 +2023-12-10 16:26:55,647 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 20:04:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 0.6343, loss: 0.6343 +2023-12-10 16:27:18,256 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 20:03:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 0.6757, loss: 0.6757 +2023-12-10 16:27:40,926 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 20:02:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.6932, loss: 0.6932 +2023-12-10 16:28:03,576 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 20:01:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 0.6712, loss: 0.6712 +2023-12-10 16:28:26,157 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 20:00:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6367, loss: 0.6367 +2023-12-10 16:28:48,856 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 19:59:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.6896, loss: 0.6896 +2023-12-10 16:29:11,614 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 19:58:32, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9775, loss_cls: 0.6958, loss: 0.6958 +2023-12-10 16:29:24,229 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-10 16:30:52,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 16:30:53,082 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9892 +2023-12-10 16:30:53,088 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8965, top5_acc: 0.9892 +2023-12-10 16:31:34,439 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 19:57:05, time: 0.413, data_time: 0.186, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5727, loss: 0.5727 +2023-12-10 16:31:56,976 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 19:56:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6119, loss: 0.6119 +2023-12-10 16:32:19,522 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 19:55:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.6468, loss: 0.6468 +2023-12-10 16:32:42,157 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 19:54:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.6839, loss: 0.6839 +2023-12-10 16:33:04,774 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 19:53:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.5915, loss: 0.5915 +2023-12-10 16:33:27,523 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 19:52:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6522, loss: 0.6522 +2023-12-10 16:33:50,171 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 19:51:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.6560, loss: 0.6560 +2023-12-10 16:34:12,895 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 19:50:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.6459, loss: 0.6459 +2023-12-10 16:34:35,605 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 19:49:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.6379, loss: 0.6379 +2023-12-10 16:34:58,272 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 19:48:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.6714, loss: 0.6714 +2023-12-10 16:35:20,912 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 19:47:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.6088, loss: 0.6088 +2023-12-10 16:35:43,525 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 19:46:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.6299, loss: 0.6299 +2023-12-10 16:36:06,125 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 19:45:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.6875, loss: 0.6875 +2023-12-10 16:36:28,743 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 19:44:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9931, loss_cls: 0.6158, loss: 0.6158 +2023-12-10 16:36:51,369 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 19:43:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.6421, loss: 0.6421 +2023-12-10 16:37:13,956 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 19:42:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 0.6391, loss: 0.6391 +2023-12-10 16:37:36,626 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 19:41:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 0.7035, loss: 0.7035 +2023-12-10 16:37:59,243 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 19:40:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 0.5701, loss: 0.5701 +2023-12-10 16:38:21,780 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 19:39:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.6926, loss: 0.6926 +2023-12-10 16:38:44,455 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 19:38:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9819, loss_cls: 0.6606, loss: 0.6606 +2023-12-10 16:39:07,165 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 19:37:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9812, loss_cls: 0.6337, loss: 0.6337 +2023-12-10 16:39:29,881 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 19:36:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9888, loss_cls: 0.6872, loss: 0.6872 +2023-12-10 16:39:52,594 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 19:35:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.6808, loss: 0.6808 +2023-12-10 16:40:05,171 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-10 16:41:34,036 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 16:41:34,123 - pyskl - INFO - +top1_acc 0.9072 +top5_acc 0.9913 +2023-12-10 16:41:34,127 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_74.pth was removed +2023-12-10 16:41:34,252 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2023-12-10 16:41:34,253 - pyskl - INFO - Best top1_acc is 0.9072 at 79 epoch. +2023-12-10 16:41:34,258 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.9072, top5_acc: 0.9913 +2023-12-10 16:42:14,778 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 19:33:34, time: 0.405, data_time: 0.179, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.5091, loss: 0.5091 +2023-12-10 16:42:37,450 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 19:32:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.5730, loss: 0.5730 +2023-12-10 16:43:00,071 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 19:31:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 0.5410, loss: 0.5410 +2023-12-10 16:43:22,701 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 19:30:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 0.6033, loss: 0.6033 +2023-12-10 16:43:45,303 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 19:29:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 0.6545, loss: 0.6545 +2023-12-10 16:44:08,021 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 19:28:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 0.6305, loss: 0.6305 +2023-12-10 16:44:30,681 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 19:27:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.6058, loss: 0.6058 +2023-12-10 16:44:53,321 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 19:26:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6153, loss: 0.6153 +2023-12-10 16:45:15,857 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 19:25:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6515, loss: 0.6515 +2023-12-10 16:45:38,619 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 19:24:39, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.6508, loss: 0.6508 +2023-12-10 16:46:01,189 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 19:23:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.6528, loss: 0.6528 +2023-12-10 16:46:23,957 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 19:22:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.6212, loss: 0.6212 +2023-12-10 16:46:46,694 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 19:21:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.6158, loss: 0.6158 +2023-12-10 16:47:09,291 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 19:20:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6739, loss: 0.6739 +2023-12-10 16:47:31,974 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 19:19:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.6382, loss: 0.6382 +2023-12-10 16:47:54,623 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 19:18:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6562, loss: 0.6562 +2023-12-10 16:48:17,317 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 19:17:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.6102, loss: 0.6102 +2023-12-10 16:48:39,803 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 19:16:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.7189, loss: 0.7189 +2023-12-10 16:49:02,453 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 19:15:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.6097, loss: 0.6097 +2023-12-10 16:49:25,159 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 19:14:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6302, loss: 0.6302 +2023-12-10 16:49:47,870 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 19:13:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.6830, loss: 0.6830 +2023-12-10 16:50:10,462 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 19:12:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5892, loss: 0.5892 +2023-12-10 16:50:33,127 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 19:11:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.6200, loss: 0.6200 +2023-12-10 16:50:45,749 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-10 16:52:15,010 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 16:52:15,091 - pyskl - INFO - +top1_acc 0.9085 +top5_acc 0.9907 +2023-12-10 16:52:15,095 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_79.pth was removed +2023-12-10 16:52:15,219 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2023-12-10 16:52:15,220 - pyskl - INFO - Best top1_acc is 0.9085 at 80 epoch. +2023-12-10 16:52:15,225 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.9085, top5_acc: 0.9907 +2023-12-10 16:52:56,060 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 19:10:26, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5184, loss: 0.5184 +2023-12-10 16:53:18,693 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 19:09:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5568, loss: 0.5568 +2023-12-10 16:53:41,256 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 19:08:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.5928, loss: 0.5928 +2023-12-10 16:54:03,937 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 19:07:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.5723, loss: 0.5723 +2023-12-10 16:54:26,512 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 19:06:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5567, loss: 0.5567 +2023-12-10 16:54:49,092 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 19:05:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5750, loss: 0.5750 +2023-12-10 16:55:11,676 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 19:04:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 0.6626, loss: 0.6626 +2023-12-10 16:55:34,232 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 19:03:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5850, loss: 0.5850 +2023-12-10 16:55:56,955 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 19:02:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 0.5899, loss: 0.5899 +2023-12-10 16:56:19,564 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 19:01:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.6623, loss: 0.6623 +2023-12-10 16:56:42,237 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 19:00:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 0.6684, loss: 0.6684 +2023-12-10 16:57:04,856 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 18:59:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.7043, loss: 0.7043 +2023-12-10 16:57:27,488 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 18:58:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 0.6132, loss: 0.6132 +2023-12-10 16:57:50,111 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 18:57:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.6004, loss: 0.6004 +2023-12-10 16:58:12,667 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 18:56:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6722, loss: 0.6722 +2023-12-10 16:58:35,390 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 18:55:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.6823, loss: 0.6823 +2023-12-10 16:58:57,958 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 18:54:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.5950, loss: 0.5950 +2023-12-10 16:59:20,507 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 18:53:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 0.6088, loss: 0.6088 +2023-12-10 16:59:43,065 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 18:52:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6294, loss: 0.6294 +2023-12-10 17:00:05,697 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 18:51:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 0.6221, loss: 0.6221 +2023-12-10 17:00:28,359 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 18:50:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.6232, loss: 0.6232 +2023-12-10 17:00:50,947 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 18:49:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.6217, loss: 0.6217 +2023-12-10 17:01:13,625 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 18:49:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.5534, loss: 0.5534 +2023-12-10 17:01:26,226 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-10 17:02:55,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 17:02:55,160 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9907 +2023-12-10 17:02:55,164 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8937, top5_acc: 0.9907 +2023-12-10 17:03:35,701 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 18:47:37, time: 0.405, data_time: 0.180, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.5246, loss: 0.5246 +2023-12-10 17:03:58,469 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 18:46:40, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 0.5815, loss: 0.5815 +2023-12-10 17:04:21,070 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 18:45:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 0.5664, loss: 0.5664 +2023-12-10 17:04:43,730 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 18:44:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 0.6265, loss: 0.6265 +2023-12-10 17:05:06,327 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 18:43:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.5626, loss: 0.5626 +2023-12-10 17:05:28,958 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 18:42:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.5169, loss: 0.5169 +2023-12-10 17:05:51,719 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 18:41:51, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5765, loss: 0.5765 +2023-12-10 17:06:14,468 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 18:40:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5827, loss: 0.5827 +2023-12-10 17:06:37,246 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 18:39:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5403, loss: 0.5403 +2023-12-10 17:06:59,947 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 18:38:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.6066, loss: 0.6066 +2023-12-10 17:07:22,718 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 18:38:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5606, loss: 0.5606 +2023-12-10 17:07:45,301 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 18:37:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.6889, loss: 0.6889 +2023-12-10 17:08:08,002 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 18:36:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.6213, loss: 0.6213 +2023-12-10 17:08:30,604 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 18:35:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.6331, loss: 0.6331 +2023-12-10 17:08:53,322 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 18:34:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6542, loss: 0.6542 +2023-12-10 17:09:16,014 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 18:33:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5495, loss: 0.5495 +2023-12-10 17:09:38,624 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 18:32:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6124, loss: 0.6124 +2023-12-10 17:10:01,258 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 18:31:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5509, loss: 0.5509 +2023-12-10 17:10:23,963 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 18:30:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6578, loss: 0.6578 +2023-12-10 17:10:46,615 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 18:29:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.6220, loss: 0.6220 +2023-12-10 17:11:09,291 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 18:28:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.6597, loss: 0.6597 +2023-12-10 17:11:32,026 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 18:27:30, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6396, loss: 0.6396 +2023-12-10 17:11:54,764 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 18:26:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6812, loss: 0.6812 +2023-12-10 17:12:07,399 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-10 17:13:36,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 17:13:36,693 - pyskl - INFO - +top1_acc 0.8875 +top5_acc 0.9871 +2023-12-10 17:13:36,699 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8875, top5_acc: 0.9871 +2023-12-10 17:14:17,201 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 18:25:10, time: 0.405, data_time: 0.178, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.5654, loss: 0.5654 +2023-12-10 17:14:39,860 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 18:24:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9931, loss_cls: 0.5402, loss: 0.5402 +2023-12-10 17:15:02,503 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 18:23:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4928, loss: 0.4928 +2023-12-10 17:15:25,080 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 18:22:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.5989, loss: 0.5989 +2023-12-10 17:15:47,796 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 18:21:23, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6064, loss: 0.6064 +2023-12-10 17:16:10,454 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 18:20:26, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.5419, loss: 0.5419 +2023-12-10 17:16:33,196 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 18:19:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6470, loss: 0.6470 +2023-12-10 17:16:55,918 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 18:18:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5910, loss: 0.5910 +2023-12-10 17:17:18,519 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 18:17:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.5759, loss: 0.5759 +2023-12-10 17:17:41,102 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 18:16:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.6115, loss: 0.6115 +2023-12-10 17:18:03,624 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 18:15:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9812, loss_cls: 0.6199, loss: 0.6199 +2023-12-10 17:18:26,215 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 18:14:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 0.5670, loss: 0.5670 +2023-12-10 17:18:48,792 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 18:13:48, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.6006, loss: 0.6006 +2023-12-10 17:19:11,372 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 18:12:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.5999, loss: 0.5999 +2023-12-10 17:19:34,143 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 18:11:55, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.6212, loss: 0.6212 +2023-12-10 17:19:56,717 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 18:10:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5821, loss: 0.5821 +2023-12-10 17:20:19,309 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 18:10:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5658, loss: 0.5658 +2023-12-10 17:20:41,974 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 18:09:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7115, loss: 0.7115 +2023-12-10 17:21:04,602 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 18:08:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6454, loss: 0.6454 +2023-12-10 17:21:27,173 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 18:07:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.6052, loss: 0.6052 +2023-12-10 17:21:49,789 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 18:06:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 0.6523, loss: 0.6523 +2023-12-10 17:22:12,377 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 18:05:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.5509, loss: 0.5509 +2023-12-10 17:22:35,011 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 18:04:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 0.5444, loss: 0.5444 +2023-12-10 17:22:47,545 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-10 17:24:16,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 17:24:16,494 - pyskl - INFO - +top1_acc 0.8906 +top5_acc 0.9901 +2023-12-10 17:24:16,500 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.8906, top5_acc: 0.9901 +2023-12-10 17:24:57,930 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 18:03:03, time: 0.414, data_time: 0.185, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5477, loss: 0.5477 +2023-12-10 17:25:20,857 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 18:02:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.5869, loss: 0.5869 +2023-12-10 17:25:43,588 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 18:01:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.5694, loss: 0.5694 +2023-12-10 17:26:06,341 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 18:00:15, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.5196, loss: 0.5196 +2023-12-10 17:26:29,179 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 17:59:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.5712, loss: 0.5712 +2023-12-10 17:26:51,985 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 17:58:23, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5585, loss: 0.5585 +2023-12-10 17:27:14,687 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 17:57:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.5734, loss: 0.5734 +2023-12-10 17:27:37,431 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 17:56:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5827, loss: 0.5827 +2023-12-10 17:28:00,189 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 17:55:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 0.5973, loss: 0.5973 +2023-12-10 17:28:22,927 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 17:54:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.5229, loss: 0.5229 +2023-12-10 17:28:45,604 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 17:53:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.6097, loss: 0.6097 +2023-12-10 17:29:08,282 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 17:52:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6478, loss: 0.6478 +2023-12-10 17:29:31,003 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 17:51:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 0.5508, loss: 0.5508 +2023-12-10 17:29:53,778 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 17:50:56, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.5641, loss: 0.5641 +2023-12-10 17:30:16,516 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 17:50:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.6404, loss: 0.6404 +2023-12-10 17:30:39,066 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 17:49:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.5936, loss: 0.5936 +2023-12-10 17:31:01,816 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 17:48:08, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5988, loss: 0.5988 +2023-12-10 17:31:24,590 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 17:47:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 0.6819, loss: 0.6819 +2023-12-10 17:31:47,318 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 17:46:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5908, loss: 0.5908 +2023-12-10 17:32:10,005 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 17:45:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 0.5565, loss: 0.5565 +2023-12-10 17:32:32,766 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 17:44:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 0.6231, loss: 0.6231 +2023-12-10 17:32:55,571 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 17:43:31, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.5633, loss: 0.5633 +2023-12-10 17:33:18,384 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 17:42:35, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.6188, loss: 0.6188 +2023-12-10 17:33:31,025 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-10 17:34:59,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 17:34:59,546 - pyskl - INFO - +top1_acc 0.9063 +top5_acc 0.9918 +2023-12-10 17:34:59,551 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9063, top5_acc: 0.9918 +2023-12-10 17:35:39,871 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 17:41:15, time: 0.403, data_time: 0.178, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.5016, loss: 0.5016 +2023-12-10 17:36:02,371 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 17:40:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.4900, loss: 0.4900 +2023-12-10 17:36:24,955 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 17:39:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.5819, loss: 0.5819 +2023-12-10 17:36:47,533 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 17:38:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5357, loss: 0.5357 +2023-12-10 17:37:10,343 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 17:37:33, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6090, loss: 0.6090 +2023-12-10 17:37:32,981 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 17:36:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9806, loss_cls: 0.5891, loss: 0.5891 +2023-12-10 17:37:55,547 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 17:35:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.5620, loss: 0.5620 +2023-12-10 17:38:18,071 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 17:34:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.5718, loss: 0.5718 +2023-12-10 17:38:40,716 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 17:33:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 0.5262, loss: 0.5262 +2023-12-10 17:39:03,374 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 17:32:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5386, loss: 0.5386 +2023-12-10 17:39:26,104 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 17:32:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.6016, loss: 0.6016 +2023-12-10 17:39:48,616 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 17:31:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.5852, loss: 0.5852 +2023-12-10 17:40:11,206 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 17:30:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5753, loss: 0.5753 +2023-12-10 17:40:33,805 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 17:29:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 0.5807, loss: 0.5807 +2023-12-10 17:40:56,506 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 17:28:21, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.5826, loss: 0.5826 +2023-12-10 17:41:19,244 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 17:27:27, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.5411, loss: 0.5411 +2023-12-10 17:41:41,772 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 17:26:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.6042, loss: 0.6042 +2023-12-10 17:42:04,480 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 17:25:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.6253, loss: 0.6253 +2023-12-10 17:42:27,172 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 17:24:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.6265, loss: 0.6265 +2023-12-10 17:42:49,893 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 17:23:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 0.6121, loss: 0.6121 +2023-12-10 17:43:12,592 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 17:22:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.5913, loss: 0.5913 +2023-12-10 17:43:35,310 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 17:21:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5812, loss: 0.5812 +2023-12-10 17:43:57,900 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 17:21:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.5642, loss: 0.5642 +2023-12-10 17:44:10,420 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-10 17:45:38,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 17:45:39,052 - pyskl - INFO - +top1_acc 0.9015 +top5_acc 0.9899 +2023-12-10 17:45:39,057 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.9015, top5_acc: 0.9899 +2023-12-10 17:46:19,791 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 17:19:44, time: 0.407, data_time: 0.181, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.5068, loss: 0.5068 +2023-12-10 17:46:42,256 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 17:18:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.5411, loss: 0.5411 +2023-12-10 17:47:04,742 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 17:17:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.5171, loss: 0.5171 +2023-12-10 17:47:27,308 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 17:16:59, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.5613, loss: 0.5613 +2023-12-10 17:47:49,951 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 17:16:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.6052, loss: 0.6052 +2023-12-10 17:48:12,524 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 17:15:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.5054, loss: 0.5054 +2023-12-10 17:48:35,098 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 17:14:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.5471, loss: 0.5471 +2023-12-10 17:48:57,704 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 17:13:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.6380, loss: 0.6380 +2023-12-10 17:49:20,338 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 17:12:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 0.6283, loss: 0.6283 +2023-12-10 17:49:42,975 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 17:11:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.6065, loss: 0.6065 +2023-12-10 17:50:05,588 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 17:10:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5592, loss: 0.5592 +2023-12-10 17:50:28,216 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 17:09:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5799, loss: 0.5799 +2023-12-10 17:50:50,811 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 17:08:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.5685, loss: 0.5685 +2023-12-10 17:51:13,369 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 17:07:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.6309, loss: 0.6309 +2023-12-10 17:51:36,160 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 17:07:01, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5629, loss: 0.5629 +2023-12-10 17:51:58,734 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 17:06:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5714, loss: 0.5714 +2023-12-10 17:52:21,359 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 17:05:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.6097, loss: 0.6097 +2023-12-10 17:52:43,932 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 17:04:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.5470, loss: 0.5470 +2023-12-10 17:53:06,628 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 17:03:24, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9850, loss_cls: 0.5169, loss: 0.5169 +2023-12-10 17:53:29,234 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 17:02:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.5400, loss: 0.5400 +2023-12-10 17:53:51,898 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 17:01:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6157, loss: 0.6157 +2023-12-10 17:54:14,457 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 17:00:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.5146, loss: 0.5146 +2023-12-10 17:54:36,977 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 16:59:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6370, loss: 0.6370 +2023-12-10 17:54:49,600 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-10 17:56:18,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 17:56:18,856 - pyskl - INFO - +top1_acc 0.8983 +top5_acc 0.9905 +2023-12-10 17:56:18,861 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.8983, top5_acc: 0.9905 +2023-12-10 17:56:59,841 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 16:58:29, time: 0.410, data_time: 0.184, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.4907, loss: 0.4907 +2023-12-10 17:57:22,513 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 16:57:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.5137, loss: 0.5137 +2023-12-10 17:57:45,229 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 16:56:42, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 0.4778, loss: 0.4778 +2023-12-10 17:58:07,929 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 16:55:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.5070, loss: 0.5070 +2023-12-10 17:58:30,740 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 16:54:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4949, loss: 0.4949 +2023-12-10 17:58:53,356 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 16:54:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5386, loss: 0.5386 +2023-12-10 17:59:16,038 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 16:53:06, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4955, loss: 0.4955 +2023-12-10 17:59:38,711 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 16:52:13, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 0.6126, loss: 0.6126 +2023-12-10 18:00:01,400 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 16:51:19, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9844, loss_cls: 0.5524, loss: 0.5524 +2023-12-10 18:00:24,065 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 16:50:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5229, loss: 0.5229 +2023-12-10 18:00:46,797 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 16:49:32, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.5164, loss: 0.5164 +2023-12-10 18:01:09,465 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 16:48:38, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.5189, loss: 0.5189 +2023-12-10 18:01:32,104 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 16:47:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5543, loss: 0.5543 +2023-12-10 18:01:54,750 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 16:46:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5460, loss: 0.5460 +2023-12-10 18:02:17,581 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 16:45:57, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5519, loss: 0.5519 +2023-12-10 18:02:40,364 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 16:45:04, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5608, loss: 0.5608 +2023-12-10 18:03:03,023 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 16:44:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.5822, loss: 0.5822 +2023-12-10 18:03:25,773 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 16:43:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5952, loss: 0.5952 +2023-12-10 18:03:48,401 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 16:42:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6077, loss: 0.6077 +2023-12-10 18:04:10,983 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 16:41:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.6241, loss: 0.6241 +2023-12-10 18:04:33,678 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 16:40:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5676, loss: 0.5676 +2023-12-10 18:04:56,297 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 16:39:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.5523, loss: 0.5523 +2023-12-10 18:05:18,934 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 16:38:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5709, loss: 0.5709 +2023-12-10 18:05:31,484 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-10 18:07:00,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 18:07:00,580 - pyskl - INFO - +top1_acc 0.8972 +top5_acc 0.9898 +2023-12-10 18:07:00,585 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.8972, top5_acc: 0.9898 +2023-12-10 18:07:41,633 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 16:37:33, time: 0.410, data_time: 0.182, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5236, loss: 0.5236 +2023-12-10 18:08:04,297 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 16:36:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4808, loss: 0.4808 +2023-12-10 18:08:26,973 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 16:35:47, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.5228, loss: 0.5228 +2023-12-10 18:08:49,686 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 16:34:54, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.5851, loss: 0.5851 +2023-12-10 18:09:12,336 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 16:34:01, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5307, loss: 0.5307 +2023-12-10 18:09:35,091 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 16:33:08, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4779, loss: 0.4779 +2023-12-10 18:09:57,777 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 16:32:15, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9875, loss_cls: 0.4664, loss: 0.4664 +2023-12-10 18:10:20,435 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 16:31:22, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.6216, loss: 0.6216 +2023-12-10 18:10:43,172 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 16:30:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 0.5514, loss: 0.5514 +2023-12-10 18:11:05,839 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 16:29:36, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 0.5103, loss: 0.5103 +2023-12-10 18:11:28,546 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 16:28:43, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.5331, loss: 0.5331 +2023-12-10 18:11:51,284 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 16:27:50, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.5361, loss: 0.5361 +2023-12-10 18:12:14,012 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 16:26:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9850, loss_cls: 0.5579, loss: 0.5579 +2023-12-10 18:12:36,717 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 16:26:04, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.5611, loss: 0.5611 +2023-12-10 18:12:59,410 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 16:25:11, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6386, loss: 0.6386 +2023-12-10 18:13:22,166 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 16:24:19, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 0.5532, loss: 0.5532 +2023-12-10 18:13:44,943 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 16:23:26, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.5605, loss: 0.5605 +2023-12-10 18:14:07,591 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 16:22:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5920, loss: 0.5920 +2023-12-10 18:14:30,255 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 16:21:40, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5570, loss: 0.5570 +2023-12-10 18:14:52,951 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 16:20:48, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 0.6076, loss: 0.6076 +2023-12-10 18:15:15,585 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 16:19:55, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5819, loss: 0.5819 +2023-12-10 18:15:38,228 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 16:19:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 0.6117, loss: 0.6117 +2023-12-10 18:16:00,945 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 16:18:10, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.5106, loss: 0.5106 +2023-12-10 18:16:13,653 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-10 18:17:42,808 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 18:17:42,891 - pyskl - INFO - +top1_acc 0.9154 +top5_acc 0.9919 +2023-12-10 18:17:42,896 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_80.pth was removed +2023-12-10 18:17:43,026 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2023-12-10 18:17:43,026 - pyskl - INFO - Best top1_acc is 0.9154 at 88 epoch. +2023-12-10 18:17:43,031 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9154, top5_acc: 0.9919 +2023-12-10 18:18:23,830 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 16:16:54, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4285, loss: 0.4285 +2023-12-10 18:18:46,481 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 16:16:01, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4729, loss: 0.4729 +2023-12-10 18:19:09,105 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 16:15:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.5166, loss: 0.5166 +2023-12-10 18:19:31,807 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 16:14:16, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 0.5168, loss: 0.5168 +2023-12-10 18:19:54,341 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 16:13:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.5125, loss: 0.5125 +2023-12-10 18:20:16,998 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 16:12:31, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4802, loss: 0.4802 +2023-12-10 18:20:39,654 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 16:11:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.5137, loss: 0.5137 +2023-12-10 18:21:02,247 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 16:10:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.4902, loss: 0.4902 +2023-12-10 18:21:25,006 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 16:09:54, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5624, loss: 0.5624 +2023-12-10 18:21:47,716 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 16:09:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.5295, loss: 0.5295 +2023-12-10 18:22:10,356 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 16:08:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5329, loss: 0.5329 +2023-12-10 18:22:33,060 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 16:07:17, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4783, loss: 0.4783 +2023-12-10 18:22:55,776 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 16:06:25, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 0.4789, loss: 0.4789 +2023-12-10 18:23:18,481 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 16:05:33, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.5154, loss: 0.5154 +2023-12-10 18:23:41,177 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 16:04:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.5420, loss: 0.5420 +2023-12-10 18:24:03,819 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 16:03:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.5566, loss: 0.5566 +2023-12-10 18:24:26,481 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 16:02:57, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5579, loss: 0.5579 +2023-12-10 18:24:49,135 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 16:02:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.5898, loss: 0.5898 +2023-12-10 18:25:11,919 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 16:01:13, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.5484, loss: 0.5484 +2023-12-10 18:25:34,565 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 16:00:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4717, loss: 0.4717 +2023-12-10 18:25:57,263 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 15:59:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.5538, loss: 0.5538 +2023-12-10 18:26:19,908 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 15:58:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9919, loss_cls: 0.5521, loss: 0.5521 +2023-12-10 18:26:43,035 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 15:57:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5249, loss: 0.5249 +2023-12-10 18:26:57,301 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-10 18:29:38,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 18:29:38,682 - pyskl - INFO - +top1_acc 0.9096 +top5_acc 0.9910 +2023-12-10 18:29:38,688 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9096, top5_acc: 0.9910 +2023-12-10 18:30:41,746 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 15:56:45, time: 0.631, data_time: 0.181, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.4776, loss: 0.4776 +2023-12-10 18:31:27,056 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 15:56:09, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.5121, loss: 0.5121 +2023-12-10 18:32:12,233 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 15:55:32, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.5211, loss: 0.5211 +2023-12-10 18:32:57,264 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 15:54:55, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.5364, loss: 0.5364 +2023-12-10 18:33:42,570 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 15:54:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4931, loss: 0.4931 +2023-12-10 18:34:27,698 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 15:53:42, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5450, loss: 0.5450 +2023-12-10 18:35:12,869 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 15:53:06, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4647, loss: 0.4647 +2023-12-10 18:35:58,061 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 15:52:29, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5387, loss: 0.5387 +2023-12-10 18:36:43,369 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 15:51:53, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.5569, loss: 0.5569 +2023-12-10 18:37:28,599 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 15:51:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.5500, loss: 0.5500 +2023-12-10 18:38:13,863 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 15:50:40, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.6056, loss: 0.6056 +2023-12-10 18:38:59,123 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 15:50:03, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.5079, loss: 0.5079 +2023-12-10 18:39:44,309 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 15:49:27, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5636, loss: 0.5636 +2023-12-10 18:40:29,448 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 15:48:50, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5446, loss: 0.5446 +2023-12-10 18:41:14,733 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 15:48:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.5004, loss: 0.5004 +2023-12-10 18:42:00,165 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 15:47:37, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.5292, loss: 0.5292 +2023-12-10 18:42:45,313 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 15:47:01, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.5800, loss: 0.5800 +2023-12-10 18:43:30,400 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 15:46:24, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 0.5980, loss: 0.5980 +2023-12-10 18:44:14,240 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 15:45:46, time: 0.438, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.5997, loss: 0.5997 +2023-12-10 18:44:45,365 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 15:45:00, time: 0.311, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.5269, loss: 0.5269 +2023-12-10 18:45:33,983 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 15:44:26, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.5010, loss: 0.5010 +2023-12-10 18:46:22,515 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 15:43:52, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.5508, loss: 0.5508 +2023-12-10 18:47:02,396 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 15:43:11, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.5170, loss: 0.5170 +2023-12-10 18:47:14,913 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-10 18:49:55,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 18:49:56,023 - pyskl - INFO - +top1_acc 0.9049 +top5_acc 0.9908 +2023-12-10 18:49:56,028 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9049, top5_acc: 0.9908 +2023-12-10 18:50:59,377 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 15:42:11, time: 0.633, data_time: 0.183, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.3858, loss: 0.3858 +2023-12-10 18:51:44,609 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 15:41:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.5082, loss: 0.5082 +2023-12-10 18:52:29,756 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 15:40:58, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9969, loss_cls: 0.4744, loss: 0.4744 +2023-12-10 18:53:15,141 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 15:40:21, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 0.4644, loss: 0.4644 +2023-12-10 18:54:00,435 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 15:39:45, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.4734, loss: 0.4734 +2023-12-10 18:54:45,502 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 15:39:08, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 0.5180, loss: 0.5180 +2023-12-10 18:55:30,754 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 15:38:31, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.6133, loss: 0.6133 +2023-12-10 18:56:16,010 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 15:37:55, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.4886, loss: 0.4886 +2023-12-10 18:57:01,232 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 15:37:18, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.5589, loss: 0.5589 +2023-12-10 18:57:46,383 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 15:36:41, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.5115, loss: 0.5115 +2023-12-10 18:58:31,668 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 15:36:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 0.5468, loss: 0.5468 +2023-12-10 18:59:16,978 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 15:35:28, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5732, loss: 0.5732 +2023-12-10 19:00:02,075 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 15:34:51, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9869, loss_cls: 0.5058, loss: 0.5058 +2023-12-10 19:00:47,455 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 15:34:14, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.5988, loss: 0.5988 +2023-12-10 19:01:32,706 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 15:33:38, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4860, loss: 0.4860 +2023-12-10 19:02:17,953 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 15:33:01, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 0.6152, loss: 0.6152 +2023-12-10 19:03:02,975 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 15:32:24, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.5367, loss: 0.5367 +2023-12-10 19:03:48,162 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 15:31:47, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.5340, loss: 0.5340 +2023-12-10 19:04:33,399 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 15:31:11, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.5140, loss: 0.5140 +2023-12-10 19:05:02,988 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 15:30:24, time: 0.296, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.5547, loss: 0.5547 +2023-12-10 19:05:51,616 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 15:29:49, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.5180, loss: 0.5180 +2023-12-10 19:06:40,308 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 15:29:14, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5803, loss: 0.5803 +2023-12-10 19:07:22,109 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 15:28:35, time: 0.418, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5356, loss: 0.5356 +2023-12-10 19:07:34,712 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-10 19:10:15,746 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 19:10:15,826 - pyskl - INFO - +top1_acc 0.9169 +top5_acc 0.9918 +2023-12-10 19:10:15,831 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_88.pth was removed +2023-12-10 19:10:15,959 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2023-12-10 19:10:15,960 - pyskl - INFO - Best top1_acc is 0.9169 at 91 epoch. +2023-12-10 19:10:15,965 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9169, top5_acc: 0.9918 +2023-12-10 19:11:19,874 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 15:27:36, time: 0.639, data_time: 0.178, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.4115, loss: 0.4115 +2023-12-10 19:12:05,988 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 15:26:59, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 0.4258, loss: 0.4258 +2023-12-10 19:12:52,102 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 15:26:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 0.4247, loss: 0.4247 +2023-12-10 19:13:38,254 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 15:25:47, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.4003, loss: 0.4003 +2023-12-10 19:14:24,334 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 15:25:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4537, loss: 0.4537 +2023-12-10 19:15:10,405 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 15:24:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5560, loss: 0.5560 +2023-12-10 19:15:56,489 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 15:23:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.4831, loss: 0.4831 +2023-12-10 19:16:42,644 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 15:23:22, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9844, loss_cls: 0.4926, loss: 0.4926 +2023-12-10 19:17:28,754 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 15:22:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4862, loss: 0.4862 +2023-12-10 19:18:14,906 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 15:22:09, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.5147, loss: 0.5147 +2023-12-10 19:19:01,060 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 15:21:33, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6077, loss: 0.6077 +2023-12-10 19:19:47,184 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 15:20:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4869, loss: 0.4869 +2023-12-10 19:20:33,295 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 15:20:20, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4905, loss: 0.4905 +2023-12-10 19:21:19,386 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 15:19:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.5771, loss: 0.5771 +2023-12-10 19:22:05,525 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 15:19:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5064, loss: 0.5064 +2023-12-10 19:22:51,642 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 15:18:31, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.4579, loss: 0.4579 +2023-12-10 19:23:37,783 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 15:17:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 0.5413, loss: 0.5413 +2023-12-10 19:24:23,922 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 15:17:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.5112, loss: 0.5112 +2023-12-10 19:25:10,052 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 15:16:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9862, loss_cls: 0.5039, loss: 0.5039 +2023-12-10 19:25:39,906 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 15:15:55, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.5102, loss: 0.5102 +2023-12-10 19:26:28,438 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 15:15:20, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.5708, loss: 0.5708 +2023-12-10 19:27:16,998 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 15:14:46, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5239, loss: 0.5239 +2023-12-10 19:28:00,202 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 15:14:07, time: 0.432, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9869, loss_cls: 0.4811, loss: 0.4811 +2023-12-10 19:28:12,878 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-10 19:30:53,546 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 19:30:53,625 - pyskl - INFO - +top1_acc 0.9150 +top5_acc 0.9926 +2023-12-10 19:30:53,629 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9150, top5_acc: 0.9926 +2023-12-10 19:31:56,811 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 15:13:07, time: 0.632, data_time: 0.182, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 0.4399, loss: 0.4399 +2023-12-10 19:32:41,979 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 15:12:30, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 0.5000, loss: 0.5000 +2023-12-10 19:33:27,137 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 15:11:53, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4353, loss: 0.4353 +2023-12-10 19:34:12,294 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 15:11:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4879, loss: 0.4879 +2023-12-10 19:34:57,340 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 15:10:39, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.4503, loss: 0.4503 +2023-12-10 19:35:42,612 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 15:10:02, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.5039, loss: 0.5039 +2023-12-10 19:36:27,671 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 15:09:25, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 0.5242, loss: 0.5242 +2023-12-10 19:37:12,854 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 15:08:47, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.5059, loss: 0.5059 +2023-12-10 19:37:57,975 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 15:08:10, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.5017, loss: 0.5017 +2023-12-10 19:38:43,252 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 15:07:33, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5287, loss: 0.5287 +2023-12-10 19:39:28,490 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 15:06:56, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 0.4574, loss: 0.4574 +2023-12-10 19:40:13,635 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 15:06:19, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.5163, loss: 0.5163 +2023-12-10 19:40:59,010 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 15:05:42, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.5000, loss: 0.5000 +2023-12-10 19:41:44,360 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 15:05:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5177, loss: 0.5177 +2023-12-10 19:42:29,579 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 15:04:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.5179, loss: 0.5179 +2023-12-10 19:43:14,705 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 15:03:51, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.4715, loss: 0.4715 +2023-12-10 19:43:59,796 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 15:03:14, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.5340, loss: 0.5340 +2023-12-10 19:44:45,083 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 15:02:37, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.5524, loss: 0.5524 +2023-12-10 19:45:30,350 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 15:01:59, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5799, loss: 0.5799 +2023-12-10 19:45:58,841 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 15:01:12, time: 0.285, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 0.4498, loss: 0.4498 +2023-12-10 19:46:47,371 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 15:00:37, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4549, loss: 0.4549 +2023-12-10 19:47:35,806 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 15:00:02, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.5027, loss: 0.5027 +2023-12-10 19:48:21,531 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 14:59:25, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.5069, loss: 0.5069 +2023-12-10 19:48:34,184 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-10 19:51:14,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 19:51:14,752 - pyskl - INFO - +top1_acc 0.9224 +top5_acc 0.9928 +2023-12-10 19:51:14,757 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_91.pth was removed +2023-12-10 19:51:14,889 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2023-12-10 19:51:14,889 - pyskl - INFO - Best top1_acc is 0.9224 at 93 epoch. +2023-12-10 19:51:14,895 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9224, top5_acc: 0.9928 +2023-12-10 19:52:18,931 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 14:58:25, time: 0.640, data_time: 0.181, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.4025, loss: 0.4025 +2023-12-10 19:53:04,958 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 14:57:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4118, loss: 0.4118 +2023-12-10 19:53:51,051 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 14:57:12, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.4232, loss: 0.4232 +2023-12-10 19:54:37,067 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 14:56:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.4207, loss: 0.4207 +2023-12-10 19:55:23,091 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 14:55:58, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3848, loss: 0.3848 +2023-12-10 19:56:09,207 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 14:55:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.4882, loss: 0.4882 +2023-12-10 19:56:55,222 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 14:54:45, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5018, loss: 0.5018 +2023-12-10 19:57:41,305 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 14:54:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9988, loss_cls: 0.4103, loss: 0.4103 +2023-12-10 19:58:27,309 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 14:53:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.4639, loss: 0.4639 +2023-12-10 19:59:13,129 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 14:52:55, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.5347, loss: 0.5347 +2023-12-10 19:59:58,353 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 14:52:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.5764, loss: 0.5764 +2023-12-10 20:00:43,670 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 14:51:40, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4818, loss: 0.4818 +2023-12-10 20:01:28,947 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 14:51:03, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9862, loss_cls: 0.4609, loss: 0.4609 +2023-12-10 20:02:14,029 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 14:50:26, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4511, loss: 0.4511 +2023-12-10 20:02:59,196 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 14:49:48, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.5107, loss: 0.5107 +2023-12-10 20:03:44,567 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 14:49:11, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.4149, loss: 0.4149 +2023-12-10 20:04:29,960 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 14:48:34, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.4569, loss: 0.4569 +2023-12-10 20:05:15,403 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 14:47:57, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.5172, loss: 0.5172 +2023-12-10 20:06:00,800 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 14:47:20, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9862, loss_cls: 0.5311, loss: 0.5311 +2023-12-10 20:06:29,559 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 14:46:32, time: 0.288, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 0.5384, loss: 0.5384 +2023-12-10 20:07:17,941 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 14:45:57, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4769, loss: 0.4769 +2023-12-10 20:08:06,424 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 14:45:22, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.4780, loss: 0.4780 +2023-12-10 20:08:54,466 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 14:44:46, time: 0.480, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.4469, loss: 0.4469 +2023-12-10 20:09:07,108 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-10 20:11:48,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 20:11:48,356 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9910 +2023-12-10 20:11:48,360 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9131, top5_acc: 0.9910 +2023-12-10 20:12:52,498 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 14:43:46, time: 0.641, data_time: 0.181, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4444, loss: 0.4444 +2023-12-10 20:13:38,559 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 14:43:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5135, loss: 0.5135 +2023-12-10 20:14:24,548 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 14:42:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4369, loss: 0.4369 +2023-12-10 20:15:10,591 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 14:41:55, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4809, loss: 0.4809 +2023-12-10 20:15:56,628 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 14:41:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3937, loss: 0.3937 +2023-12-10 20:16:42,687 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 14:40:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4764, loss: 0.4764 +2023-12-10 20:17:28,744 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 14:40:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4085, loss: 0.4085 +2023-12-10 20:18:14,735 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 14:39:28, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.4380, loss: 0.4380 +2023-12-10 20:19:00,797 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 14:38:51, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4808, loss: 0.4808 +2023-12-10 20:19:46,840 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 14:38:14, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.4272, loss: 0.4272 +2023-12-10 20:20:32,923 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 14:37:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4457, loss: 0.4457 +2023-12-10 20:21:18,958 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 14:37:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.4903, loss: 0.4903 +2023-12-10 20:22:04,974 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 14:36:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.4439, loss: 0.4439 +2023-12-10 20:22:51,082 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 14:35:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 0.4576, loss: 0.4576 +2023-12-10 20:23:37,133 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 14:35:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4798, loss: 0.4798 +2023-12-10 20:24:23,198 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 14:34:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 0.4607, loss: 0.4607 +2023-12-10 20:25:09,245 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 14:33:55, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4937, loss: 0.4937 +2023-12-10 20:25:55,279 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 14:33:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9856, loss_cls: 0.5294, loss: 0.5294 +2023-12-10 20:26:41,359 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 14:32:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.5175, loss: 0.5175 +2023-12-10 20:27:11,884 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 14:31:55, time: 0.305, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5279, loss: 0.5279 +2023-12-10 20:27:58,898 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 14:31:19, time: 0.470, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.4072, loss: 0.4072 +2023-12-10 20:28:47,423 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 14:30:44, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.5370, loss: 0.5370 +2023-12-10 20:29:35,931 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 14:30:08, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5365, loss: 0.5365 +2023-12-10 20:29:49,671 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-10 20:32:30,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 20:32:30,637 - pyskl - INFO - +top1_acc 0.8976 +top5_acc 0.9894 +2023-12-10 20:32:30,641 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.8976, top5_acc: 0.9894 +2023-12-10 20:33:34,578 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 14:29:08, time: 0.639, data_time: 0.179, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4373, loss: 0.4373 +2023-12-10 20:34:20,632 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 14:28:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.5053, loss: 0.5053 +2023-12-10 20:35:06,666 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 14:27:53, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.4079, loss: 0.4079 +2023-12-10 20:35:52,649 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 14:27:16, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.4647, loss: 0.4647 +2023-12-10 20:36:38,683 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 14:26:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9869, loss_cls: 0.4201, loss: 0.4201 +2023-12-10 20:37:24,731 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 14:26:02, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9875, loss_cls: 0.4354, loss: 0.4354 +2023-12-10 20:38:10,828 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 14:25:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4444, loss: 0.4444 +2023-12-10 20:38:56,893 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 14:24:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4240, loss: 0.4240 +2023-12-10 20:39:42,953 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 14:24:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9962, loss_cls: 0.4487, loss: 0.4487 +2023-12-10 20:40:29,071 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 14:23:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3903, loss: 0.3903 +2023-12-10 20:41:15,128 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 14:22:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.4354, loss: 0.4354 +2023-12-10 20:42:01,168 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 14:22:20, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4730, loss: 0.4730 +2023-12-10 20:42:47,271 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 14:21:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4182, loss: 0.4182 +2023-12-10 20:43:33,326 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 14:21:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4869, loss: 0.4869 +2023-12-10 20:44:19,356 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 14:20:29, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.4317, loss: 0.4317 +2023-12-10 20:45:05,371 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 14:19:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 0.4675, loss: 0.4675 +2023-12-10 20:45:51,511 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 14:19:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4735, loss: 0.4735 +2023-12-10 20:46:37,591 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 14:18:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5395, loss: 0.5395 +2023-12-10 20:47:23,675 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 14:18:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.5107, loss: 0.5107 +2023-12-10 20:47:55,662 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 14:17:15, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 0.4622, loss: 0.4622 +2023-12-10 20:48:40,730 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 14:16:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4696, loss: 0.4696 +2023-12-10 20:49:29,237 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 14:16:01, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4060, loss: 0.4060 +2023-12-10 20:50:17,772 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 14:15:26, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4442, loss: 0.4442 +2023-12-10 20:50:33,422 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-10 20:53:14,475 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 20:53:14,555 - pyskl - INFO - +top1_acc 0.9123 +top5_acc 0.9905 +2023-12-10 20:53:14,559 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9123, top5_acc: 0.9905 +2023-12-10 20:54:18,124 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 14:14:25, time: 0.636, data_time: 0.184, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4077, loss: 0.4077 +2023-12-10 20:55:03,312 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 14:13:47, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 0.4519, loss: 0.4519 +2023-12-10 20:55:48,483 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 14:13:09, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.4069, loss: 0.4069 +2023-12-10 20:56:33,496 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 14:12:32, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4008, loss: 0.4008 +2023-12-10 20:57:18,745 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 14:11:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 0.4333, loss: 0.4333 +2023-12-10 20:58:03,888 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 14:11:16, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.4607, loss: 0.4607 +2023-12-10 20:58:49,211 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 14:10:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.4846, loss: 0.4846 +2023-12-10 20:59:34,501 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 14:10:01, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.4076, loss: 0.4076 +2023-12-10 21:00:19,825 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 14:09:23, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4077, loss: 0.4077 +2023-12-10 21:01:05,121 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 14:08:46, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.4207, loss: 0.4207 +2023-12-10 21:01:50,320 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 14:08:08, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.4779, loss: 0.4779 +2023-12-10 21:02:35,698 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 14:07:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4469, loss: 0.4469 +2023-12-10 21:03:21,094 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 14:06:53, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4960, loss: 0.4960 +2023-12-10 21:04:06,542 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 14:06:15, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 0.4256, loss: 0.4256 +2023-12-10 21:04:51,726 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 14:05:37, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.4673, loss: 0.4673 +2023-12-10 21:05:37,082 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 14:05:00, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 0.5276, loss: 0.5276 +2023-12-10 21:06:22,255 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 14:04:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4660, loss: 0.4660 +2023-12-10 21:07:07,612 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 14:03:44, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4508, loss: 0.4508 +2023-12-10 21:07:52,958 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 14:03:06, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.4780, loss: 0.4780 +2023-12-10 21:08:25,878 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 14:02:22, time: 0.329, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4543, loss: 0.4543 +2023-12-10 21:09:09,479 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 14:01:43, time: 0.436, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4493, loss: 0.4493 +2023-12-10 21:09:57,917 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 14:01:07, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.4801, loss: 0.4801 +2023-12-10 21:10:46,528 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 14:00:31, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 0.4813, loss: 0.4813 +2023-12-10 21:11:03,679 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-10 21:13:45,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 21:13:45,155 - pyskl - INFO - +top1_acc 0.9112 +top5_acc 0.9914 +2023-12-10 21:13:45,161 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9112, top5_acc: 0.9914 +2023-12-10 21:14:48,136 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 13:59:30, time: 0.630, data_time: 0.178, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3434, loss: 0.3434 +2023-12-10 21:15:33,281 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 13:58:52, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4468, loss: 0.4468 +2023-12-10 21:16:18,582 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 13:58:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4476, loss: 0.4476 +2023-12-10 21:17:03,897 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 13:57:37, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.4190, loss: 0.4190 +2023-12-10 21:17:49,023 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 13:56:59, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.4284, loss: 0.4284 +2023-12-10 21:18:34,253 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 13:56:21, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.3799, loss: 0.3799 +2023-12-10 21:19:19,409 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 13:55:43, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.4467, loss: 0.4467 +2023-12-10 21:20:04,663 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 13:55:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4253, loss: 0.4253 +2023-12-10 21:20:49,793 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 13:54:27, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.4403, loss: 0.4403 +2023-12-10 21:21:34,916 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 13:53:49, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.4121, loss: 0.4121 +2023-12-10 21:22:20,196 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 13:53:12, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3820, loss: 0.3820 +2023-12-10 21:23:05,515 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 13:52:34, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 0.3935, loss: 0.3935 +2023-12-10 21:23:50,770 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 13:51:56, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.3865, loss: 0.3865 +2023-12-10 21:24:35,988 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 13:51:18, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 0.4554, loss: 0.4554 +2023-12-10 21:25:21,397 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 13:50:40, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.5009, loss: 0.5009 +2023-12-10 21:26:06,843 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 13:50:02, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4938, loss: 0.4938 +2023-12-10 21:26:52,277 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 13:49:25, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.4255, loss: 0.4255 +2023-12-10 21:27:37,714 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 13:48:47, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9888, loss_cls: 0.4422, loss: 0.4422 +2023-12-10 21:28:22,931 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 13:48:09, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.4234, loss: 0.4234 +2023-12-10 21:28:56,982 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 13:47:25, time: 0.341, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4664, loss: 0.4664 +2023-12-10 21:29:39,405 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 13:46:46, time: 0.424, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.4529, loss: 0.4529 +2023-12-10 21:30:27,853 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 13:46:09, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4893, loss: 0.4893 +2023-12-10 21:31:16,427 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 13:45:33, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 0.4320, loss: 0.4320 +2023-12-10 21:31:34,691 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-10 21:34:15,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 21:34:15,481 - pyskl - INFO - +top1_acc 0.9178 +top5_acc 0.9914 +2023-12-10 21:34:15,488 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9178, top5_acc: 0.9914 +2023-12-10 21:35:19,152 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 13:44:32, time: 0.637, data_time: 0.185, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.3304, loss: 0.3304 +2023-12-10 21:36:04,362 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 13:43:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4111, loss: 0.4111 +2023-12-10 21:36:49,629 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 13:43:16, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.4047, loss: 0.4047 +2023-12-10 21:37:34,828 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 13:42:38, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.4098, loss: 0.4098 +2023-12-10 21:38:19,916 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 13:42:00, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3999, loss: 0.3999 +2023-12-10 21:39:05,155 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 13:41:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.3744, loss: 0.3744 +2023-12-10 21:39:50,257 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 13:40:44, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.4249, loss: 0.4249 +2023-12-10 21:40:35,635 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 13:40:06, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.3805, loss: 0.3805 +2023-12-10 21:41:20,971 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 13:39:29, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3252, loss: 0.3252 +2023-12-10 21:42:06,365 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 13:38:51, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.4059, loss: 0.4059 +2023-12-10 21:42:51,682 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 13:38:13, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.4006, loss: 0.4006 +2023-12-10 21:43:37,074 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 13:37:35, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 0.4311, loss: 0.4311 +2023-12-10 21:44:22,305 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 13:36:57, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 0.4606, loss: 0.4606 +2023-12-10 21:45:07,578 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 13:36:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.4284, loss: 0.4284 +2023-12-10 21:45:52,708 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 13:35:41, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4397, loss: 0.4397 +2023-12-10 21:46:38,076 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 13:35:03, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4815, loss: 0.4815 +2023-12-10 21:47:23,387 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 13:34:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4426, loss: 0.4426 +2023-12-10 21:48:08,721 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 13:33:47, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.4158, loss: 0.4158 +2023-12-10 21:48:53,922 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 13:33:09, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4841, loss: 0.4841 +2023-12-10 21:49:28,924 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 13:32:25, time: 0.350, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4388, loss: 0.4388 +2023-12-10 21:50:10,759 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 13:31:45, time: 0.418, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.4692, loss: 0.4692 +2023-12-10 21:50:59,317 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 13:31:09, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4695, loss: 0.4695 +2023-12-10 21:51:47,728 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 13:30:33, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4150, loss: 0.4150 +2023-12-10 21:52:06,715 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-10 21:54:47,672 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 21:54:47,751 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9913 +2023-12-10 21:54:47,756 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9159, top5_acc: 0.9913 +2023-12-10 21:55:51,868 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 13:29:32, time: 0.641, data_time: 0.183, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 0.3520, loss: 0.3520 +2023-12-10 21:56:37,959 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 13:28:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3647, loss: 0.3647 +2023-12-10 21:57:24,060 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 13:28:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3675, loss: 0.3675 +2023-12-10 21:58:10,087 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 13:27:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3812, loss: 0.3812 +2023-12-10 21:58:56,148 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 13:27:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3855, loss: 0.3855 +2023-12-10 21:59:42,170 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 13:26:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.3577, loss: 0.3577 +2023-12-10 22:00:28,230 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 13:25:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3694, loss: 0.3694 +2023-12-10 22:01:14,244 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 13:25:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3516, loss: 0.3516 +2023-12-10 22:02:00,296 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 13:24:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3592, loss: 0.3592 +2023-12-10 22:02:46,338 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 13:23:53, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3969, loss: 0.3969 +2023-12-10 22:03:32,374 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 13:23:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.4217, loss: 0.4217 +2023-12-10 22:04:18,466 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 13:22:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4147, loss: 0.4147 +2023-12-10 22:05:04,573 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 13:21:59, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3943, loss: 0.3943 +2023-12-10 22:05:50,671 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 13:21:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3860, loss: 0.3860 +2023-12-10 22:06:36,711 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 13:20:44, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9862, loss_cls: 0.4605, loss: 0.4605 +2023-12-10 22:07:22,819 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 13:20:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4682, loss: 0.4682 +2023-12-10 22:08:08,864 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 13:19:28, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.4174, loss: 0.4174 +2023-12-10 22:08:54,900 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 13:18:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9888, loss_cls: 0.4231, loss: 0.4231 +2023-12-10 22:09:40,986 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 13:18:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 0.4436, loss: 0.4436 +2023-12-10 22:10:17,439 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 13:17:30, time: 0.365, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.4503, loss: 0.4503 +2023-12-10 22:10:57,522 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 13:16:49, time: 0.401, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3745, loss: 0.3745 +2023-12-10 22:11:46,104 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 13:16:13, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.4573, loss: 0.4573 +2023-12-10 22:12:34,451 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 13:15:36, time: 0.483, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.4512, loss: 0.4512 +2023-12-10 22:12:55,258 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-10 22:15:36,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 22:15:36,109 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9920 +2023-12-10 22:15:36,114 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9162, top5_acc: 0.9920 +2023-12-10 22:16:39,701 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 13:14:35, time: 0.636, data_time: 0.178, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3850, loss: 0.3850 +2023-12-10 22:17:25,815 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 13:13:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3184, loss: 0.3184 +2023-12-10 22:18:11,891 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 13:13:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3450, loss: 0.3450 +2023-12-10 22:18:57,947 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 13:12:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3937, loss: 0.3937 +2023-12-10 22:19:43,995 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 13:12:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3742, loss: 0.3742 +2023-12-10 22:20:30,119 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 13:11:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 0.3762, loss: 0.3762 +2023-12-10 22:21:16,222 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 13:10:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.3648, loss: 0.3648 +2023-12-10 22:22:02,281 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 13:10:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3905, loss: 0.3905 +2023-12-10 22:22:48,278 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 13:09:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.4078, loss: 0.4078 +2023-12-10 22:23:34,329 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 13:08:54, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 0.4181, loss: 0.4181 +2023-12-10 22:24:20,374 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 13:08:17, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.3957, loss: 0.3957 +2023-12-10 22:25:06,407 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 13:07:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.4126, loss: 0.4126 +2023-12-10 22:25:52,450 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 13:07:01, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.4365, loss: 0.4365 +2023-12-10 22:26:38,488 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 13:06:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.4145, loss: 0.4145 +2023-12-10 22:27:24,558 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 13:05:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4394, loss: 0.4394 +2023-12-10 22:28:10,600 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 13:05:07, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 0.3659, loss: 0.3659 +2023-12-10 22:28:56,676 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 13:04:29, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.4117, loss: 0.4117 +2023-12-10 22:29:42,719 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 13:03:51, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4040, loss: 0.4040 +2023-12-10 22:30:28,784 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 13:03:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4741, loss: 0.4741 +2023-12-10 22:31:07,498 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 13:02:32, time: 0.387, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4155, loss: 0.4155 +2023-12-10 22:31:44,969 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 13:01:50, time: 0.375, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 0.3601, loss: 0.3601 +2023-12-10 22:32:33,546 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 13:01:13, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.4099, loss: 0.4099 +2023-12-10 22:33:22,047 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 13:00:36, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3884, loss: 0.3884 +2023-12-10 22:33:45,368 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-10 22:36:26,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 22:36:26,208 - pyskl - INFO - +top1_acc 0.9205 +top5_acc 0.9920 +2023-12-10 22:36:26,212 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9205, top5_acc: 0.9920 +2023-12-10 22:37:29,556 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 12:59:35, time: 0.633, data_time: 0.180, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3549, loss: 0.3549 +2023-12-10 22:38:14,841 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 12:58:56, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3345, loss: 0.3345 +2023-12-10 22:38:59,982 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 12:58:18, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.3161, loss: 0.3161 +2023-12-10 22:39:45,198 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 12:57:39, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3602, loss: 0.3602 +2023-12-10 22:40:30,295 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 12:57:01, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 0.3354, loss: 0.3354 +2023-12-10 22:41:15,538 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 12:56:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.3418, loss: 0.3418 +2023-12-10 22:42:00,921 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 12:55:44, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9888, loss_cls: 0.4274, loss: 0.4274 +2023-12-10 22:42:46,355 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 12:55:06, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3985, loss: 0.3985 +2023-12-10 22:43:31,517 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 12:54:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3855, loss: 0.3855 +2023-12-10 22:44:16,783 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 12:53:49, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.3986, loss: 0.3986 +2023-12-10 22:45:01,973 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 12:53:11, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 0.4172, loss: 0.4172 +2023-12-10 22:45:47,028 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 12:52:32, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3990, loss: 0.3990 +2023-12-10 22:46:32,151 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 12:51:54, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.4179, loss: 0.4179 +2023-12-10 22:47:17,378 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 12:51:15, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3828, loss: 0.3828 +2023-12-10 22:48:02,472 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 12:50:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3916, loss: 0.3916 +2023-12-10 22:48:47,788 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 12:49:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.3980, loss: 0.3980 +2023-12-10 22:49:33,024 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 12:49:20, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.4074, loss: 0.4074 +2023-12-10 22:50:18,354 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 12:48:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.4285, loss: 0.4285 +2023-12-10 22:51:03,603 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 12:48:03, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.4043, loss: 0.4043 +2023-12-10 22:51:43,231 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 12:47:22, time: 0.396, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.4230, loss: 0.4230 +2023-12-10 22:52:19,211 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 12:46:39, time: 0.360, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.3780, loss: 0.3780 +2023-12-10 22:53:07,664 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 12:46:02, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3280, loss: 0.3280 +2023-12-10 22:53:56,055 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 12:45:25, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.4051, loss: 0.4051 +2023-12-10 22:54:21,038 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-10 22:57:00,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 22:57:00,467 - pyskl - INFO - +top1_acc 0.9179 +top5_acc 0.9924 +2023-12-10 22:57:00,473 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9179, top5_acc: 0.9924 +2023-12-10 22:58:04,939 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 12:44:24, time: 0.645, data_time: 0.184, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.3293, loss: 0.3293 +2023-12-10 22:58:50,966 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 12:43:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 0.3551, loss: 0.3551 +2023-12-10 22:59:37,060 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 12:43:08, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3380, loss: 0.3380 +2023-12-10 23:00:23,122 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 12:42:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3597, loss: 0.3597 +2023-12-10 23:01:09,135 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 12:41:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.3617, loss: 0.3617 +2023-12-10 23:01:55,236 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 12:41:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3419, loss: 0.3419 +2023-12-10 23:02:41,317 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 12:40:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3007, loss: 0.3007 +2023-12-10 23:03:27,376 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 12:39:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.4180, loss: 0.4180 +2023-12-10 23:04:13,427 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 12:39:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3727, loss: 0.3727 +2023-12-10 23:04:59,457 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 12:38:41, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3502, loss: 0.3502 +2023-12-10 23:05:45,484 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 12:38:03, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.3727, loss: 0.3727 +2023-12-10 23:06:31,581 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 12:37:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3817, loss: 0.3817 +2023-12-10 23:07:17,611 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 12:36:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.3017, loss: 0.3017 +2023-12-10 23:08:03,652 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 12:36:08, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.4253, loss: 0.4253 +2023-12-10 23:08:49,686 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 12:35:30, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.4181, loss: 0.4181 +2023-12-10 23:09:35,738 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 12:34:52, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3471, loss: 0.3471 +2023-12-10 23:10:21,833 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 12:34:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3549, loss: 0.3549 +2023-12-10 23:11:07,852 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 12:33:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3509, loss: 0.3509 +2023-12-10 23:11:53,977 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 12:32:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3427, loss: 0.3427 +2023-12-10 23:12:35,112 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 12:32:17, time: 0.411, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3624, loss: 0.3624 +2023-12-10 23:13:09,926 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 12:31:33, time: 0.348, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4121, loss: 0.4121 +2023-12-10 23:13:58,433 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 12:30:56, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.4090, loss: 0.4090 +2023-12-10 23:14:47,133 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 12:30:19, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.4131, loss: 0.4131 +2023-12-10 23:15:13,011 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-10 23:17:50,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 23:17:50,357 - pyskl - INFO - +top1_acc 0.9218 +top5_acc 0.9930 +2023-12-10 23:17:50,362 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9218, top5_acc: 0.9930 +2023-12-10 23:18:53,576 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 12:29:17, time: 0.632, data_time: 0.181, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3174, loss: 0.3174 +2023-12-10 23:19:38,902 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 12:28:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2673, loss: 0.2673 +2023-12-10 23:20:24,233 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 12:28:00, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3832, loss: 0.3832 +2023-12-10 23:21:09,602 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 12:27:22, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 0.3512, loss: 0.3512 +2023-12-10 23:21:54,932 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 12:26:43, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3910, loss: 0.3910 +2023-12-10 23:22:40,197 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 12:26:04, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3178, loss: 0.3178 +2023-12-10 23:23:25,600 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 12:25:26, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.3957, loss: 0.3957 +2023-12-10 23:24:10,951 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 12:24:47, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 0.3584, loss: 0.3584 +2023-12-10 23:24:56,075 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 12:24:09, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3355, loss: 0.3355 +2023-12-10 23:25:41,563 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 12:23:30, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3475, loss: 0.3475 +2023-12-10 23:26:26,967 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 12:22:51, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9981, loss_cls: 0.3768, loss: 0.3768 +2023-12-10 23:27:12,336 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 12:22:13, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 0.3858, loss: 0.3858 +2023-12-10 23:27:57,729 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 12:21:34, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3482, loss: 0.3482 +2023-12-10 23:28:42,967 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 12:20:56, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.4025, loss: 0.4025 +2023-12-10 23:29:28,188 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 12:20:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3665, loss: 0.3665 +2023-12-10 23:30:13,480 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 12:19:38, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3571, loss: 0.3571 +2023-12-10 23:30:58,746 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 12:18:59, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3263, loss: 0.3263 +2023-12-10 23:31:44,044 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 12:18:21, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3838, loss: 0.3838 +2023-12-10 23:32:29,156 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 12:17:42, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.4650, loss: 0.4650 +2023-12-10 23:33:11,426 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 12:17:02, time: 0.423, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.4303, loss: 0.4303 +2023-12-10 23:33:44,624 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 12:16:18, time: 0.332, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.4241, loss: 0.4241 +2023-12-10 23:34:33,005 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 12:15:41, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4499, loss: 0.4499 +2023-12-10 23:35:21,483 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 12:15:03, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3235, loss: 0.3235 +2023-12-10 23:35:47,763 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-10 23:38:24,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 23:38:24,522 - pyskl - INFO - +top1_acc 0.9286 +top5_acc 0.9928 +2023-12-10 23:38:24,527 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_93.pth was removed +2023-12-10 23:38:24,674 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2023-12-10 23:38:24,675 - pyskl - INFO - Best top1_acc is 0.9286 at 104 epoch. +2023-12-10 23:38:24,680 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9286, top5_acc: 0.9928 +2023-12-10 23:39:27,655 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 12:14:01, time: 0.630, data_time: 0.179, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2658, loss: 0.2658 +2023-12-10 23:40:13,022 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 12:13:23, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.3410, loss: 0.3410 +2023-12-10 23:40:58,396 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 12:12:44, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3292, loss: 0.3292 +2023-12-10 23:41:43,805 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 12:12:05, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9900, loss_cls: 0.3456, loss: 0.3456 +2023-12-10 23:42:29,110 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 12:11:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 0.3404, loss: 0.3404 +2023-12-10 23:43:14,361 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 12:10:48, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.3224, loss: 0.3224 +2023-12-10 23:43:59,715 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 12:10:09, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.3228, loss: 0.3228 +2023-12-10 23:44:45,074 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 12:09:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3580, loss: 0.3580 +2023-12-10 23:45:30,343 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 12:08:52, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3677, loss: 0.3677 +2023-12-10 23:46:15,635 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 12:08:13, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3486, loss: 0.3486 +2023-12-10 23:47:01,010 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 12:07:34, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3760, loss: 0.3760 +2023-12-10 23:47:46,234 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 12:06:55, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.3200, loss: 0.3200 +2023-12-10 23:48:31,542 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 12:06:17, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.3766, loss: 0.3766 +2023-12-10 23:49:16,783 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 12:05:38, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3167, loss: 0.3167 +2023-12-10 23:50:02,004 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 12:04:59, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3945, loss: 0.3945 +2023-12-10 23:50:47,198 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 12:04:20, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.3514, loss: 0.3514 +2023-12-10 23:51:32,590 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 12:03:41, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.4249, loss: 0.4249 +2023-12-10 23:52:17,796 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 12:03:02, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.3129, loss: 0.3129 +2023-12-10 23:53:03,059 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 12:02:24, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 0.3775, loss: 0.3775 +2023-12-10 23:53:46,399 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 12:01:44, time: 0.433, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.3970, loss: 0.3970 +2023-12-10 23:54:18,071 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 12:00:59, time: 0.317, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3463, loss: 0.3463 +2023-12-10 23:55:06,595 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 12:00:22, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3480, loss: 0.3480 +2023-12-10 23:55:54,951 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 11:59:44, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3642, loss: 0.3642 +2023-12-10 23:56:21,151 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-10 23:58:56,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-10 23:58:56,443 - pyskl - INFO - +top1_acc 0.9315 +top5_acc 0.9930 +2023-12-10 23:58:56,447 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_104.pth was removed +2023-12-10 23:58:56,571 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2023-12-10 23:58:56,572 - pyskl - INFO - Best top1_acc is 0.9315 at 105 epoch. +2023-12-10 23:58:56,576 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9315, top5_acc: 0.9930 +2023-12-11 00:00:01,055 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 11:58:43, time: 0.645, data_time: 0.185, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2740, loss: 0.2740 +2023-12-11 00:00:47,143 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 11:58:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2522, loss: 0.2522 +2023-12-11 00:01:33,183 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 11:57:26, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2570, loss: 0.2570 +2023-12-11 00:02:19,294 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 11:56:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3482, loss: 0.3482 +2023-12-11 00:03:05,393 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 11:56:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2917, loss: 0.2917 +2023-12-11 00:03:51,478 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 11:55:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3555, loss: 0.3555 +2023-12-11 00:04:37,549 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 11:54:52, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3526, loss: 0.3526 +2023-12-11 00:05:23,586 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 11:54:13, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.3790, loss: 0.3790 +2023-12-11 00:06:09,630 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 11:53:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3469, loss: 0.3469 +2023-12-11 00:06:55,739 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 11:52:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.3227, loss: 0.3227 +2023-12-11 00:07:41,818 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 11:52:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3086, loss: 0.3086 +2023-12-11 00:08:27,896 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 11:51:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.3776, loss: 0.3776 +2023-12-11 00:09:13,991 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 11:51:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.3058, loss: 0.3058 +2023-12-11 00:10:00,092 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 11:50:22, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3640, loss: 0.3640 +2023-12-11 00:10:46,094 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 11:49:43, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2945, loss: 0.2945 +2023-12-11 00:11:32,151 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 11:49:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3880, loss: 0.3880 +2023-12-11 00:12:18,250 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 11:48:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3886, loss: 0.3886 +2023-12-11 00:13:04,318 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 11:47:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3713, loss: 0.3713 +2023-12-11 00:13:50,363 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 11:47:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 0.3540, loss: 0.3540 +2023-12-11 00:14:35,267 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 11:46:30, time: 0.449, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3430, loss: 0.3430 +2023-12-11 00:15:06,105 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 11:45:45, time: 0.308, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3835, loss: 0.3835 +2023-12-11 00:15:54,491 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 11:45:07, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 0.4504, loss: 0.4504 +2023-12-11 00:16:43,137 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 11:44:30, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3499, loss: 0.3499 +2023-12-11 00:17:09,307 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-11 00:19:43,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 00:19:43,835 - pyskl - INFO - +top1_acc 0.9306 +top5_acc 0.9927 +2023-12-11 00:19:43,840 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9306, top5_acc: 0.9927 +2023-12-11 00:20:47,797 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 11:43:28, time: 0.640, data_time: 0.180, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2696, loss: 0.2696 +2023-12-11 00:21:33,890 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 11:42:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.2700, loss: 0.2700 +2023-12-11 00:22:19,942 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 11:42:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.3138, loss: 0.3138 +2023-12-11 00:23:06,073 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 11:41:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.3037, loss: 0.3037 +2023-12-11 00:23:52,144 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 11:40:53, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2676, loss: 0.2676 +2023-12-11 00:24:38,154 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 11:40:15, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3075, loss: 0.3075 +2023-12-11 00:25:24,198 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 11:39:36, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3116, loss: 0.3116 +2023-12-11 00:26:10,285 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 11:38:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 0.2545, loss: 0.2545 +2023-12-11 00:26:56,400 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 11:38:19, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.3524, loss: 0.3524 +2023-12-11 00:27:42,459 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 11:37:40, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3476, loss: 0.3476 +2023-12-11 00:28:28,495 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 11:37:01, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3869, loss: 0.3869 +2023-12-11 00:29:14,646 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 11:36:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.3441, loss: 0.3441 +2023-12-11 00:30:00,721 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 11:35:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2968, loss: 0.2968 +2023-12-11 00:30:46,852 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 11:35:05, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 0.3234, loss: 0.3234 +2023-12-11 00:31:32,945 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 11:34:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.3269, loss: 0.3269 +2023-12-11 00:32:18,972 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 11:33:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2965, loss: 0.2965 +2023-12-11 00:33:05,029 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 11:33:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.3735, loss: 0.3735 +2023-12-11 00:33:51,047 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 11:32:31, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3463, loss: 0.3463 +2023-12-11 00:34:37,092 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 11:31:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.3534, loss: 0.3534 +2023-12-11 00:35:23,096 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 11:31:13, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3521, loss: 0.3521 +2023-12-11 00:35:52,624 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 11:30:28, time: 0.295, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.3010, loss: 0.3010 +2023-12-11 00:36:41,133 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 11:29:50, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3184, loss: 0.3184 +2023-12-11 00:37:29,603 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 11:29:12, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.3273, loss: 0.3273 +2023-12-11 00:37:55,838 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-11 00:40:28,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 00:40:28,541 - pyskl - INFO - +top1_acc 0.9179 +top5_acc 0.9914 +2023-12-11 00:40:28,546 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9179, top5_acc: 0.9914 +2023-12-11 00:41:33,062 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 11:28:10, time: 0.645, data_time: 0.184, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.3036, loss: 0.3036 +2023-12-11 00:42:19,123 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 11:27:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2922, loss: 0.2922 +2023-12-11 00:43:05,181 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 11:26:53, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2724, loss: 0.2724 +2023-12-11 00:43:51,248 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 11:26:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3010, loss: 0.3010 +2023-12-11 00:44:37,346 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 11:25:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.2681, loss: 0.2681 +2023-12-11 00:45:23,405 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 11:24:57, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9994, loss_cls: 0.2925, loss: 0.2925 +2023-12-11 00:46:09,409 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 11:24:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.3043, loss: 0.3043 +2023-12-11 00:46:55,517 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 11:23:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 0.2647, loss: 0.2647 +2023-12-11 00:47:41,546 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 11:23:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.2189, loss: 0.2189 +2023-12-11 00:48:27,625 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 11:22:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.3024, loss: 0.3024 +2023-12-11 00:49:13,687 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 11:21:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.3006, loss: 0.3006 +2023-12-11 00:49:59,749 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 11:21:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.3434, loss: 0.3434 +2023-12-11 00:50:45,789 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 11:20:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3025, loss: 0.3025 +2023-12-11 00:51:31,837 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 11:19:46, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3410, loss: 0.3410 +2023-12-11 00:52:17,872 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 11:19:07, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3718, loss: 0.3718 +2023-12-11 00:53:03,890 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 11:18:28, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.3261, loss: 0.3261 +2023-12-11 00:53:49,969 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 11:17:49, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3477, loss: 0.3477 +2023-12-11 00:54:36,085 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 11:17:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3045, loss: 0.3045 +2023-12-11 00:55:22,152 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 11:16:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3388, loss: 0.3388 +2023-12-11 00:56:08,209 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 11:15:53, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 0.3049, loss: 0.3049 +2023-12-11 00:56:37,988 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 11:15:08, time: 0.298, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3508, loss: 0.3508 +2023-12-11 00:57:26,442 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 11:14:30, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3164, loss: 0.3164 +2023-12-11 00:58:14,930 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 11:13:52, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3489, loss: 0.3489 +2023-12-11 00:58:41,140 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-11 01:01:13,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 01:01:13,535 - pyskl - INFO - +top1_acc 0.9245 +top5_acc 0.9921 +2023-12-11 01:01:13,540 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9245, top5_acc: 0.9921 +2023-12-11 01:02:17,449 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 11:12:50, time: 0.639, data_time: 0.182, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2490, loss: 0.2490 +2023-12-11 01:03:03,527 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 11:12:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 0.2629, loss: 0.2629 +2023-12-11 01:03:49,560 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 11:11:32, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.2772, loss: 0.2772 +2023-12-11 01:04:35,604 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 11:10:53, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2284, loss: 0.2284 +2023-12-11 01:05:21,742 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 11:10:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2941, loss: 0.2941 +2023-12-11 01:06:07,852 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 11:09:35, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2428, loss: 0.2428 +2023-12-11 01:06:53,954 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 11:08:56, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2641, loss: 0.2641 +2023-12-11 01:07:40,029 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 11:08:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2519, loss: 0.2519 +2023-12-11 01:08:26,111 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 11:07:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2780, loss: 0.2780 +2023-12-11 01:09:12,190 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 11:07:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2675, loss: 0.2675 +2023-12-11 01:09:58,278 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 11:06:21, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 0.2520, loss: 0.2520 +2023-12-11 01:10:44,339 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 11:05:42, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.3711, loss: 0.3711 +2023-12-11 01:11:30,376 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 11:05:03, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.3067, loss: 0.3067 +2023-12-11 01:12:16,382 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 11:04:24, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3172, loss: 0.3172 +2023-12-11 01:13:02,425 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 11:03:45, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3699, loss: 0.3699 +2023-12-11 01:13:48,545 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 11:03:06, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 0.2536, loss: 0.2536 +2023-12-11 01:14:34,657 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 11:02:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3225, loss: 0.3225 +2023-12-11 01:15:20,761 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 11:01:48, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.3228, loss: 0.3228 +2023-12-11 01:16:06,867 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 11:01:09, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2997, loss: 0.2997 +2023-12-11 01:16:52,901 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 11:00:30, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2723, loss: 0.2723 +2023-12-11 01:17:22,205 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 10:59:45, time: 0.293, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.3177, loss: 0.3177 +2023-12-11 01:18:10,601 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 10:59:07, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3017, loss: 0.3017 +2023-12-11 01:18:59,081 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 10:58:29, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9925, loss_cls: 0.3203, loss: 0.3203 +2023-12-11 01:19:25,404 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-11 01:21:56,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 01:21:56,682 - pyskl - INFO - +top1_acc 0.9302 +top5_acc 0.9915 +2023-12-11 01:21:56,686 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9302, top5_acc: 0.9915 +2023-12-11 01:22:59,651 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 10:57:26, time: 0.630, data_time: 0.178, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 0.2676, loss: 0.2676 +2023-12-11 01:23:44,930 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 10:56:47, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2476, loss: 0.2476 +2023-12-11 01:24:30,112 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 10:56:07, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2483, loss: 0.2483 +2023-12-11 01:25:15,376 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 10:55:28, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.2436, loss: 0.2436 +2023-12-11 01:26:00,653 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 10:54:49, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2618, loss: 0.2618 +2023-12-11 01:26:45,932 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 10:54:09, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2825, loss: 0.2825 +2023-12-11 01:27:31,167 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 10:53:30, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3061, loss: 0.3061 +2023-12-11 01:28:16,395 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 10:52:51, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3399, loss: 0.3399 +2023-12-11 01:29:01,724 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 10:52:11, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3207, loss: 0.3207 +2023-12-11 01:29:47,065 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 10:51:32, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2896, loss: 0.2896 +2023-12-11 01:30:32,343 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 10:50:53, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2888, loss: 0.2888 +2023-12-11 01:31:17,608 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 10:50:13, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3167, loss: 0.3167 +2023-12-11 01:32:02,904 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 10:49:34, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.3236, loss: 0.3236 +2023-12-11 01:32:48,069 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 10:48:55, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2954, loss: 0.2954 +2023-12-11 01:33:33,288 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 10:48:15, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.3239, loss: 0.3239 +2023-12-11 01:34:18,659 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 10:47:36, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.2902, loss: 0.2902 +2023-12-11 01:35:03,785 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 10:46:57, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 0.2771, loss: 0.2771 +2023-12-11 01:35:48,936 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 10:46:17, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2739, loss: 0.2739 +2023-12-11 01:36:34,256 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 10:45:38, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2988, loss: 0.2988 +2023-12-11 01:37:19,604 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 10:44:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.3631, loss: 0.3631 +2023-12-11 01:37:48,487 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 10:44:13, time: 0.289, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2838, loss: 0.2838 +2023-12-11 01:38:36,855 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 10:43:35, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2954, loss: 0.2954 +2023-12-11 01:39:25,458 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 10:42:57, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2751, loss: 0.2751 +2023-12-11 01:39:51,702 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-11 01:42:20,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 01:42:20,926 - pyskl - INFO - +top1_acc 0.9245 +top5_acc 0.9918 +2023-12-11 01:42:20,931 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9245, top5_acc: 0.9918 +2023-12-11 01:43:24,134 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 10:41:54, time: 0.632, data_time: 0.181, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2459, loss: 0.2459 +2023-12-11 01:44:09,513 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 10:41:15, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.2540, loss: 0.2540 +2023-12-11 01:44:54,738 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 10:40:35, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2448, loss: 0.2448 +2023-12-11 01:45:39,851 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 10:39:56, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2633, loss: 0.2633 +2023-12-11 01:46:24,938 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 10:39:16, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.2313, loss: 0.2313 +2023-12-11 01:47:10,090 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 10:38:37, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2352, loss: 0.2352 +2023-12-11 01:47:55,468 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 10:37:58, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2798, loss: 0.2798 +2023-12-11 01:48:40,725 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 10:37:18, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2625, loss: 0.2625 +2023-12-11 01:49:25,996 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 10:36:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2209, loss: 0.2209 +2023-12-11 01:50:11,092 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 10:35:59, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.2742, loss: 0.2742 +2023-12-11 01:50:56,481 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 10:35:20, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2511, loss: 0.2511 +2023-12-11 01:51:41,855 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 10:34:40, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2457, loss: 0.2457 +2023-12-11 01:52:27,173 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 10:34:01, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.3143, loss: 0.3143 +2023-12-11 01:53:12,401 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 10:33:21, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2583, loss: 0.2583 +2023-12-11 01:53:57,704 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 10:32:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2723, loss: 0.2723 +2023-12-11 01:54:43,123 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 10:32:03, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2742, loss: 0.2742 +2023-12-11 01:55:28,527 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 10:31:23, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.3177, loss: 0.3177 +2023-12-11 01:56:13,828 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 10:30:44, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2831, loss: 0.2831 +2023-12-11 01:56:59,148 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 10:30:04, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 0.2609, loss: 0.2609 +2023-12-11 01:57:44,294 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 10:29:25, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2966, loss: 0.2966 +2023-12-11 01:58:13,364 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 10:28:40, time: 0.291, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2786, loss: 0.2786 +2023-12-11 01:59:01,865 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 10:28:01, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3114, loss: 0.3114 +2023-12-11 01:59:50,284 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 10:27:23, time: 0.484, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3424, loss: 0.3424 +2023-12-11 02:00:16,370 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-11 02:02:44,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 02:02:44,327 - pyskl - INFO - +top1_acc 0.9244 +top5_acc 0.9919 +2023-12-11 02:02:44,332 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9244, top5_acc: 0.9919 +2023-12-11 02:03:48,333 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 10:26:21, time: 0.640, data_time: 0.179, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.2148, loss: 0.2148 +2023-12-11 02:04:34,409 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 10:25:41, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2250, loss: 0.2250 +2023-12-11 02:05:20,451 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 10:25:02, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.2226, loss: 0.2226 +2023-12-11 02:06:06,516 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 10:24:23, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2622, loss: 0.2622 +2023-12-11 02:06:52,598 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 10:23:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2308, loss: 0.2308 +2023-12-11 02:07:38,723 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 10:23:04, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1841, loss: 0.1841 +2023-12-11 02:08:24,810 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 10:22:25, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2011, loss: 0.2011 +2023-12-11 02:09:10,902 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 10:21:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2171, loss: 0.2171 +2023-12-11 02:09:56,992 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 10:21:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2543, loss: 0.2543 +2023-12-11 02:10:43,051 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 10:20:27, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 0.2456, loss: 0.2456 +2023-12-11 02:11:29,101 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 10:19:48, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.2204, loss: 0.2204 +2023-12-11 02:12:15,116 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 10:19:09, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2364, loss: 0.2364 +2023-12-11 02:13:01,190 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 10:18:30, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3297, loss: 0.3297 +2023-12-11 02:13:47,266 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 10:17:50, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2739, loss: 0.2739 +2023-12-11 02:14:33,295 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 10:17:11, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.3054, loss: 0.3054 +2023-12-11 02:15:19,354 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 10:16:32, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.2635, loss: 0.2635 +2023-12-11 02:16:05,392 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 10:15:52, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2830, loss: 0.2830 +2023-12-11 02:16:51,463 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 10:15:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2553, loss: 0.2553 +2023-12-11 02:17:37,549 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 10:14:34, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.2744, loss: 0.2744 +2023-12-11 02:18:23,585 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 10:13:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2578, loss: 0.2578 +2023-12-11 02:18:52,824 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 10:13:09, time: 0.292, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2899, loss: 0.2899 +2023-12-11 02:19:40,971 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 10:12:31, time: 0.481, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 0.2987, loss: 0.2987 +2023-12-11 02:20:29,587 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 10:11:52, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2952, loss: 0.2952 +2023-12-11 02:20:55,745 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-11 02:23:22,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 02:23:22,654 - pyskl - INFO - +top1_acc 0.9310 +top5_acc 0.9929 +2023-12-11 02:23:22,660 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9310, top5_acc: 0.9929 +2023-12-11 02:24:26,588 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 10:10:50, time: 0.639, data_time: 0.180, memory: 6499, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.2131, loss: 0.2131 +2023-12-11 02:25:12,703 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 10:10:11, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2071, loss: 0.2071 +2023-12-11 02:25:58,800 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 10:09:31, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1941, loss: 0.1941 +2023-12-11 02:26:44,897 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 10:08:52, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1979, loss: 0.1979 +2023-12-11 02:27:30,974 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 10:08:13, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2537, loss: 0.2537 +2023-12-11 02:28:17,059 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 10:07:33, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2387, loss: 0.2387 +2023-12-11 02:29:03,107 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 10:06:54, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2536, loss: 0.2536 +2023-12-11 02:29:49,183 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 10:06:14, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2482, loss: 0.2482 +2023-12-11 02:30:35,197 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 10:05:35, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2213, loss: 0.2213 +2023-12-11 02:31:21,225 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 10:04:56, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2614, loss: 0.2614 +2023-12-11 02:32:07,350 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 10:04:16, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2693, loss: 0.2693 +2023-12-11 02:32:53,426 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 10:03:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2203, loss: 0.2203 +2023-12-11 02:33:39,504 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 10:02:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.3095, loss: 0.3095 +2023-12-11 02:34:25,561 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 10:02:18, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2661, loss: 0.2661 +2023-12-11 02:35:11,641 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 10:01:39, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2591, loss: 0.2591 +2023-12-11 02:35:57,656 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 10:00:59, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2762, loss: 0.2762 +2023-12-11 02:36:43,701 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 10:00:20, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2785, loss: 0.2785 +2023-12-11 02:37:29,779 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 9:59:41, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 1.0000, loss_cls: 0.2356, loss: 0.2356 +2023-12-11 02:38:15,850 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 9:59:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2614, loss: 0.2614 +2023-12-11 02:39:01,886 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 9:58:22, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2393, loss: 0.2393 +2023-12-11 02:39:32,339 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 9:57:37, time: 0.305, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2524, loss: 0.2524 +2023-12-11 02:40:19,451 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 9:56:58, time: 0.471, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2352, loss: 0.2352 +2023-12-11 02:41:07,956 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 9:56:19, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2164, loss: 0.2164 +2023-12-11 02:41:34,160 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-11 02:44:00,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 02:44:00,113 - pyskl - INFO - +top1_acc 0.9314 +top5_acc 0.9916 +2023-12-11 02:44:00,118 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9314, top5_acc: 0.9916 +2023-12-11 02:45:03,836 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 9:55:17, time: 0.637, data_time: 0.177, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1857, loss: 0.1857 +2023-12-11 02:45:49,888 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 9:54:37, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1806, loss: 0.1806 +2023-12-11 02:46:35,941 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 9:53:58, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2286, loss: 0.2286 +2023-12-11 02:47:21,991 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 9:53:18, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2459, loss: 0.2459 +2023-12-11 02:48:08,040 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 9:52:39, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2738, loss: 0.2738 +2023-12-11 02:48:54,030 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 9:52:00, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.2168, loss: 0.2168 +2023-12-11 02:49:40,062 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 9:51:20, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2034, loss: 0.2034 +2023-12-11 02:50:26,092 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 9:50:41, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2498, loss: 0.2498 +2023-12-11 02:51:12,161 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 9:50:01, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2449, loss: 0.2449 +2023-12-11 02:51:58,189 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 9:49:22, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2401, loss: 0.2401 +2023-12-11 02:52:44,221 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 9:48:42, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2290, loss: 0.2290 +2023-12-11 02:53:30,308 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 9:48:03, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2401, loss: 0.2401 +2023-12-11 02:54:16,351 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 9:47:23, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 0.2643, loss: 0.2643 +2023-12-11 02:55:02,451 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 9:46:44, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2028, loss: 0.2028 +2023-12-11 02:55:48,469 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 9:46:04, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2107, loss: 0.2107 +2023-12-11 02:56:34,504 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 9:45:25, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2217, loss: 0.2217 +2023-12-11 02:57:20,556 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 9:44:45, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2222, loss: 0.2222 +2023-12-11 02:58:06,560 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 9:44:06, time: 0.460, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2664, loss: 0.2664 +2023-12-11 02:58:52,614 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 9:43:26, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2487, loss: 0.2487 +2023-12-11 02:59:38,717 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 9:42:46, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.2327, loss: 0.2327 +2023-12-11 03:00:10,317 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 9:42:02, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2535, loss: 0.2535 +2023-12-11 03:00:55,740 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 9:41:23, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2058, loss: 0.2058 +2023-12-11 03:01:44,209 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 9:40:44, time: 0.485, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1921, loss: 0.1921 +2023-12-11 03:02:10,461 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-11 03:04:33,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 03:04:33,972 - pyskl - INFO - +top1_acc 0.9283 +top5_acc 0.9923 +2023-12-11 03:04:33,976 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9283, top5_acc: 0.9923 +2023-12-11 03:05:37,034 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 9:39:41, time: 0.631, data_time: 0.180, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1945, loss: 0.1945 +2023-12-11 03:06:22,403 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 9:39:01, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2062, loss: 0.2062 +2023-12-11 03:07:07,744 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 9:38:21, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1872, loss: 0.1872 +2023-12-11 03:07:52,957 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 9:37:42, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.2065, loss: 0.2065 +2023-12-11 03:08:38,121 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 9:37:02, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1893, loss: 0.1893 +2023-12-11 03:09:23,292 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 9:36:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.2250, loss: 0.2250 +2023-12-11 03:10:08,609 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 9:35:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1983, loss: 0.1983 +2023-12-11 03:10:54,024 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 9:35:02, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2083, loss: 0.2083 +2023-12-11 03:11:39,141 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 9:34:22, time: 0.451, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2040, loss: 0.2040 +2023-12-11 03:12:24,446 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 9:33:43, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2561, loss: 0.2561 +2023-12-11 03:13:09,609 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 9:33:03, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1937, loss: 0.1937 +2023-12-11 03:13:54,608 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 9:32:23, time: 0.450, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2135, loss: 0.2135 +2023-12-11 03:14:40,022 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 9:31:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2397, loss: 0.2397 +2023-12-11 03:15:25,447 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 9:31:03, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1809, loss: 0.1809 +2023-12-11 03:16:10,867 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 9:30:23, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2164, loss: 0.2164 +2023-12-11 03:16:56,346 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 9:29:44, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2137, loss: 0.2137 +2023-12-11 03:17:41,600 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 9:29:04, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2386, loss: 0.2386 +2023-12-11 03:18:26,934 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 9:28:24, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.2085, loss: 0.2085 +2023-12-11 03:19:12,314 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 9:27:44, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2598, loss: 0.2598 +2023-12-11 03:19:57,705 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 9:27:04, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2071, loss: 0.2071 +2023-12-11 03:20:30,781 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 9:26:21, time: 0.331, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2355, loss: 0.2355 +2023-12-11 03:21:14,496 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 9:25:40, time: 0.437, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2136, loss: 0.2136 +2023-12-11 03:22:03,052 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 9:25:01, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2387, loss: 0.2387 +2023-12-11 03:22:29,285 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-11 03:24:52,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 03:24:53,046 - pyskl - INFO - +top1_acc 0.9224 +top5_acc 0.9921 +2023-12-11 03:24:53,051 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9224, top5_acc: 0.9921 +2023-12-11 03:25:56,061 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 9:23:59, time: 0.630, data_time: 0.178, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2035, loss: 0.2035 +2023-12-11 03:26:41,438 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 9:23:19, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1446, loss: 0.1446 +2023-12-11 03:27:26,695 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 9:22:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1750, loss: 0.1750 +2023-12-11 03:28:12,149 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 9:21:59, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1523, loss: 0.1523 +2023-12-11 03:28:57,582 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 9:21:19, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1786, loss: 0.1786 +2023-12-11 03:29:42,924 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 9:20:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1788, loss: 0.1788 +2023-12-11 03:30:28,363 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 9:19:59, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1573, loss: 0.1573 +2023-12-11 03:31:13,908 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 9:19:20, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1662, loss: 0.1662 +2023-12-11 03:31:59,357 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 9:18:40, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.2286, loss: 0.2286 +2023-12-11 03:32:44,797 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 9:18:00, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2061, loss: 0.2061 +2023-12-11 03:33:30,189 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 9:17:20, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2020, loss: 0.2020 +2023-12-11 03:34:15,747 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 9:16:40, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2119, loss: 0.2119 +2023-12-11 03:35:01,238 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 9:16:00, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2068, loss: 0.2068 +2023-12-11 03:35:46,653 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 9:15:20, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2163, loss: 0.2163 +2023-12-11 03:36:31,968 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 9:14:40, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2197, loss: 0.2197 +2023-12-11 03:37:17,615 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 9:14:01, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2157, loss: 0.2157 +2023-12-11 03:38:03,074 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 9:13:21, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2123, loss: 0.2123 +2023-12-11 03:38:48,547 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 9:12:41, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1963, loss: 0.1963 +2023-12-11 03:39:33,974 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 9:12:01, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2517, loss: 0.2517 +2023-12-11 03:40:19,523 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 9:11:21, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2454, loss: 0.2454 +2023-12-11 03:40:53,525 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 9:10:38, time: 0.340, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2234, loss: 0.2234 +2023-12-11 03:41:36,497 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 9:09:57, time: 0.430, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2020, loss: 0.2020 +2023-12-11 03:42:25,306 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 9:09:18, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2585, loss: 0.2585 +2023-12-11 03:42:51,705 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-11 03:45:13,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 03:45:13,692 - pyskl - INFO - +top1_acc 0.9322 +top5_acc 0.9929 +2023-12-11 03:45:13,697 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_105.pth was removed +2023-12-11 03:45:13,824 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-11 03:45:13,825 - pyskl - INFO - Best top1_acc is 0.9322 at 116 epoch. +2023-12-11 03:45:13,830 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9322, top5_acc: 0.9929 +2023-12-11 03:46:17,188 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 9:08:15, time: 0.634, data_time: 0.181, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1379, loss: 0.1379 +2023-12-11 03:47:02,839 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 9:07:35, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1576, loss: 0.1576 +2023-12-11 03:47:48,280 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 9:06:55, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1607, loss: 0.1607 +2023-12-11 03:48:33,796 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 9:06:16, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2152, loss: 0.2152 +2023-12-11 03:49:19,260 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 9:05:36, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1691, loss: 0.1691 +2023-12-11 03:50:04,513 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 9:04:56, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.1590, loss: 0.1590 +2023-12-11 03:50:49,755 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 9:04:16, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1641, loss: 0.1641 +2023-12-11 03:51:35,171 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 9:03:36, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1818, loss: 0.1818 +2023-12-11 03:52:20,686 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 9:02:56, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1840, loss: 0.1840 +2023-12-11 03:53:06,169 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 9:02:16, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.1941, loss: 0.1941 +2023-12-11 03:53:51,683 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 9:01:36, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1867, loss: 0.1867 +2023-12-11 03:54:37,113 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 9:00:56, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1815, loss: 0.1815 +2023-12-11 03:55:22,439 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 9:00:16, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2008, loss: 0.2008 +2023-12-11 03:56:07,838 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 8:59:36, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2173, loss: 0.2173 +2023-12-11 03:56:53,378 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 8:58:56, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1864, loss: 0.1864 +2023-12-11 03:57:38,664 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 8:58:16, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1918, loss: 0.1918 +2023-12-11 03:58:24,086 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 8:57:36, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2201, loss: 0.2201 +2023-12-11 03:59:09,494 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 8:56:56, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2053, loss: 0.2053 +2023-12-11 03:59:54,896 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 8:56:16, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2255, loss: 0.2255 +2023-12-11 04:00:40,227 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 8:55:36, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2007, loss: 0.2007 +2023-12-11 04:01:15,222 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 8:54:53, time: 0.350, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1789, loss: 0.1789 +2023-12-11 04:01:57,070 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 8:54:12, time: 0.418, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2001, loss: 0.2001 +2023-12-11 04:02:45,893 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 8:53:33, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1742, loss: 0.1742 +2023-12-11 04:03:12,290 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-11 04:05:35,029 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 04:05:35,113 - pyskl - INFO - +top1_acc 0.9293 +top5_acc 0.9926 +2023-12-11 04:05:35,119 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9293, top5_acc: 0.9926 +2023-12-11 04:06:38,649 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 8:52:30, time: 0.635, data_time: 0.183, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1783, loss: 0.1783 +2023-12-11 04:07:24,210 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 8:51:50, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1377, loss: 0.1377 +2023-12-11 04:08:09,678 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 8:51:10, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1460, loss: 0.1460 +2023-12-11 04:08:55,202 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 8:50:30, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1504, loss: 0.1504 +2023-12-11 04:09:40,744 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 8:49:50, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1464, loss: 0.1464 +2023-12-11 04:10:26,242 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 8:49:10, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1428, loss: 0.1428 +2023-12-11 04:11:11,577 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 8:48:30, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1865, loss: 0.1865 +2023-12-11 04:11:57,059 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 8:47:50, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1538, loss: 0.1538 +2023-12-11 04:12:42,601 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 8:47:10, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2033, loss: 0.2033 +2023-12-11 04:13:28,179 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 8:46:30, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1821, loss: 0.1821 +2023-12-11 04:14:13,712 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 8:45:50, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1722, loss: 0.1722 +2023-12-11 04:14:59,086 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 8:45:10, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2401, loss: 0.2401 +2023-12-11 04:15:44,519 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 8:44:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.2129, loss: 0.2129 +2023-12-11 04:16:29,959 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 8:43:50, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2222, loss: 0.2222 +2023-12-11 04:17:15,298 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 8:43:10, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1838, loss: 0.1838 +2023-12-11 04:18:00,886 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 8:42:30, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2408, loss: 0.2408 +2023-12-11 04:18:46,392 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 8:41:50, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1875, loss: 0.1875 +2023-12-11 04:19:31,876 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 8:41:10, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1581, loss: 0.1581 +2023-12-11 04:20:17,430 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 8:40:30, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2068, loss: 0.2068 +2023-12-11 04:21:02,950 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 8:39:49, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1898, loss: 0.1898 +2023-12-11 04:21:38,083 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 8:39:07, time: 0.351, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1874, loss: 0.1874 +2023-12-11 04:22:20,029 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 8:38:26, time: 0.419, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1697, loss: 0.1697 +2023-12-11 04:23:08,826 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 8:37:46, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1870, loss: 0.1870 +2023-12-11 04:23:35,279 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-11 04:25:57,150 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 04:25:57,236 - pyskl - INFO - +top1_acc 0.9371 +top5_acc 0.9936 +2023-12-11 04:25:57,241 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_116.pth was removed +2023-12-11 04:25:57,377 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2023-12-11 04:25:57,377 - pyskl - INFO - Best top1_acc is 0.9371 at 118 epoch. +2023-12-11 04:25:57,382 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9371, top5_acc: 0.9936 +2023-12-11 04:27:00,621 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 8:36:43, time: 0.632, data_time: 0.180, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1289, loss: 0.1289 +2023-12-11 04:27:45,907 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 8:36:03, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1258, loss: 0.1258 +2023-12-11 04:28:31,460 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 8:35:23, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 0.1401, loss: 0.1401 +2023-12-11 04:29:16,908 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 8:34:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1596, loss: 0.1596 +2023-12-11 04:30:02,243 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 8:34:03, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1549, loss: 0.1549 +2023-12-11 04:30:47,752 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 8:33:23, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1657, loss: 0.1657 +2023-12-11 04:31:33,166 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 8:32:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1434, loss: 0.1434 +2023-12-11 04:32:18,507 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 8:32:03, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2026, loss: 0.2026 +2023-12-11 04:33:04,167 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 8:31:22, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1680, loss: 0.1680 +2023-12-11 04:33:49,691 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 8:30:42, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1675, loss: 0.1675 +2023-12-11 04:34:35,121 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 8:30:02, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1444, loss: 0.1444 +2023-12-11 04:35:20,616 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 8:29:22, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1681, loss: 0.1681 +2023-12-11 04:36:05,945 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 8:28:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1833, loss: 0.1833 +2023-12-11 04:36:51,299 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 8:28:02, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1693, loss: 0.1693 +2023-12-11 04:37:36,815 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 8:27:22, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1730, loss: 0.1730 +2023-12-11 04:38:22,162 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 8:26:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.2269, loss: 0.2269 +2023-12-11 04:39:07,705 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 8:26:01, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1937, loss: 0.1937 +2023-12-11 04:39:53,155 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 8:25:21, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1712, loss: 0.1712 +2023-12-11 04:40:38,523 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 8:24:41, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2024, loss: 0.2024 +2023-12-11 04:41:23,945 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 8:24:01, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1919, loss: 0.1919 +2023-12-11 04:41:59,982 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 8:23:18, time: 0.360, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 0.2008, loss: 0.2008 +2023-12-11 04:42:40,203 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 8:22:37, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1806, loss: 0.1806 +2023-12-11 04:43:28,927 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 8:21:57, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1927, loss: 0.1927 +2023-12-11 04:43:55,284 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-11 04:46:17,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 04:46:17,930 - pyskl - INFO - +top1_acc 0.9341 +top5_acc 0.9932 +2023-12-11 04:46:17,934 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9341, top5_acc: 0.9932 +2023-12-11 04:47:21,780 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 8:20:54, time: 0.638, data_time: 0.177, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1326, loss: 0.1326 +2023-12-11 04:48:08,033 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 8:20:15, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1494, loss: 0.1494 +2023-12-11 04:48:54,237 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 8:19:35, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1119, loss: 0.1119 +2023-12-11 04:49:40,460 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 8:18:55, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1162, loss: 0.1162 +2023-12-11 04:50:26,679 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 8:18:15, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1068, loss: 0.1068 +2023-12-11 04:51:12,939 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 8:17:35, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1586, loss: 0.1586 +2023-12-11 04:51:59,066 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 8:16:55, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1405, loss: 0.1405 +2023-12-11 04:52:45,279 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 8:16:15, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1321, loss: 0.1321 +2023-12-11 04:53:31,455 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 8:15:35, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1474, loss: 0.1474 +2023-12-11 04:54:17,640 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 8:14:55, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1624, loss: 0.1624 +2023-12-11 04:55:03,835 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 8:14:15, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1573, loss: 0.1573 +2023-12-11 04:55:50,030 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 8:13:34, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1574, loss: 0.1574 +2023-12-11 04:56:36,235 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 8:12:54, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1528, loss: 0.1528 +2023-12-11 04:57:22,458 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 8:12:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1422, loss: 0.1422 +2023-12-11 04:58:08,659 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 8:11:34, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1404, loss: 0.1404 +2023-12-11 04:58:54,921 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 8:10:54, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1384, loss: 0.1384 +2023-12-11 04:59:41,125 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 8:10:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1486, loss: 0.1486 +2023-12-11 05:00:27,343 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 8:09:34, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1500, loss: 0.1500 +2023-12-11 05:01:13,543 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 8:08:54, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1268, loss: 0.1268 +2023-12-11 05:01:59,778 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 8:08:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1440, loss: 0.1440 +2023-12-11 05:02:38,004 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 8:07:32, time: 0.382, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1497, loss: 0.1497 +2023-12-11 05:03:16,866 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 8:06:50, time: 0.389, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1693, loss: 0.1693 +2023-12-11 05:04:05,453 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 8:06:11, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1837, loss: 0.1837 +2023-12-11 05:04:31,811 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-11 05:06:54,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 05:06:54,420 - pyskl - INFO - +top1_acc 0.9368 +top5_acc 0.9923 +2023-12-11 05:06:54,425 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9368, top5_acc: 0.9923 +2023-12-11 05:07:57,911 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 8:05:08, time: 0.635, data_time: 0.182, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1300, loss: 0.1300 +2023-12-11 05:08:43,202 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 8:04:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1016, loss: 0.1016 +2023-12-11 05:09:28,624 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 8:03:47, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1552, loss: 0.1552 +2023-12-11 05:10:14,088 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 8:03:07, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1589, loss: 0.1589 +2023-12-11 05:10:59,370 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 8:02:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1309, loss: 0.1309 +2023-12-11 05:11:44,797 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 8:01:46, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1333, loss: 0.1333 +2023-12-11 05:12:30,144 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 8:01:06, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0947, loss: 0.0947 +2023-12-11 05:13:15,682 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 8:00:26, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1052, loss: 0.1052 +2023-12-11 05:14:01,104 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 7:59:45, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1096, loss: 0.1096 +2023-12-11 05:14:46,648 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 7:59:05, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1188, loss: 0.1188 +2023-12-11 05:15:31,948 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 7:58:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1554, loss: 0.1554 +2023-12-11 05:16:17,368 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 7:57:44, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1354, loss: 0.1354 +2023-12-11 05:17:02,659 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 7:57:04, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1424, loss: 0.1424 +2023-12-11 05:17:48,153 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 7:56:24, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1221, loss: 0.1221 +2023-12-11 05:18:33,607 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 7:55:44, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1418, loss: 0.1418 +2023-12-11 05:19:18,879 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 7:55:03, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1514, loss: 0.1514 +2023-12-11 05:20:04,295 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 7:54:23, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1476, loss: 0.1476 +2023-12-11 05:20:49,632 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 7:53:43, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1083, loss: 0.1083 +2023-12-11 05:21:35,067 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 7:53:02, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1510, loss: 0.1510 +2023-12-11 05:22:20,622 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 7:52:22, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.1851, loss: 0.1851 +2023-12-11 05:22:59,449 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 7:51:40, time: 0.388, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1359, loss: 0.1359 +2023-12-11 05:23:36,677 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 7:50:58, time: 0.372, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1544, loss: 0.1544 +2023-12-11 05:24:25,325 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 7:50:18, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1280, loss: 0.1280 +2023-12-11 05:24:51,583 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-11 05:27:14,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 05:27:14,542 - pyskl - INFO - +top1_acc 0.9399 +top5_acc 0.9932 +2023-12-11 05:27:14,546 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_118.pth was removed +2023-12-11 05:27:14,668 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2023-12-11 05:27:14,668 - pyskl - INFO - Best top1_acc is 0.9399 at 121 epoch. +2023-12-11 05:27:14,673 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9399, top5_acc: 0.9932 +2023-12-11 05:28:17,554 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 7:49:15, time: 0.629, data_time: 0.177, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1272, loss: 0.1272 +2023-12-11 05:29:02,950 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 7:48:34, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1019, loss: 0.1019 +2023-12-11 05:29:48,359 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 7:47:54, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1101, loss: 0.1101 +2023-12-11 05:30:33,779 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 7:47:14, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1235, loss: 0.1235 +2023-12-11 05:31:19,313 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 7:46:33, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1126, loss: 0.1126 +2023-12-11 05:32:04,838 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 7:45:53, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1162, loss: 0.1162 +2023-12-11 05:32:50,343 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 7:45:13, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1302, loss: 0.1302 +2023-12-11 05:33:35,837 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 7:44:32, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1090, loss: 0.1090 +2023-12-11 05:34:21,211 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 7:43:52, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1368, loss: 0.1368 +2023-12-11 05:35:06,626 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 7:43:12, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1262, loss: 0.1262 +2023-12-11 05:35:52,049 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 7:42:31, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1674, loss: 0.1674 +2023-12-11 05:36:37,516 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 7:41:51, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1350, loss: 0.1350 +2023-12-11 05:37:22,966 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 7:41:11, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1772, loss: 0.1772 +2023-12-11 05:38:08,472 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 7:40:30, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1399, loss: 0.1399 +2023-12-11 05:38:54,043 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 7:39:50, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1580, loss: 0.1580 +2023-12-11 05:39:39,326 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 7:39:09, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1599, loss: 0.1599 +2023-12-11 05:40:24,766 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 7:38:29, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1651, loss: 0.1651 +2023-12-11 05:41:10,096 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 7:37:49, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1347, loss: 0.1347 +2023-12-11 05:41:55,469 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 7:37:08, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1511, loss: 0.1511 +2023-12-11 05:42:40,680 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 7:36:28, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1358, loss: 0.1358 +2023-12-11 05:43:20,833 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 7:35:46, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1349, loss: 0.1349 +2023-12-11 05:43:56,383 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 7:35:03, time: 0.355, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1387, loss: 0.1387 +2023-12-11 05:44:45,257 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 7:34:24, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1502, loss: 0.1502 +2023-12-11 05:45:11,600 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-11 05:47:33,919 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 05:47:33,998 - pyskl - INFO - +top1_acc 0.9412 +top5_acc 0.9929 +2023-12-11 05:47:34,002 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_121.pth was removed +2023-12-11 05:47:34,126 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2023-12-11 05:47:34,127 - pyskl - INFO - Best top1_acc is 0.9412 at 122 epoch. +2023-12-11 05:47:34,131 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9412, top5_acc: 0.9929 +2023-12-11 05:48:38,348 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 7:33:21, time: 0.642, data_time: 0.180, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0873, loss: 0.0873 +2023-12-11 05:49:24,618 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 7:32:41, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1132, loss: 0.1132 +2023-12-11 05:50:10,805 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 7:32:00, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1268, loss: 0.1268 +2023-12-11 05:50:57,023 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 7:31:20, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1004, loss: 0.1004 +2023-12-11 05:51:43,242 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 7:30:40, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1022, loss: 0.1022 +2023-12-11 05:52:29,384 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 7:30:00, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 +2023-12-11 05:53:15,639 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 7:29:19, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1057, loss: 0.1057 +2023-12-11 05:54:01,832 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 7:28:39, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1295, loss: 0.1295 +2023-12-11 05:54:48,055 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 7:27:59, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1144, loss: 0.1144 +2023-12-11 05:55:34,246 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 7:27:18, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2023-12-11 05:56:20,437 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 7:26:38, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0950, loss: 0.0950 +2023-12-11 05:57:06,637 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 7:25:58, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1172, loss: 0.1172 +2023-12-11 05:57:52,828 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 7:25:18, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1489, loss: 0.1489 +2023-12-11 05:58:39,090 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 7:24:37, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1311, loss: 0.1311 +2023-12-11 05:59:25,294 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 7:23:57, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1242, loss: 0.1242 +2023-12-11 06:00:11,485 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 7:23:17, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1412, loss: 0.1412 +2023-12-11 06:00:57,715 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 7:22:36, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1135, loss: 0.1135 +2023-12-11 06:01:43,900 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 7:21:56, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1569, loss: 0.1569 +2023-12-11 06:02:30,123 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 7:21:16, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1504, loss: 0.1504 +2023-12-11 06:03:16,304 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 7:20:36, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0939, loss: 0.0939 +2023-12-11 06:03:58,734 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 7:19:54, time: 0.424, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1457, loss: 0.1457 +2023-12-11 06:04:32,545 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 7:19:11, time: 0.338, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1229, loss: 0.1229 +2023-12-11 06:05:21,209 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 7:18:32, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1139, loss: 0.1139 +2023-12-11 06:05:47,533 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-11 06:08:10,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 06:08:10,510 - pyskl - INFO - +top1_acc 0.9378 +top5_acc 0.9932 +2023-12-11 06:08:10,514 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9378, top5_acc: 0.9932 +2023-12-11 06:09:14,933 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 7:17:28, time: 0.644, data_time: 0.183, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0971, loss: 0.0971 +2023-12-11 06:10:01,118 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 7:16:48, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1033, loss: 0.1033 +2023-12-11 06:10:47,272 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 7:16:08, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1239, loss: 0.1239 +2023-12-11 06:11:33,477 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 7:15:27, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1005, loss: 0.1005 +2023-12-11 06:12:19,674 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 7:14:47, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1273, loss: 0.1273 +2023-12-11 06:13:05,816 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 7:14:07, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1455, loss: 0.1455 +2023-12-11 06:13:51,971 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 7:13:26, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1023, loss: 0.1023 +2023-12-11 06:14:38,169 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 7:12:46, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0968, loss: 0.0968 +2023-12-11 06:15:24,334 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 7:12:06, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1254, loss: 0.1254 +2023-12-11 06:16:10,574 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 7:11:25, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1177, loss: 0.1177 +2023-12-11 06:16:56,805 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 7:10:45, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0873, loss: 0.0873 +2023-12-11 06:17:43,020 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 7:10:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0978, loss: 0.0978 +2023-12-11 06:18:29,198 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 7:09:24, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0987, loss: 0.0987 +2023-12-11 06:19:15,410 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 7:08:44, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1105, loss: 0.1105 +2023-12-11 06:20:01,655 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 7:08:03, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1010, loss: 0.1010 +2023-12-11 06:20:47,854 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 7:07:23, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1081, loss: 0.1081 +2023-12-11 06:21:33,999 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 7:06:43, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1064, loss: 0.1064 +2023-12-11 06:22:20,199 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 7:06:02, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0970, loss: 0.0970 +2023-12-11 06:23:06,398 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 7:05:22, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0965, loss: 0.0965 +2023-12-11 06:23:52,628 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 7:04:42, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1111, loss: 0.1111 +2023-12-11 06:24:36,468 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 7:04:01, time: 0.438, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 +2023-12-11 06:25:09,170 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 7:03:17, time: 0.327, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 +2023-12-11 06:25:57,915 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 7:02:37, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1097, loss: 0.1097 +2023-12-11 06:26:24,284 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-11 06:28:47,669 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 06:28:47,752 - pyskl - INFO - +top1_acc 0.9377 +top5_acc 0.9923 +2023-12-11 06:28:47,757 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9377, top5_acc: 0.9923 +2023-12-11 06:29:50,816 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 7:01:34, time: 0.631, data_time: 0.177, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0877, loss: 0.0877 +2023-12-11 06:30:36,290 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 7:00:54, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0839, loss: 0.0839 +2023-12-11 06:31:21,750 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 7:00:13, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0831, loss: 0.0831 +2023-12-11 06:32:07,187 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 6:59:32, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0719, loss: 0.0719 +2023-12-11 06:32:52,706 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 6:58:52, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 +2023-12-11 06:33:38,275 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 6:58:11, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1143, loss: 0.1143 +2023-12-11 06:34:23,735 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 6:57:31, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895 +2023-12-11 06:35:09,159 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 6:56:50, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0989, loss: 0.0989 +2023-12-11 06:35:54,579 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 6:56:09, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0834, loss: 0.0834 +2023-12-11 06:36:39,896 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 6:55:29, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0969, loss: 0.0969 +2023-12-11 06:37:25,230 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 6:54:48, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1095, loss: 0.1095 +2023-12-11 06:38:10,643 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 6:54:08, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1004, loss: 0.1004 +2023-12-11 06:38:55,940 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 6:53:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1123, loss: 0.1123 +2023-12-11 06:39:41,486 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 6:52:46, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0960, loss: 0.0960 +2023-12-11 06:40:26,993 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 6:52:06, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0925, loss: 0.0925 +2023-12-11 06:41:12,406 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 6:51:25, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0842, loss: 0.0842 +2023-12-11 06:41:57,619 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 6:50:44, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0988, loss: 0.0988 +2023-12-11 06:42:42,997 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 6:50:04, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1030, loss: 0.1030 +2023-12-11 06:43:28,486 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 6:49:23, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0858, loss: 0.0858 +2023-12-11 06:44:13,928 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 6:48:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1316, loss: 0.1316 +2023-12-11 06:44:58,372 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 6:48:02, time: 0.444, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0888, loss: 0.0888 +2023-12-11 06:45:29,370 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 6:47:18, time: 0.310, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0969, loss: 0.0969 +2023-12-11 06:46:18,134 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 6:46:38, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870 +2023-12-11 06:46:44,436 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-11 06:49:07,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 06:49:07,919 - pyskl - INFO - +top1_acc 0.9364 +top5_acc 0.9923 +2023-12-11 06:49:07,924 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9364, top5_acc: 0.9923 +2023-12-11 06:50:12,080 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 6:45:35, time: 0.642, data_time: 0.179, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0784, loss: 0.0784 +2023-12-11 06:50:58,253 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 6:44:54, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2023-12-11 06:51:44,525 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 6:44:14, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2023-12-11 06:52:30,773 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 6:43:34, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2023-12-11 06:53:16,966 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 6:42:53, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0801, loss: 0.0801 +2023-12-11 06:54:03,167 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 6:42:12, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2023-12-11 06:54:49,364 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 6:41:32, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2023-12-11 06:55:35,537 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 6:40:51, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 +2023-12-11 06:56:21,712 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 6:40:11, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0865, loss: 0.0865 +2023-12-11 06:57:07,949 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 6:39:30, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2023-12-11 06:57:54,174 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 6:38:50, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0924, loss: 0.0924 +2023-12-11 06:58:40,384 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 6:38:09, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0834, loss: 0.0834 +2023-12-11 06:59:26,573 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 6:37:29, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0708, loss: 0.0708 +2023-12-11 07:00:12,752 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 6:36:48, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0981, loss: 0.0981 +2023-12-11 07:00:58,948 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 6:36:08, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0869, loss: 0.0869 +2023-12-11 07:01:45,131 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 6:35:27, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2023-12-11 07:02:31,376 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 6:34:47, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0816, loss: 0.0816 +2023-12-11 07:03:17,537 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 6:34:06, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2023-12-11 07:04:03,772 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 6:33:26, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0828, loss: 0.0828 +2023-12-11 07:04:49,998 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 6:32:45, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 +2023-12-11 07:05:36,173 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 6:32:04, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 +2023-12-11 07:06:06,052 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 6:31:21, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0954, loss: 0.0954 +2023-12-11 07:06:54,758 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 6:30:41, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 +2023-12-11 07:07:21,056 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-11 07:09:45,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 07:09:45,537 - pyskl - INFO - +top1_acc 0.9414 +top5_acc 0.9930 +2023-12-11 07:09:45,542 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_122.pth was removed +2023-12-11 07:09:45,671 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-11 07:09:45,672 - pyskl - INFO - Best top1_acc is 0.9414 at 126 epoch. +2023-12-11 07:09:45,677 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9414, top5_acc: 0.9930 +2023-12-11 07:10:49,494 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 6:29:37, time: 0.638, data_time: 0.183, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2023-12-11 07:11:34,968 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 6:28:57, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0665, loss: 0.0665 +2023-12-11 07:12:20,439 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 6:28:16, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 +2023-12-11 07:13:05,825 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 6:27:35, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0904, loss: 0.0904 +2023-12-11 07:13:51,027 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 6:26:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2023-12-11 07:14:36,326 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 6:26:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2023-12-11 07:15:21,701 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 6:25:33, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0883, loss: 0.0883 +2023-12-11 07:16:06,979 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 6:24:52, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2023-12-11 07:16:52,495 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 6:24:11, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2023-12-11 07:17:37,992 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 6:23:31, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0691, loss: 0.0691 +2023-12-11 07:18:23,314 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 6:22:50, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0936, loss: 0.0936 +2023-12-11 07:19:08,604 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 6:22:09, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2023-12-11 07:19:54,113 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 6:21:28, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 +2023-12-11 07:20:39,522 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 6:20:48, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2023-12-11 07:21:24,846 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 6:20:07, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 +2023-12-11 07:22:10,425 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 6:19:26, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2023-12-11 07:22:55,654 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 6:18:45, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-11 07:23:41,035 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 6:18:04, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708 +2023-12-11 07:24:26,379 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 6:17:24, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 +2023-12-11 07:25:11,888 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 6:16:43, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 +2023-12-11 07:25:57,399 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 6:16:02, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2023-12-11 07:26:27,092 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 6:15:19, time: 0.297, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2023-12-11 07:27:15,789 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 6:14:38, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0914, loss: 0.0914 +2023-12-11 07:27:42,264 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-11 07:30:05,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 07:30:05,988 - pyskl - INFO - +top1_acc 0.9455 +top5_acc 0.9926 +2023-12-11 07:30:05,993 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_126.pth was removed +2023-12-11 07:30:06,119 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-11 07:30:06,119 - pyskl - INFO - Best top1_acc is 0.9455 at 127 epoch. +2023-12-11 07:30:06,124 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9455, top5_acc: 0.9926 +2023-12-11 07:31:09,437 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 6:13:35, time: 0.633, data_time: 0.180, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777 +2023-12-11 07:31:54,913 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 6:12:54, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2023-12-11 07:32:40,341 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 6:12:13, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 +2023-12-11 07:33:25,712 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 6:11:32, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2023-12-11 07:34:11,215 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 6:10:52, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 +2023-12-11 07:34:56,795 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 6:10:11, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0579, loss: 0.0579 +2023-12-11 07:35:42,346 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 6:09:30, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2023-12-11 07:36:27,718 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 6:08:49, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0820, loss: 0.0820 +2023-12-11 07:37:13,080 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 6:08:08, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0907, loss: 0.0907 +2023-12-11 07:37:58,656 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 6:07:28, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0813, loss: 0.0813 +2023-12-11 07:38:44,070 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 6:06:47, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0761, loss: 0.0761 +2023-12-11 07:39:29,492 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 6:06:06, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2023-12-11 07:40:14,862 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 6:05:25, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2023-12-11 07:41:00,254 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 6:04:44, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0639, loss: 0.0639 +2023-12-11 07:41:45,575 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 6:04:04, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0904, loss: 0.0904 +2023-12-11 07:42:30,881 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 6:03:23, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-11 07:43:16,496 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 6:02:42, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2023-12-11 07:44:02,021 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 6:02:01, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2023-12-11 07:44:47,534 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 6:01:20, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0692, loss: 0.0692 +2023-12-11 07:45:32,964 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 6:00:39, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2023-12-11 07:46:18,317 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 5:59:59, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0967, loss: 0.0967 +2023-12-11 07:46:48,203 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 5:59:15, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0763, loss: 0.0763 +2023-12-11 07:47:36,946 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 5:58:35, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0697, loss: 0.0697 +2023-12-11 07:48:03,344 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-11 07:50:28,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 07:50:28,089 - pyskl - INFO - +top1_acc 0.9432 +top5_acc 0.9928 +2023-12-11 07:50:28,093 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9432, top5_acc: 0.9928 +2023-12-11 07:51:31,860 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 5:57:31, time: 0.638, data_time: 0.184, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0647, loss: 0.0647 +2023-12-11 07:52:17,452 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 5:56:50, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2023-12-11 07:53:02,971 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 5:56:10, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0551, loss: 0.0551 +2023-12-11 07:53:48,463 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 5:55:29, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2023-12-11 07:54:33,949 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 5:54:48, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2023-12-11 07:55:19,436 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 5:54:07, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 +2023-12-11 07:56:04,950 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 5:53:26, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2023-12-11 07:56:50,384 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 5:52:45, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0833, loss: 0.0833 +2023-12-11 07:57:35,886 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 5:52:04, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0666, loss: 0.0666 +2023-12-11 07:58:21,228 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 5:51:24, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2023-12-11 07:59:06,504 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 5:50:43, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2023-12-11 07:59:51,738 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 5:50:02, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0507, loss: 0.0507 +2023-12-11 08:00:37,151 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 5:49:21, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0623, loss: 0.0623 +2023-12-11 08:01:22,671 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 5:48:40, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2023-12-11 08:02:08,124 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 5:47:59, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-11 08:02:53,584 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 5:47:18, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2023-12-11 08:03:38,975 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 5:46:37, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 +2023-12-11 08:04:24,193 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 5:45:56, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0583, loss: 0.0583 +2023-12-11 08:05:09,435 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 5:45:15, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0535, loss: 0.0535 +2023-12-11 08:05:54,781 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 5:44:35, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2023-12-11 08:06:40,064 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 5:43:54, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 +2023-12-11 08:07:09,784 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 5:43:10, time: 0.297, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0571, loss: 0.0571 +2023-12-11 08:07:58,350 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 5:42:30, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2023-12-11 08:08:24,654 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-11 08:10:49,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 08:10:49,284 - pyskl - INFO - +top1_acc 0.9490 +top5_acc 0.9929 +2023-12-11 08:10:49,288 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_127.pth was removed +2023-12-11 08:10:49,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-11 08:10:49,415 - pyskl - INFO - Best top1_acc is 0.9490 at 129 epoch. +2023-12-11 08:10:49,420 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9490, top5_acc: 0.9929 +2023-12-11 08:11:53,585 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 5:41:26, time: 0.642, data_time: 0.180, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0478, loss: 0.0478 +2023-12-11 08:12:39,797 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 5:40:45, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2023-12-11 08:13:25,995 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 5:40:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0591, loss: 0.0591 +2023-12-11 08:14:12,229 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 5:39:24, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2023-12-11 08:14:58,438 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 5:38:43, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 +2023-12-11 08:15:44,659 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 5:38:02, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2023-12-11 08:16:30,916 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 5:37:21, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468 +2023-12-11 08:17:17,150 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 5:36:41, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 +2023-12-11 08:18:03,388 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 5:36:00, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443 +2023-12-11 08:18:49,630 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 5:35:19, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0521, loss: 0.0521 +2023-12-11 08:19:35,843 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 5:34:38, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538 +2023-12-11 08:20:22,061 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 5:33:57, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2023-12-11 08:21:08,297 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 5:33:17, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0505, loss: 0.0505 +2023-12-11 08:21:54,544 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 5:32:36, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 +2023-12-11 08:22:40,750 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 5:31:55, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0510, loss: 0.0510 +2023-12-11 08:23:26,972 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 5:31:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2023-12-11 08:24:13,191 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 5:30:33, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2023-12-11 08:24:59,389 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 5:29:52, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2023-12-11 08:25:45,540 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 5:29:12, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 +2023-12-11 08:26:31,736 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 5:28:31, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2023-12-11 08:27:17,915 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 5:27:50, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 +2023-12-11 08:27:47,821 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 5:27:06, time: 0.299, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0507, loss: 0.0507 +2023-12-11 08:28:36,733 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 5:26:26, time: 0.489, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0483, loss: 0.0483 +2023-12-11 08:29:03,076 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-11 08:31:27,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 08:31:27,352 - pyskl - INFO - +top1_acc 0.9482 +top5_acc 0.9933 +2023-12-11 08:31:27,357 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9482, top5_acc: 0.9933 +2023-12-11 08:32:30,562 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 5:25:22, time: 0.632, data_time: 0.180, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2023-12-11 08:33:15,959 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 5:24:41, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2023-12-11 08:34:01,401 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 5:24:00, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2023-12-11 08:34:46,910 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 5:23:19, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2023-12-11 08:35:32,419 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 5:22:38, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 +2023-12-11 08:36:17,817 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 5:21:57, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0525, loss: 0.0525 +2023-12-11 08:37:03,246 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 5:21:16, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2023-12-11 08:37:48,688 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 5:20:35, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 +2023-12-11 08:38:34,081 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 5:19:54, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 +2023-12-11 08:39:19,559 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 5:19:13, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0505, loss: 0.0505 +2023-12-11 08:40:04,975 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 5:18:32, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2023-12-11 08:40:50,456 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 5:17:51, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 +2023-12-11 08:41:35,884 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 5:17:10, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0517, loss: 0.0517 +2023-12-11 08:42:21,466 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 5:16:29, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2023-12-11 08:43:06,915 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 5:15:48, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2023-12-11 08:43:52,414 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 5:15:07, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2023-12-11 08:44:37,679 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 5:14:26, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0501, loss: 0.0501 +2023-12-11 08:45:22,987 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 5:13:45, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 +2023-12-11 08:46:08,229 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 5:13:04, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2023-12-11 08:46:53,575 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 5:12:23, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 +2023-12-11 08:47:39,033 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 5:11:42, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 +2023-12-11 08:48:08,567 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 5:10:59, time: 0.295, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2023-12-11 08:48:57,324 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 5:10:18, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 +2023-12-11 08:49:23,711 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-11 08:51:47,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 08:51:47,887 - pyskl - INFO - +top1_acc 0.9508 +top5_acc 0.9931 +2023-12-11 08:51:47,892 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_129.pth was removed +2023-12-11 08:51:48,025 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-11 08:51:48,026 - pyskl - INFO - Best top1_acc is 0.9508 at 131 epoch. +2023-12-11 08:51:48,030 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9508, top5_acc: 0.9931 +2023-12-11 08:52:51,688 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 5:09:15, time: 0.637, data_time: 0.182, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2023-12-11 08:53:37,316 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 5:08:34, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 +2023-12-11 08:54:22,803 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 5:07:53, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2023-12-11 08:55:08,155 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 5:07:11, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 +2023-12-11 08:55:53,691 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 5:06:30, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0476, loss: 0.0476 +2023-12-11 08:56:39,074 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 5:05:49, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 +2023-12-11 08:57:24,349 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 5:05:08, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2023-12-11 08:58:09,726 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 5:04:27, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2023-12-11 08:58:55,214 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 5:03:46, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2023-12-11 08:59:40,435 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 5:03:05, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2023-12-11 09:00:25,820 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 5:02:24, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 +2023-12-11 09:01:11,263 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 5:01:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 +2023-12-11 09:01:56,852 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 5:01:02, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0457, loss: 0.0457 +2023-12-11 09:02:42,255 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 5:00:21, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0469, loss: 0.0469 +2023-12-11 09:03:27,577 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 4:59:40, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2023-12-11 09:04:12,880 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 4:58:59, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2023-12-11 09:04:58,436 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 4:58:18, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2023-12-11 09:05:43,820 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 4:57:36, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0485, loss: 0.0485 +2023-12-11 09:06:29,317 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 4:56:55, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2023-12-11 09:07:14,749 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 4:56:14, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2023-12-11 09:08:00,080 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 4:55:33, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2023-12-11 09:08:28,975 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 4:54:50, time: 0.289, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 +2023-12-11 09:09:17,742 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 4:54:09, time: 0.488, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0470, loss: 0.0470 +2023-12-11 09:09:44,142 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-11 09:12:08,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 09:12:08,821 - pyskl - INFO - +top1_acc 0.9497 +top5_acc 0.9929 +2023-12-11 09:12:08,826 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9497, top5_acc: 0.9929 +2023-12-11 09:13:12,435 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 4:53:05, time: 0.636, data_time: 0.183, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2023-12-11 09:13:57,981 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 4:52:24, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375 +2023-12-11 09:14:43,395 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 4:51:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 +2023-12-11 09:15:28,940 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 4:51:02, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 +2023-12-11 09:16:14,392 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 4:50:21, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0376, loss: 0.0376 +2023-12-11 09:16:59,844 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 4:49:40, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-11 09:17:45,427 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 4:48:59, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2023-12-11 09:18:30,943 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 4:48:18, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2023-12-11 09:19:16,524 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 4:47:37, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 +2023-12-11 09:20:02,069 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 4:46:56, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2023-12-11 09:20:47,536 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 4:46:14, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-11 09:21:32,904 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 4:45:33, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2023-12-11 09:22:18,478 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 4:44:52, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2023-12-11 09:23:03,918 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 4:44:11, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0441, loss: 0.0441 +2023-12-11 09:23:49,366 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 4:43:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 +2023-12-11 09:24:34,751 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 4:42:49, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2023-12-11 09:25:20,195 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 4:42:08, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2023-12-11 09:26:05,769 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 4:41:26, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2023-12-11 09:26:51,164 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 4:40:45, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2023-12-11 09:27:36,500 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 4:40:04, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 +2023-12-11 09:28:22,042 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 4:39:23, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2023-12-11 09:28:51,377 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 4:38:40, time: 0.293, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2023-12-11 09:29:40,016 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 4:37:59, time: 0.486, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 +2023-12-11 09:30:06,232 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-11 09:32:30,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 09:32:30,808 - pyskl - INFO - +top1_acc 0.9500 +top5_acc 0.9933 +2023-12-11 09:32:30,812 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9500, top5_acc: 0.9933 +2023-12-11 09:33:34,215 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 4:36:55, time: 0.634, data_time: 0.180, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2023-12-11 09:34:19,772 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 4:36:14, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 +2023-12-11 09:35:05,423 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 4:35:33, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 +2023-12-11 09:35:50,967 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 4:34:52, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 +2023-12-11 09:36:36,568 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 4:34:11, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 +2023-12-11 09:37:22,066 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 4:33:30, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2023-12-11 09:38:07,581 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 4:32:48, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324 +2023-12-11 09:38:53,003 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 4:32:07, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 +2023-12-11 09:39:38,680 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 4:31:26, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-11 09:40:24,436 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 4:30:45, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2023-12-11 09:41:10,068 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 4:30:04, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 +2023-12-11 09:41:55,769 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 4:29:23, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 +2023-12-11 09:42:41,361 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 4:28:41, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2023-12-11 09:43:26,684 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 4:28:00, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 +2023-12-11 09:44:12,033 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 4:27:19, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0332, loss: 0.0332 +2023-12-11 09:44:57,429 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 4:26:38, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 +2023-12-11 09:45:42,840 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 4:25:57, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 +2023-12-11 09:46:28,191 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 4:25:15, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-11 09:47:13,769 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 4:24:34, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 +2023-12-11 09:48:00,001 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 4:23:53, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2023-12-11 09:48:46,213 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 4:23:12, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2023-12-11 09:49:15,507 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 4:22:29, time: 0.293, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 +2023-12-11 09:50:04,217 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 4:21:48, time: 0.487, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0323, loss: 0.0323 +2023-12-11 09:50:30,604 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-11 09:52:52,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 09:52:52,827 - pyskl - INFO - +top1_acc 0.9516 +top5_acc 0.9933 +2023-12-11 09:52:52,831 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_131.pth was removed +2023-12-11 09:52:52,954 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-11 09:52:52,954 - pyskl - INFO - Best top1_acc is 0.9516 at 134 epoch. +2023-12-11 09:52:52,958 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9516, top5_acc: 0.9933 +2023-12-11 09:53:56,951 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 4:20:44, time: 0.640, data_time: 0.182, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 +2023-12-11 09:54:42,556 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 4:20:03, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2023-12-11 09:55:28,301 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 4:19:22, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2023-12-11 09:56:14,080 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 4:18:41, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2023-12-11 09:56:59,895 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 4:17:59, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 +2023-12-11 09:57:45,642 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 4:17:18, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2023-12-11 09:58:31,464 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 4:16:37, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-11 09:59:17,266 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 4:15:56, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 +2023-12-11 10:00:03,016 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 4:15:15, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2023-12-11 10:00:48,781 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 4:14:34, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-11 10:01:34,495 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 4:13:52, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2023-12-11 10:02:20,305 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 4:13:11, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-11 10:03:05,977 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 4:12:30, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 +2023-12-11 10:03:51,783 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 4:11:49, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 +2023-12-11 10:04:37,564 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 4:11:07, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 +2023-12-11 10:05:23,368 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 4:10:26, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 +2023-12-11 10:06:09,143 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 4:09:45, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2023-12-11 10:06:54,894 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 4:09:04, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2023-12-11 10:07:40,648 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 4:08:23, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2023-12-11 10:08:26,383 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 4:07:41, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 +2023-12-11 10:09:12,082 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 4:07:00, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 +2023-12-11 10:09:44,007 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 4:06:17, time: 0.319, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2023-12-11 10:10:26,344 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 4:05:36, time: 0.423, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-11 10:10:52,740 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-11 10:13:14,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 10:13:14,926 - pyskl - INFO - +top1_acc 0.9538 +top5_acc 0.9930 +2023-12-11 10:13:14,931 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_134.pth was removed +2023-12-11 10:13:15,068 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-11 10:13:15,068 - pyskl - INFO - Best top1_acc is 0.9538 at 135 epoch. +2023-12-11 10:13:15,073 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9538, top5_acc: 0.9930 +2023-12-11 10:14:19,802 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 4:04:32, time: 0.647, data_time: 0.191, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2023-12-11 10:15:05,539 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 4:03:51, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2023-12-11 10:15:51,285 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 4:03:10, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 10:16:37,005 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 4:02:28, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-11 10:17:22,735 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 4:01:47, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 10:18:08,457 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 4:01:06, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-11 10:18:54,241 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 4:00:25, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2023-12-11 10:19:40,004 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 3:59:43, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2023-12-11 10:20:25,649 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 3:59:02, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2023-12-11 10:21:11,398 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 3:58:21, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295 +2023-12-11 10:21:57,091 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 3:57:39, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2023-12-11 10:22:42,839 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 3:56:58, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 +2023-12-11 10:23:28,594 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 3:56:17, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-11 10:24:14,392 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 3:55:36, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2023-12-11 10:25:00,213 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 3:54:54, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2023-12-11 10:25:45,958 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 3:54:13, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2023-12-11 10:26:31,634 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 3:53:32, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 +2023-12-11 10:27:17,290 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 3:52:50, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-11 10:28:03,001 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 3:52:09, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2023-12-11 10:28:48,673 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 3:51:28, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-11 10:29:34,447 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 3:50:47, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 +2023-12-11 10:30:12,643 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 3:50:05, time: 0.382, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2023-12-11 10:30:47,842 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 3:49:22, time: 0.352, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0397, loss: 0.0397 +2023-12-11 10:31:14,276 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-11 10:33:37,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 10:33:37,566 - pyskl - INFO - +top1_acc 0.9543 +top5_acc 0.9929 +2023-12-11 10:33:37,570 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_135.pth was removed +2023-12-11 10:33:37,710 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-11 10:33:37,710 - pyskl - INFO - Best top1_acc is 0.9543 at 136 epoch. +2023-12-11 10:33:37,717 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9543, top5_acc: 0.9929 +2023-12-11 10:34:41,498 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 3:48:18, time: 0.638, data_time: 0.182, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2023-12-11 10:35:27,210 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 3:47:37, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2023-12-11 10:36:12,846 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 3:46:56, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2023-12-11 10:36:58,596 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 3:46:14, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 10:37:44,284 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 3:45:33, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 +2023-12-11 10:38:30,067 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 3:44:52, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-11 10:39:15,878 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 3:44:10, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2023-12-11 10:40:01,550 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 3:43:29, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2023-12-11 10:40:47,362 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 3:42:48, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2023-12-11 10:41:33,085 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 3:42:07, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-11 10:42:18,822 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 3:41:25, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 +2023-12-11 10:43:04,579 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 3:40:44, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 +2023-12-11 10:43:50,343 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 3:40:03, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2023-12-11 10:44:36,013 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 3:39:21, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2023-12-11 10:45:21,762 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 3:38:40, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2023-12-11 10:46:07,539 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 3:37:59, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 10:46:53,272 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 3:37:17, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2023-12-11 10:47:39,061 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 3:36:36, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-11 10:48:24,834 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 3:35:55, time: 0.458, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 +2023-12-11 10:49:10,578 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 3:35:13, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 +2023-12-11 10:49:56,296 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 3:34:32, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 +2023-12-11 10:50:41,519 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 3:33:50, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 +2023-12-11 10:51:09,646 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 3:33:07, time: 0.281, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 +2023-12-11 10:51:35,874 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-11 10:54:00,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 10:54:00,566 - pyskl - INFO - +top1_acc 0.9551 +top5_acc 0.9929 +2023-12-11 10:54:00,570 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_136.pth was removed +2023-12-11 10:54:00,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2023-12-11 10:54:00,709 - pyskl - INFO - Best top1_acc is 0.9551 at 137 epoch. +2023-12-11 10:54:00,713 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9551, top5_acc: 0.9929 +2023-12-11 10:55:06,165 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 3:32:04, time: 0.654, data_time: 0.191, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 10:55:52,404 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 3:31:22, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 +2023-12-11 10:56:38,672 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 3:30:41, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-11 10:57:25,006 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 3:30:00, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2023-12-11 10:58:11,383 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 3:29:18, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-11 10:58:57,700 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 3:28:37, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 +2023-12-11 10:59:44,051 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 3:27:56, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-11 11:00:30,364 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 3:27:14, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-11 11:01:16,748 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 3:26:33, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 11:02:03,112 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 3:25:52, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2023-12-11 11:02:49,349 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 3:25:11, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2023-12-11 11:03:35,611 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 3:24:29, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-11 11:04:21,943 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 3:23:48, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2023-12-11 11:05:08,152 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 3:23:06, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-11 11:05:54,480 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 3:22:25, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-11 11:06:40,823 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 3:21:44, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2023-12-11 11:07:27,143 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 3:21:02, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 11:08:13,504 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 3:20:21, time: 0.464, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2023-12-11 11:08:59,743 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 3:19:40, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 11:09:46,030 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 3:18:58, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-11 11:10:32,351 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 3:18:17, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2023-12-11 11:11:18,645 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 3:17:36, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 +2023-12-11 11:11:46,432 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 3:16:53, time: 0.278, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-11 11:12:12,611 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-11 11:14:37,630 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 11:14:37,709 - pyskl - INFO - +top1_acc 0.9534 +top5_acc 0.9933 +2023-12-11 11:14:37,714 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9534, top5_acc: 0.9933 +2023-12-11 11:15:42,557 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 3:15:49, time: 0.648, data_time: 0.192, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 +2023-12-11 11:16:28,290 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 3:15:07, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-11 11:17:14,013 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 3:14:26, time: 0.457, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-11 11:17:59,573 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 3:13:45, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-11 11:18:45,205 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 3:13:03, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-11 11:19:30,501 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 3:12:22, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-11 11:20:15,927 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 3:11:40, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2023-12-11 11:21:01,159 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 3:10:59, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-11 11:21:46,578 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 3:10:17, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-11 11:22:32,117 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 3:09:36, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-11 11:23:17,511 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 3:08:54, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2023-12-11 11:24:02,941 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 3:08:13, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-11 11:24:48,276 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 3:07:31, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-11 11:25:33,603 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 3:06:50, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-11 11:26:18,954 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 3:06:08, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2023-12-11 11:27:04,292 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 3:05:27, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-11 11:27:49,785 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 3:04:46, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-11 11:28:35,077 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 3:04:04, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 +2023-12-11 11:29:20,290 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 3:03:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 11:30:05,746 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 3:02:41, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2023-12-11 11:30:51,149 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 3:02:00, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 11:31:36,603 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 3:01:18, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 11:32:08,690 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 3:00:36, time: 0.321, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-11 11:32:31,543 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-11 11:35:01,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 11:35:01,225 - pyskl - INFO - +top1_acc 0.9545 +top5_acc 0.9933 +2023-12-11 11:35:01,230 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9545, top5_acc: 0.9933 +2023-12-11 11:36:06,421 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 2:59:32, time: 0.652, data_time: 0.189, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-11 11:36:52,645 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 2:58:50, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2023-12-11 11:37:38,841 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 2:58:09, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2023-12-11 11:38:25,064 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 2:57:27, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2023-12-11 11:39:11,264 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 2:56:46, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2023-12-11 11:39:57,513 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 2:56:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-11 11:40:43,739 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 2:55:23, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-11 11:41:29,979 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 2:54:42, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-11 11:42:16,190 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 2:54:00, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-11 11:43:02,434 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 2:53:19, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-11 11:43:48,702 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 2:52:37, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2023-12-11 11:44:34,892 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 2:51:56, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-11 11:45:21,123 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 2:51:14, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-11 11:46:07,367 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 2:50:33, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-11 11:46:53,565 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 2:49:51, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 +2023-12-11 11:47:39,716 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 2:49:10, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2023-12-11 11:48:25,916 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 2:48:28, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 +2023-12-11 11:49:12,066 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 2:47:47, time: 0.461, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-11 11:49:58,301 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 2:47:05, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 11:50:44,514 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 2:46:24, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-11 11:51:30,732 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 2:45:42, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 11:52:16,935 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 2:45:01, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2023-12-11 11:52:48,260 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 2:44:18, time: 0.313, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2023-12-11 11:53:12,146 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-11 11:55:40,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 11:55:40,919 - pyskl - INFO - +top1_acc 0.9542 +top5_acc 0.9936 +2023-12-11 11:55:40,923 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9542, top5_acc: 0.9936 +2023-12-11 11:56:44,709 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 2:43:14, time: 0.638, data_time: 0.184, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-11 11:57:29,928 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 2:42:33, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-11 11:58:15,519 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 2:41:51, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-11 11:59:00,807 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 2:41:10, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 11:59:46,130 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 2:40:28, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 12:00:31,517 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 2:39:47, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 12:01:17,047 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 2:39:05, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 12:02:02,400 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 2:38:24, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 12:02:47,772 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 2:37:42, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 +2023-12-11 12:03:33,288 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 2:37:00, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2023-12-11 12:04:18,642 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 2:36:19, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-11 12:05:04,009 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 2:35:37, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 +2023-12-11 12:05:49,491 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 2:34:56, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2023-12-11 12:06:35,081 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 2:34:14, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2023-12-11 12:07:20,500 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 2:33:33, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 12:08:05,903 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 2:32:51, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 +2023-12-11 12:08:51,353 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 2:32:09, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 12:09:36,717 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 2:31:28, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 12:10:21,871 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 2:30:46, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 12:11:07,180 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 2:30:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-11 12:11:52,545 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 2:29:23, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2023-12-11 12:12:37,939 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 2:28:41, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-11 12:13:09,509 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 2:27:59, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-11 12:13:33,386 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-11 12:16:01,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 12:16:02,039 - pyskl - INFO - +top1_acc 0.9555 +top5_acc 0.9932 +2023-12-11 12:16:02,043 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_137.pth was removed +2023-12-11 12:16:02,165 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-11 12:16:02,166 - pyskl - INFO - Best top1_acc is 0.9555 at 141 epoch. +2023-12-11 12:16:02,170 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9555, top5_acc: 0.9932 +2023-12-11 12:17:06,747 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 2:26:55, time: 0.646, data_time: 0.184, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-11 12:17:52,941 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 2:26:13, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-11 12:18:39,167 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 2:25:32, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 12:19:25,383 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 2:24:50, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 12:20:11,617 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 2:24:09, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-11 12:20:57,802 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 2:23:27, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-11 12:21:44,057 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 2:22:46, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-11 12:22:30,293 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 2:22:04, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2023-12-11 12:23:16,488 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 2:21:23, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 +2023-12-11 12:24:02,672 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 2:20:41, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-11 12:24:48,890 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 2:19:59, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2023-12-11 12:25:35,143 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 2:19:18, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-11 12:26:21,331 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 2:18:36, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-11 12:27:07,563 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 2:17:55, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2023-12-11 12:27:53,754 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 2:17:13, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 12:28:39,964 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 2:16:31, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 +2023-12-11 12:29:26,179 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 2:15:50, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-11 12:30:12,375 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 2:15:08, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2023-12-11 12:30:58,542 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 2:14:27, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 12:31:44,735 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 2:13:45, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 12:32:30,938 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 2:13:03, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-11 12:33:17,129 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 2:12:22, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2023-12-11 12:33:48,774 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 2:11:39, time: 0.316, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-11 12:34:12,423 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-11 12:36:41,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 12:36:41,201 - pyskl - INFO - +top1_acc 0.9552 +top5_acc 0.9933 +2023-12-11 12:36:41,206 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9552, top5_acc: 0.9933 +2023-12-11 12:37:44,610 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 2:10:35, time: 0.634, data_time: 0.181, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-11 12:38:29,822 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 2:09:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-11 12:39:15,281 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 2:09:12, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 12:40:00,812 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 2:08:30, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-11 12:40:46,314 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 2:07:49, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2023-12-11 12:41:31,665 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 2:07:07, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-11 12:42:16,929 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 2:06:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 12:43:02,219 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 2:05:44, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 12:43:47,414 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 2:05:02, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-11 12:44:32,801 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 2:04:20, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-11 12:45:18,310 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 2:03:39, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-11 12:46:03,735 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 2:02:57, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-11 12:46:49,156 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 2:02:15, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-11 12:47:34,437 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 2:01:34, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-11 12:48:19,758 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 2:00:52, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 12:49:05,182 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 2:00:10, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-11 12:49:50,531 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 1:59:29, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 12:50:36,043 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 1:58:47, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-11 12:51:21,387 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 1:58:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 12:52:06,757 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 1:57:24, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 12:52:52,027 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:56:42, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 12:53:37,378 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:56:00, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-11 12:54:09,248 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:55:18, time: 0.319, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-11 12:54:32,334 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-11 12:57:00,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 12:57:00,431 - pyskl - INFO - +top1_acc 0.9554 +top5_acc 0.9933 +2023-12-11 12:57:00,436 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9554, top5_acc: 0.9933 +2023-12-11 12:58:04,690 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:54:14, time: 0.642, data_time: 0.183, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2023-12-11 12:58:50,917 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:53:32, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-11 12:59:37,119 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:52:50, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 13:00:23,390 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:52:09, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 13:01:09,668 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:51:27, time: 0.463, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 +2023-12-11 13:01:55,889 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:50:45, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-11 13:02:42,135 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:50:04, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 13:03:28,312 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:49:22, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 13:04:14,507 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:48:40, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-11 13:05:00,707 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:47:59, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-11 13:05:46,894 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:47:17, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 13:06:33,074 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:46:35, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-11 13:07:19,316 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 1:45:54, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-11 13:08:05,490 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 1:45:12, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-11 13:08:51,705 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 1:44:30, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-11 13:09:37,888 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 1:43:49, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 13:10:24,057 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 1:43:07, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-11 13:11:10,283 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 1:42:25, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-11 13:11:56,458 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 1:41:44, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 13:12:42,626 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 1:41:02, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-11 13:13:28,815 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 1:40:20, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2023-12-11 13:14:14,970 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 1:39:38, time: 0.462, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 13:14:48,516 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 1:38:56, time: 0.335, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 13:15:10,152 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-11 13:17:39,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 13:17:39,917 - pyskl - INFO - +top1_acc 0.9554 +top5_acc 0.9933 +2023-12-11 13:17:39,922 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9554, top5_acc: 0.9933 +2023-12-11 13:18:44,133 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 1:37:52, time: 0.642, data_time: 0.186, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-11 13:19:29,382 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 1:37:10, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2023-12-11 13:20:14,605 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 1:36:29, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 13:20:59,875 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 1:35:47, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-11 13:21:45,041 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 1:35:05, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-11 13:22:30,505 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 1:34:23, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 13:23:15,949 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 1:33:41, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-11 13:24:01,274 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 1:33:00, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-11 13:24:46,681 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 1:32:18, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2023-12-11 13:25:31,994 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 1:31:36, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-11 13:26:17,471 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 1:30:54, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 13:27:02,734 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 1:30:13, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 13:27:48,118 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 1:29:31, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-11 13:28:33,609 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 1:28:49, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-11 13:29:19,114 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 1:28:07, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-11 13:30:04,527 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 1:27:26, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-11 13:30:49,792 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 1:26:44, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2023-12-11 13:31:35,218 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 1:26:02, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-11 13:32:20,601 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 1:25:20, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-11 13:33:06,047 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 1:24:38, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-11 13:33:51,615 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 1:23:57, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-11 13:34:37,000 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 1:23:15, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 13:35:09,308 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 1:22:33, time: 0.323, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2023-12-11 13:35:32,326 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-11 13:38:01,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 13:38:02,046 - pyskl - INFO - +top1_acc 0.9560 +top5_acc 0.9931 +2023-12-11 13:38:02,049 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_141.pth was removed +2023-12-11 13:38:02,171 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-11 13:38:02,171 - pyskl - INFO - Best top1_acc is 0.9560 at 145 epoch. +2023-12-11 13:38:02,176 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9560, top5_acc: 0.9931 +2023-12-11 13:39:06,224 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 1:21:28, time: 0.640, data_time: 0.187, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-11 13:39:51,514 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 1:20:47, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-11 13:40:36,883 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 1:20:05, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-11 13:41:22,120 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 1:19:23, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-11 13:42:07,545 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 1:18:41, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 13:42:52,938 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 1:17:59, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-11 13:43:38,216 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 1:17:18, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-11 13:44:23,563 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 1:16:36, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-11 13:45:08,735 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 1:15:54, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2023-12-11 13:45:54,124 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 1:15:12, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-11 13:46:39,555 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 1:14:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 +2023-12-11 13:47:24,812 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 1:13:49, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-11 13:48:10,179 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 1:13:07, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-11 13:48:55,609 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 1:12:25, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-11 13:49:41,036 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 1:11:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 +2023-12-11 13:50:26,456 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 1:11:01, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-11 13:51:11,753 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 1:10:20, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-11 13:51:57,015 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 1:09:38, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-11 13:52:42,411 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 1:08:56, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 +2023-12-11 13:53:27,719 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 1:08:14, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 13:54:13,061 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 1:07:32, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-11 13:54:58,387 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 1:06:50, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-11 13:55:29,088 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 1:06:08, time: 0.307, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 13:55:53,544 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-11 13:58:22,263 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 13:58:22,343 - pyskl - INFO - +top1_acc 0.9553 +top5_acc 0.9931 +2023-12-11 13:58:22,348 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9553, top5_acc: 0.9931 +2023-12-11 13:59:25,825 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 1:05:04, time: 0.635, data_time: 0.182, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-11 14:00:11,007 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 1:04:22, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-11 14:00:56,413 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 1:03:40, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-11 14:01:41,790 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 1:02:58, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 14:02:27,161 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 1:02:17, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-11 14:03:12,491 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 1:01:35, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-11 14:03:57,822 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 1:00:53, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-11 14:04:43,038 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 1:00:11, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-11 14:05:28,281 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 0:59:29, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-11 14:06:13,608 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 0:58:47, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-11 14:06:58,870 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:58:05, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-11 14:07:44,209 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:57:24, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-11 14:08:29,430 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:56:42, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-11 14:09:14,797 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:56:00, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 14:09:59,989 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:55:18, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-11 14:10:45,447 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:54:36, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0266, loss: 0.0266 +2023-12-11 14:11:30,887 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:53:54, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-11 14:12:16,325 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:53:12, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-11 14:13:01,668 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:52:31, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 14:13:46,874 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:51:49, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-11 14:14:32,296 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:51:07, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-11 14:15:17,619 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:50:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 14:15:48,813 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:49:43, time: 0.312, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-11 14:16:13,298 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-11 14:18:41,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 14:18:42,044 - pyskl - INFO - +top1_acc 0.9558 +top5_acc 0.9930 +2023-12-11 14:18:42,049 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9558, top5_acc: 0.9930 +2023-12-11 14:19:45,479 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:48:39, time: 0.634, data_time: 0.182, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-11 14:20:30,905 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:47:57, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-11 14:21:16,412 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:47:15, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2023-12-11 14:22:01,810 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:46:33, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-11 14:22:47,257 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:45:51, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-11 14:23:32,739 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:45:09, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-11 14:24:18,142 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:44:27, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-11 14:25:03,659 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:43:45, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-11 14:25:49,027 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:43:03, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-11 14:26:34,292 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:42:22, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 14:27:19,593 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:41:40, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-11 14:28:04,938 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:40:58, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-11 14:28:50,482 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:40:16, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 +2023-12-11 14:29:36,043 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:39:34, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-11 14:30:21,577 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:38:52, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-11 14:31:06,942 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:38:10, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-11 14:31:52,405 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:37:28, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2023-12-11 14:32:37,753 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:36:46, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 14:33:23,114 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:36:04, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-11 14:34:08,527 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:35:23, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-11 14:34:53,949 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:34:41, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-11 14:35:39,196 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:33:59, time: 0.452, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-11 14:36:10,559 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:33:17, time: 0.314, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-11 14:36:34,428 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-11 14:39:03,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 14:39:03,166 - pyskl - INFO - +top1_acc 0.9566 +top5_acc 0.9935 +2023-12-11 14:39:03,170 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_145.pth was removed +2023-12-11 14:39:03,318 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2023-12-11 14:39:03,319 - pyskl - INFO - Best top1_acc is 0.9566 at 148 epoch. +2023-12-11 14:39:03,325 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9566, top5_acc: 0.9935 +2023-12-11 14:40:06,849 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:32:12, time: 0.635, data_time: 0.181, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-11 14:40:52,214 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:31:30, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-11 14:41:37,558 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:30:49, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-11 14:42:22,910 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:30:07, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 14:43:08,254 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:29:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2023-12-11 14:43:53,592 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:28:43, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-11 14:44:38,959 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:28:01, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-11 14:45:24,459 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:27:19, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-11 14:46:09,808 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:26:37, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-11 14:46:55,078 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:25:55, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-11 14:47:40,420 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:25:13, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-11 14:48:25,895 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:24:31, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2023-12-11 14:49:11,281 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:23:49, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-11 14:49:56,782 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:23:07, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-11 14:50:42,078 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:22:25, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-11 14:51:27,501 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:21:43, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-11 14:52:12,816 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:21:01, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-11 14:52:58,199 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:20:19, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-11 14:53:43,640 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:19:38, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 14:54:29,024 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:18:56, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-11 14:55:14,467 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:18:14, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 14:55:59,757 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:17:32, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2023-12-11 14:56:31,744 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:16:50, time: 0.320, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-11 14:56:54,329 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-11 14:59:22,815 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 14:59:22,900 - pyskl - INFO - +top1_acc 0.9557 +top5_acc 0.9932 +2023-12-11 14:59:22,908 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9557, top5_acc: 0.9932 +2023-12-11 15:00:25,946 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:15:45, time: 0.630, data_time: 0.177, memory: 6499, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-11 15:01:11,403 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:15:03, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-11 15:01:56,731 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:14:21, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2023-12-11 15:02:42,058 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:13:39, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-11 15:03:27,578 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:12:57, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-11 15:04:12,919 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:12:16, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-11 15:04:58,253 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:11:34, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2023-12-11 15:05:43,632 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:10:52, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-11 15:06:29,040 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:10:10, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-11 15:07:14,461 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:09:28, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-11 15:07:59,862 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:08:46, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-11 15:08:45,388 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:08:04, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-11 15:09:30,935 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:07:22, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-11 15:10:16,355 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:06:40, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-11 15:11:01,783 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:05:58, time: 0.454, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-11 15:11:47,079 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:05:16, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-11 15:12:32,360 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:04:34, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 +2023-12-11 15:13:17,859 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:03:52, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-11 15:14:03,468 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:03:10, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-11 15:14:48,937 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:02:28, time: 0.455, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-11 15:15:34,232 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:01:46, time: 0.453, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-11 15:16:19,795 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:01:04, time: 0.456, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-11 15:16:53,574 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:22, time: 0.338, data_time: 0.000, memory: 6499, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-11 15:17:14,210 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-11 15:19:42,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-11 15:19:42,932 - pyskl - INFO - +top1_acc 0.9553 +top5_acc 0.9935 +2023-12-11 15:19:42,937 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9553, top5_acc: 0.9935 +2023-12-11 15:19:53,790 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-11 15:43:07,830 - pyskl - INFO - Testing results of the last checkpoint +2023-12-11 15:43:07,830 - pyskl - INFO - top1_acc: 0.9573 +2023-12-11 15:43:07,830 - pyskl - INFO - top5_acc: 0.9933 +2023-12-11 15:43:07,831 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xview/b_2/best_top1_acc_epoch_148.pth +2023-12-11 16:06:21,332 - pyskl - INFO - Testing results of the best checkpoint +2023-12-11 16:06:21,332 - pyskl - INFO - top1_acc: 0.9576 +2023-12-11 16:06:21,332 - pyskl - INFO - top5_acc: 0.9936