diff --git "a/ntu60_xview/k_2/20231227_154026.log" "b/ntu60_xview/k_2/20231227_154026.log" new file mode 100644--- /dev/null +++ "b/ntu60_xview/k_2/20231227_154026.log" @@ -0,0 +1,4698 @@ +2023-12-27 15:40:26,950 - 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+ +------------------------------------------------------------ + +2023-12-27 15:40:27,222 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xview/k_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_1', 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='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + 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=['k']), + 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=['k']), + 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='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + 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=['k']), + 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=['k']), + 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) + +2023-12-27 15:40:27,222 - pyskl - INFO - Set random seed to 229463621, deterministic: False +2023-12-27 15:40:31,932 - pyskl - INFO - 37646 videos remain after valid thresholding +2023-12-27 15:41:04,463 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-27 15:41:04,468 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2 +2023-12-27 15:41:04,468 - 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 + -------------------- +2023-12-27 15:41:04,469 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-27 15:41:04,469 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2 by HardDiskBackend. +2023-12-27 15:41:45,552 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 1 day, 16:15:48, time: 0.411, data_time: 0.174, memory: 6499, top1_acc: 0.0194, top5_acc: 0.1263, loss_cls: 4.9921, loss: 4.9921 +2023-12-27 15:42:08,480 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 1 day, 7:21:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.0456, top5_acc: 0.2288, loss_cls: 4.5535, loss: 4.5535 +2023-12-27 15:42:31,505 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 1 day, 4:25:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.0563, top5_acc: 0.2425, loss_cls: 4.4708, loss: 4.4708 +2023-12-27 15:42:54,418 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 2:55:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.0712, top5_acc: 0.2819, loss_cls: 4.4984, loss: 4.4984 +2023-12-27 15:43:17,387 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 2:01:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.0969, top5_acc: 0.3694, loss_cls: 4.4645, loss: 4.4645 +2023-12-27 15:43:40,312 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 1:25:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.1106, top5_acc: 0.4050, loss_cls: 4.5860, loss: 4.5860 +2023-12-27 15:44:03,266 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 0:59:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1263, top5_acc: 0.4550, loss_cls: 4.3242, loss: 4.3242 +2023-12-27 15:44:26,273 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 0:40:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1400, top5_acc: 0.4425, loss_cls: 4.2361, loss: 4.2361 +2023-12-27 15:44:49,285 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 0:25:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1431, top5_acc: 0.4975, loss_cls: 4.0468, loss: 4.0468 +2023-12-27 15:45:12,297 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 0:13:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.1625, top5_acc: 0.5306, loss_cls: 3.8881, loss: 3.8881 +2023-12-27 15:45:35,422 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 0:04:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.1831, top5_acc: 0.5300, loss_cls: 3.7978, loss: 3.7978 +2023-12-27 15:45:58,492 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 23:56:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.1825, top5_acc: 0.5587, loss_cls: 3.6835, loss: 3.6835 +2023-12-27 15:46:21,458 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 23:49:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.2069, top5_acc: 0.5931, loss_cls: 3.5751, loss: 3.5751 +2023-12-27 15:46:44,492 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 23:42:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.2269, top5_acc: 0.6125, loss_cls: 3.5191, loss: 3.5191 +2023-12-27 15:47:07,514 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 23:37:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.2444, top5_acc: 0.6206, loss_cls: 3.4834, loss: 3.4834 +2023-12-27 15:47:30,518 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 23:32:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.2487, top5_acc: 0.6538, loss_cls: 3.3550, loss: 3.3550 +2023-12-27 15:47:53,582 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 23:28:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.2537, top5_acc: 0.6675, loss_cls: 3.3587, loss: 3.3587 +2023-12-27 15:48:16,631 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 23:25:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.2812, top5_acc: 0.6919, loss_cls: 3.2584, loss: 3.2584 +2023-12-27 15:48:39,636 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 23:21:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.2762, top5_acc: 0.6981, loss_cls: 3.2182, loss: 3.2182 +2023-12-27 15:49:02,620 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 23:18:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.2994, top5_acc: 0.7094, loss_cls: 3.1726, loss: 3.1726 +2023-12-27 15:49:25,624 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 23:15:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.3025, top5_acc: 0.7169, loss_cls: 3.1243, loss: 3.1243 +2023-12-27 15:49:48,582 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 23:12:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.3075, top5_acc: 0.7262, loss_cls: 3.1072, loss: 3.1072 +2023-12-27 15:50:11,543 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 23:10:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.3381, top5_acc: 0.7475, loss_cls: 3.0288, loss: 3.0288 +2023-12-27 15:50:24,286 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-27 15:51:55,873 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 15:51:55,951 - pyskl - INFO - +top1_acc 0.4120 +top5_acc 0.8358 +2023-12-27 15:51:56,075 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-27 15:51:56,075 - pyskl - INFO - Best top1_acc is 0.4120 at 1 epoch. +2023-12-27 15:51:56,080 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.4120, top5_acc: 0.8358 +2023-12-27 15:52:36,027 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 23:17:53, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.3575, top5_acc: 0.7619, loss_cls: 2.9983, loss: 2.9983 +2023-12-27 15:52:59,101 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 23:15:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.3819, top5_acc: 0.7800, loss_cls: 2.9088, loss: 2.9088 +2023-12-27 15:53:22,270 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 23:13:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.3912, top5_acc: 0.7994, loss_cls: 2.8450, loss: 2.8450 +2023-12-27 15:53:45,403 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 23:11:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.3731, top5_acc: 0.7825, loss_cls: 2.8724, loss: 2.8724 +2023-12-27 15:54:08,439 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 23:09:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4150, top5_acc: 0.8137, loss_cls: 2.7543, loss: 2.7543 +2023-12-27 15:54:31,478 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 23:07:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4044, top5_acc: 0.8119, loss_cls: 2.7632, loss: 2.7632 +2023-12-27 15:54:54,527 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 23:05:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4200, top5_acc: 0.8263, loss_cls: 2.7393, loss: 2.7393 +2023-12-27 15:55:17,607 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 23:04:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4219, top5_acc: 0.8275, loss_cls: 2.6936, loss: 2.6936 +2023-12-27 15:55:40,813 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 23:02:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.4406, top5_acc: 0.8313, loss_cls: 2.6559, loss: 2.6559 +2023-12-27 15:56:03,848 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 23:01:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4619, top5_acc: 0.8425, loss_cls: 2.6131, loss: 2.6131 +2023-12-27 15:56:26,912 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 22:59:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4675, top5_acc: 0.8413, loss_cls: 2.5968, loss: 2.5968 +2023-12-27 15:56:50,011 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 22:58:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4769, top5_acc: 0.8331, loss_cls: 2.5650, loss: 2.5650 +2023-12-27 15:57:13,118 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 22:57:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4675, top5_acc: 0.8363, loss_cls: 2.5794, loss: 2.5794 +2023-12-27 15:57:36,168 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 22:55:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4825, top5_acc: 0.8462, loss_cls: 2.5651, loss: 2.5651 +2023-12-27 15:57:59,199 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 22:54:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4781, top5_acc: 0.8519, loss_cls: 2.5443, loss: 2.5443 +2023-12-27 15:58:22,230 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 22:53:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.4888, top5_acc: 0.8469, loss_cls: 2.5299, loss: 2.5299 +2023-12-27 15:58:45,305 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 22:51:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4863, top5_acc: 0.8506, loss_cls: 2.5320, loss: 2.5320 +2023-12-27 15:59:08,390 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 22:50:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4788, top5_acc: 0.8450, loss_cls: 2.5430, loss: 2.5430 +2023-12-27 15:59:31,569 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 22:49:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.4900, top5_acc: 0.8594, loss_cls: 2.4544, loss: 2.4544 +2023-12-27 15:59:54,750 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 22:49:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5100, top5_acc: 0.8519, loss_cls: 2.4568, loss: 2.4568 +2023-12-27 16:00:17,865 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 22:48:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.4969, top5_acc: 0.8662, loss_cls: 2.4232, loss: 2.4232 +2023-12-27 16:00:40,930 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 22:47:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5125, top5_acc: 0.8750, loss_cls: 2.3853, loss: 2.3853 +2023-12-27 16:01:04,094 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 22:46:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5194, top5_acc: 0.8756, loss_cls: 2.3619, loss: 2.3619 +2023-12-27 16:01:16,847 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-27 16:02:49,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:02:49,099 - pyskl - INFO - +top1_acc 0.5961 +top5_acc 0.9240 +2023-12-27 16:02:49,106 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_1.pth was removed +2023-12-27 16:02:49,230 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-27 16:02:49,230 - pyskl - INFO - Best top1_acc is 0.5961 at 2 epoch. +2023-12-27 16:02:49,235 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.5961, top5_acc: 0.9240 +2023-12-27 16:03:28,485 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 22:49:28, time: 0.392, data_time: 0.163, memory: 6499, top1_acc: 0.5506, top5_acc: 0.8800, loss_cls: 2.2862, loss: 2.2862 +2023-12-27 16:03:51,495 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 22:48:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5394, top5_acc: 0.8788, loss_cls: 2.2389, loss: 2.2389 +2023-12-27 16:04:14,567 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 22:47:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5269, top5_acc: 0.8694, loss_cls: 2.2022, loss: 2.2022 +2023-12-27 16:04:37,586 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 22:46:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5513, top5_acc: 0.8688, loss_cls: 2.0455, loss: 2.0455 +2023-12-27 16:05:00,603 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 22:45:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5300, top5_acc: 0.8788, loss_cls: 2.0794, loss: 2.0794 +2023-12-27 16:05:23,625 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 22:44:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5475, top5_acc: 0.8906, loss_cls: 1.9937, loss: 1.9937 +2023-12-27 16:05:46,641 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 22:43:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5369, top5_acc: 0.8831, loss_cls: 2.0225, loss: 2.0225 +2023-12-27 16:06:09,593 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 22:42:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5656, top5_acc: 0.8888, loss_cls: 1.9358, loss: 1.9358 +2023-12-27 16:06:32,543 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 22:41:24, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5687, top5_acc: 0.8894, loss_cls: 1.9393, loss: 1.9393 +2023-12-27 16:06:55,481 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 22:40:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.5769, top5_acc: 0.8875, loss_cls: 1.9138, loss: 1.9138 +2023-12-27 16:07:18,484 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 22:39:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5656, top5_acc: 0.8812, loss_cls: 1.8677, loss: 1.8677 +2023-12-27 16:07:41,482 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 22:38:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5756, top5_acc: 0.8969, loss_cls: 1.8668, loss: 1.8668 +2023-12-27 16:08:04,523 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 22:37:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.5919, top5_acc: 0.8931, loss_cls: 1.8289, loss: 1.8289 +2023-12-27 16:08:27,850 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 22:37:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5806, top5_acc: 0.8906, loss_cls: 1.8310, loss: 1.8310 +2023-12-27 16:08:51,138 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 22:36:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5938, top5_acc: 0.8819, loss_cls: 1.7933, loss: 1.7933 +2023-12-27 16:09:14,462 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 22:36:11, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.5781, top5_acc: 0.8988, loss_cls: 1.8257, loss: 1.8257 +2023-12-27 16:09:37,695 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 22:35:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5794, top5_acc: 0.9094, loss_cls: 1.7722, loss: 1.7722 +2023-12-27 16:10:00,910 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 22:34:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5769, top5_acc: 0.9044, loss_cls: 1.7781, loss: 1.7781 +2023-12-27 16:10:24,116 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 22:34:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6094, top5_acc: 0.9031, loss_cls: 1.7001, loss: 1.7001 +2023-12-27 16:10:47,271 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 22:33:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5869, top5_acc: 0.9031, loss_cls: 1.7363, loss: 1.7363 +2023-12-27 16:11:10,393 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 22:33:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6075, top5_acc: 0.9025, loss_cls: 1.7122, loss: 1.7122 +2023-12-27 16:11:33,740 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 22:32:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6006, top5_acc: 0.8881, loss_cls: 1.7266, loss: 1.7266 +2023-12-27 16:11:56,934 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 22:31:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5894, top5_acc: 0.8956, loss_cls: 1.7947, loss: 1.7947 +2023-12-27 16:12:09,709 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-27 16:13:41,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:13:41,951 - pyskl - INFO - +top1_acc 0.6887 +top5_acc 0.9533 +2023-12-27 16:13:41,955 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_2.pth was removed +2023-12-27 16:13:42,078 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-27 16:13:42,078 - pyskl - INFO - Best top1_acc is 0.6887 at 3 epoch. +2023-12-27 16:13:42,082 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6887, top5_acc: 0.9533 +2023-12-27 16:14:21,967 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 22:34:33, time: 0.399, data_time: 0.167, memory: 6499, top1_acc: 0.6119, top5_acc: 0.9062, loss_cls: 1.6545, loss: 1.6545 +2023-12-27 16:14:45,049 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 22:33:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.5956, top5_acc: 0.9150, loss_cls: 1.6534, loss: 1.6534 +2023-12-27 16:15:08,172 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 22:33:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6012, top5_acc: 0.9137, loss_cls: 1.6396, loss: 1.6396 +2023-12-27 16:15:31,352 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 22:32:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6131, top5_acc: 0.9025, loss_cls: 1.6399, loss: 1.6399 +2023-12-27 16:15:54,432 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 22:31:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6169, top5_acc: 0.8962, loss_cls: 1.6786, loss: 1.6786 +2023-12-27 16:16:17,615 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 22:31:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6044, top5_acc: 0.9187, loss_cls: 1.5920, loss: 1.5920 +2023-12-27 16:16:40,795 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 22:30:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.5950, top5_acc: 0.9087, loss_cls: 1.6557, loss: 1.6557 +2023-12-27 16:17:03,963 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 22:29:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6281, top5_acc: 0.9106, loss_cls: 1.5557, loss: 1.5557 +2023-12-27 16:17:27,307 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 22:29:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.6025, top5_acc: 0.9025, loss_cls: 1.6491, loss: 1.6491 +2023-12-27 16:17:50,426 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 22:28:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6150, top5_acc: 0.9125, loss_cls: 1.5539, loss: 1.5539 +2023-12-27 16:18:13,525 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 22:28:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6350, top5_acc: 0.9150, loss_cls: 1.5436, loss: 1.5436 +2023-12-27 16:18:36,606 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 22:27:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6212, top5_acc: 0.9225, loss_cls: 1.5123, loss: 1.5123 +2023-12-27 16:18:59,752 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 22:26:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6231, top5_acc: 0.9156, loss_cls: 1.5367, loss: 1.5367 +2023-12-27 16:19:22,891 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 22:26:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6306, top5_acc: 0.9175, loss_cls: 1.4946, loss: 1.4946 +2023-12-27 16:19:46,034 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 22:25:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6444, top5_acc: 0.9144, loss_cls: 1.4937, loss: 1.4937 +2023-12-27 16:20:09,107 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 22:25:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6331, top5_acc: 0.9194, loss_cls: 1.4987, loss: 1.4987 +2023-12-27 16:20:32,184 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 22:24:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9250, loss_cls: 1.4434, loss: 1.4434 +2023-12-27 16:20:55,244 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 22:23:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.9225, loss_cls: 1.4714, loss: 1.4714 +2023-12-27 16:21:18,395 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 22:23:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9187, loss_cls: 1.4549, loss: 1.4549 +2023-12-27 16:21:41,639 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 22:22:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6300, top5_acc: 0.9156, loss_cls: 1.5465, loss: 1.5465 +2023-12-27 16:22:04,736 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 22:22:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6462, top5_acc: 0.9250, loss_cls: 1.4872, loss: 1.4872 +2023-12-27 16:22:27,868 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 22:21:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6412, top5_acc: 0.9144, loss_cls: 1.4779, loss: 1.4779 +2023-12-27 16:22:50,983 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 22:20:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9344, loss_cls: 1.3520, loss: 1.3520 +2023-12-27 16:23:03,628 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-27 16:24:35,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:24:35,873 - pyskl - INFO - +top1_acc 0.7217 +top5_acc 0.9626 +2023-12-27 16:24:35,877 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_3.pth was removed +2023-12-27 16:24:35,996 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-27 16:24:35,997 - pyskl - INFO - Best top1_acc is 0.7217 at 4 epoch. +2023-12-27 16:24:36,001 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7217, top5_acc: 0.9626 +2023-12-27 16:25:15,675 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 22:22:42, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9281, loss_cls: 1.4379, loss: 1.4379 +2023-12-27 16:25:38,598 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 22:22:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9263, loss_cls: 1.3995, loss: 1.3995 +2023-12-27 16:26:01,573 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 22:21:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9381, loss_cls: 1.3552, loss: 1.3552 +2023-12-27 16:26:24,521 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 22:20:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6631, top5_acc: 0.9237, loss_cls: 1.4028, loss: 1.4028 +2023-12-27 16:26:47,633 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 22:20:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9244, loss_cls: 1.4051, loss: 1.4051 +2023-12-27 16:27:10,604 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 22:19:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9194, loss_cls: 1.4425, loss: 1.4425 +2023-12-27 16:27:33,584 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 22:18:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9269, loss_cls: 1.3479, loss: 1.3479 +2023-12-27 16:27:56,538 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 22:18:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6769, top5_acc: 0.9300, loss_cls: 1.3652, loss: 1.3652 +2023-12-27 16:28:19,496 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 22:17:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6456, top5_acc: 0.9231, loss_cls: 1.4664, loss: 1.4664 +2023-12-27 16:28:42,470 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 22:16:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9381, loss_cls: 1.3270, loss: 1.3270 +2023-12-27 16:29:05,445 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 22:16:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9200, loss_cls: 1.4007, loss: 1.4007 +2023-12-27 16:29:28,521 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 22:15:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6412, top5_acc: 0.9156, loss_cls: 1.4675, loss: 1.4675 +2023-12-27 16:29:51,563 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 22:15:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9156, loss_cls: 1.4495, loss: 1.4495 +2023-12-27 16:30:14,546 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 22:14:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9325, loss_cls: 1.3885, loss: 1.3885 +2023-12-27 16:30:37,511 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 22:13:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9394, loss_cls: 1.3056, loss: 1.3056 +2023-12-27 16:31:00,501 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 22:13:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6456, top5_acc: 0.9231, loss_cls: 1.4231, loss: 1.4231 +2023-12-27 16:31:23,515 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 22:12:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6556, top5_acc: 0.9419, loss_cls: 1.3512, loss: 1.3512 +2023-12-27 16:31:46,648 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 22:12:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6731, top5_acc: 0.9287, loss_cls: 1.3358, loss: 1.3358 +2023-12-27 16:32:09,783 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 22:11:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6481, top5_acc: 0.9275, loss_cls: 1.4072, loss: 1.4072 +2023-12-27 16:32:32,859 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 22:11:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9287, loss_cls: 1.3577, loss: 1.3577 +2023-12-27 16:32:56,024 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 22:10:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9250, loss_cls: 1.3939, loss: 1.3939 +2023-12-27 16:33:19,112 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 22:09:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6525, top5_acc: 0.9356, loss_cls: 1.3701, loss: 1.3701 +2023-12-27 16:33:42,185 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 22:09:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6681, top5_acc: 0.9244, loss_cls: 1.3889, loss: 1.3889 +2023-12-27 16:33:54,825 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-27 16:35:27,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:35:27,176 - pyskl - INFO - +top1_acc 0.7460 +top5_acc 0.9624 +2023-12-27 16:35:27,181 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_4.pth was removed +2023-12-27 16:35:27,305 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-27 16:35:27,305 - pyskl - INFO - Best top1_acc is 0.7460 at 5 epoch. +2023-12-27 16:35:27,310 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7460, top5_acc: 0.9624 +2023-12-27 16:36:07,280 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 22:10:52, time: 0.400, data_time: 0.168, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9394, loss_cls: 1.2649, loss: 1.2649 +2023-12-27 16:36:30,440 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 22:10:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9344, loss_cls: 1.3123, loss: 1.3123 +2023-12-27 16:36:53,513 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 22:09:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6869, top5_acc: 0.9300, loss_cls: 1.3205, loss: 1.3205 +2023-12-27 16:37:16,565 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 22:09:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6700, top5_acc: 0.9269, loss_cls: 1.3605, loss: 1.3605 +2023-12-27 16:37:39,739 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 22:08:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9363, loss_cls: 1.2698, loss: 1.2698 +2023-12-27 16:38:02,738 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 22:08:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9394, loss_cls: 1.2844, loss: 1.2844 +2023-12-27 16:38:25,769 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 22:07:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6694, top5_acc: 0.9187, loss_cls: 1.3779, loss: 1.3779 +2023-12-27 16:38:48,807 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 22:07:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9244, loss_cls: 1.3921, loss: 1.3921 +2023-12-27 16:39:11,842 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 22:06:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9313, loss_cls: 1.2931, loss: 1.2931 +2023-12-27 16:39:34,903 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 22:05:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9369, loss_cls: 1.2635, loss: 1.2635 +2023-12-27 16:39:57,955 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 22:05:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9419, loss_cls: 1.2476, loss: 1.2476 +2023-12-27 16:40:20,998 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 22:04:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9419, loss_cls: 1.2706, loss: 1.2706 +2023-12-27 16:40:44,020 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 22:04:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9363, loss_cls: 1.3037, loss: 1.3037 +2023-12-27 16:41:07,060 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 22:03:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9337, loss_cls: 1.2517, loss: 1.2517 +2023-12-27 16:41:30,116 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 22:03:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9319, loss_cls: 1.2814, loss: 1.2814 +2023-12-27 16:41:53,092 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 22:02:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9331, loss_cls: 1.2963, loss: 1.2963 +2023-12-27 16:42:16,055 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 22:02:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6756, top5_acc: 0.9250, loss_cls: 1.3108, loss: 1.3108 +2023-12-27 16:42:39,011 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 22:01:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6831, top5_acc: 0.9275, loss_cls: 1.3092, loss: 1.3092 +2023-12-27 16:43:01,980 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 22:01:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9331, loss_cls: 1.3138, loss: 1.3138 +2023-12-27 16:43:25,009 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 22:00:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9319, loss_cls: 1.3810, loss: 1.3810 +2023-12-27 16:43:48,048 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 22:00:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9387, loss_cls: 1.2831, loss: 1.2831 +2023-12-27 16:44:11,067 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 21:59:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6656, top5_acc: 0.9306, loss_cls: 1.3404, loss: 1.3404 +2023-12-27 16:44:34,105 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 21:58:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9463, loss_cls: 1.2440, loss: 1.2440 +2023-12-27 16:44:46,758 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-27 16:46:19,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:46:19,609 - pyskl - INFO - +top1_acc 0.7729 +top5_acc 0.9725 +2023-12-27 16:46:19,614 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_5.pth was removed +2023-12-27 16:46:19,741 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-27 16:46:19,742 - pyskl - INFO - Best top1_acc is 0.7729 at 6 epoch. +2023-12-27 16:46:19,746 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7729, top5_acc: 0.9725 +2023-12-27 16:46:59,735 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 22:00:04, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9450, loss_cls: 1.2104, loss: 1.2104 +2023-12-27 16:47:22,760 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 21:59:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9431, loss_cls: 1.2255, loss: 1.2255 +2023-12-27 16:47:45,737 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 21:59:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9400, loss_cls: 1.2796, loss: 1.2796 +2023-12-27 16:48:08,710 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 21:58:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9419, loss_cls: 1.2410, loss: 1.2410 +2023-12-27 16:48:31,673 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 21:57:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6994, top5_acc: 0.9381, loss_cls: 1.2414, loss: 1.2414 +2023-12-27 16:48:54,650 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 21:57:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9475, loss_cls: 1.1575, loss: 1.1575 +2023-12-27 16:49:17,742 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 21:56:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6925, top5_acc: 0.9344, loss_cls: 1.2491, loss: 1.2491 +2023-12-27 16:49:40,846 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 21:56:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 1.2021, loss: 1.2021 +2023-12-27 16:50:03,951 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 21:55:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9363, loss_cls: 1.2660, loss: 1.2660 +2023-12-27 16:50:27,036 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 21:55:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 1.2708, loss: 1.2708 +2023-12-27 16:50:50,125 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 21:54:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9513, loss_cls: 1.1650, loss: 1.1650 +2023-12-27 16:51:13,176 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 21:54:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 1.2328, loss: 1.2328 +2023-12-27 16:51:36,166 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 21:53:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9437, loss_cls: 1.2469, loss: 1.2469 +2023-12-27 16:51:59,162 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 21:53:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6744, top5_acc: 0.9413, loss_cls: 1.2902, loss: 1.2902 +2023-12-27 16:52:22,125 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 21:52:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9319, loss_cls: 1.2798, loss: 1.2798 +2023-12-27 16:52:45,096 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 21:52:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9387, loss_cls: 1.2194, loss: 1.2194 +2023-12-27 16:53:08,089 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 21:51:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9281, loss_cls: 1.3444, loss: 1.3444 +2023-12-27 16:53:31,173 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 21:51:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9369, loss_cls: 1.2432, loss: 1.2432 +2023-12-27 16:53:54,379 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 21:50:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9506, loss_cls: 1.1503, loss: 1.1503 +2023-12-27 16:54:17,570 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 21:50:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 1.1617, loss: 1.1617 +2023-12-27 16:54:40,649 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 21:49:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9425, loss_cls: 1.2405, loss: 1.2405 +2023-12-27 16:55:03,698 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 21:49:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9450, loss_cls: 1.2676, loss: 1.2676 +2023-12-27 16:55:26,749 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 21:48:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9237, loss_cls: 1.2606, loss: 1.2606 +2023-12-27 16:55:39,398 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-27 16:57:11,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:57:12,033 - pyskl - INFO - +top1_acc 0.7454 +top5_acc 0.9664 +2023-12-27 16:57:12,037 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7454, top5_acc: 0.9664 +2023-12-27 16:57:52,013 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 21:49:49, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9444, loss_cls: 1.1679, loss: 1.1679 +2023-12-27 16:58:14,952 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 21:49:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9375, loss_cls: 1.2186, loss: 1.2186 +2023-12-27 16:58:37,912 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 21:48:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9444, loss_cls: 1.1777, loss: 1.1777 +2023-12-27 16:59:00,930 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 21:48:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9487, loss_cls: 1.1644, loss: 1.1644 +2023-12-27 16:59:23,963 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 21:47:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 1.2086, loss: 1.2086 +2023-12-27 16:59:46,940 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 21:47:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9487, loss_cls: 1.1622, loss: 1.1622 +2023-12-27 17:00:09,892 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 21:46:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9294, loss_cls: 1.2127, loss: 1.2127 +2023-12-27 17:00:32,871 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 21:46:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9413, loss_cls: 1.2221, loss: 1.2221 +2023-12-27 17:00:55,885 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 21:45:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 1.2502, loss: 1.2502 +2023-12-27 17:01:18,892 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 21:45:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6737, top5_acc: 0.9331, loss_cls: 1.3418, loss: 1.3418 +2023-12-27 17:01:41,931 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 21:44:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9356, loss_cls: 1.2778, loss: 1.2778 +2023-12-27 17:02:04,984 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 21:44:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9381, loss_cls: 1.2493, loss: 1.2493 +2023-12-27 17:02:27,973 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 21:43:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7006, top5_acc: 0.9363, loss_cls: 1.2405, loss: 1.2405 +2023-12-27 17:02:51,123 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 21:43:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9413, loss_cls: 1.2622, loss: 1.2622 +2023-12-27 17:03:14,237 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 21:42:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9331, loss_cls: 1.2912, loss: 1.2912 +2023-12-27 17:03:37,253 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 21:42:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9387, loss_cls: 1.2407, loss: 1.2407 +2023-12-27 17:04:00,203 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 21:41:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9444, loss_cls: 1.2134, loss: 1.2134 +2023-12-27 17:04:23,142 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 21:41:21, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9344, loss_cls: 1.2486, loss: 1.2486 +2023-12-27 17:04:46,239 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 21:40:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9494, loss_cls: 1.1631, loss: 1.1631 +2023-12-27 17:05:09,338 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 21:40:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9400, loss_cls: 1.2462, loss: 1.2462 +2023-12-27 17:05:32,390 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 21:39:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6987, top5_acc: 0.9363, loss_cls: 1.2222, loss: 1.2222 +2023-12-27 17:05:55,430 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 21:39:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6800, top5_acc: 0.9275, loss_cls: 1.2947, loss: 1.2947 +2023-12-27 17:06:18,485 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 21:39:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 1.1332, loss: 1.1332 +2023-12-27 17:06:31,188 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-27 17:08:03,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:08:03,829 - pyskl - INFO - +top1_acc 0.7786 +top5_acc 0.9727 +2023-12-27 17:08:03,834 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_6.pth was removed +2023-12-27 17:08:03,954 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-27 17:08:03,955 - pyskl - INFO - Best top1_acc is 0.7786 at 8 epoch. +2023-12-27 17:08:03,959 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7786, top5_acc: 0.9727 +2023-12-27 17:08:43,334 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 21:39:30, time: 0.394, data_time: 0.164, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9431, loss_cls: 1.1744, loss: 1.1744 +2023-12-27 17:09:06,350 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 21:39:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9400, loss_cls: 1.1745, loss: 1.1745 +2023-12-27 17:09:29,387 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 21:38:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 1.1771, loss: 1.1771 +2023-12-27 17:09:52,420 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 21:38:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9519, loss_cls: 1.1450, loss: 1.1450 +2023-12-27 17:10:15,464 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 21:37:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7025, top5_acc: 0.9494, loss_cls: 1.1839, loss: 1.1839 +2023-12-27 17:10:38,518 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 21:37:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 1.1236, loss: 1.1236 +2023-12-27 17:11:01,617 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 21:36:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9444, loss_cls: 1.2074, loss: 1.2074 +2023-12-27 17:11:24,642 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 21:36:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7050, top5_acc: 0.9406, loss_cls: 1.1746, loss: 1.1746 +2023-12-27 17:11:47,631 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 21:35:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9437, loss_cls: 1.1658, loss: 1.1658 +2023-12-27 17:12:10,630 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 21:35:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9456, loss_cls: 1.2100, loss: 1.2100 +2023-12-27 17:12:33,650 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 21:34:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9400, loss_cls: 1.1847, loss: 1.1847 +2023-12-27 17:12:56,689 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 21:34:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7019, top5_acc: 0.9350, loss_cls: 1.2263, loss: 1.2263 +2023-12-27 17:13:19,654 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 21:33:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9431, loss_cls: 1.1769, loss: 1.1769 +2023-12-27 17:13:42,643 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 21:33:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9413, loss_cls: 1.2272, loss: 1.2272 +2023-12-27 17:14:05,741 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 21:32:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9425, loss_cls: 1.1886, loss: 1.1886 +2023-12-27 17:14:28,825 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 21:32:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7087, top5_acc: 0.9450, loss_cls: 1.1765, loss: 1.1765 +2023-12-27 17:14:51,987 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 21:31:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9444, loss_cls: 1.1698, loss: 1.1698 +2023-12-27 17:15:15,196 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 21:31:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9437, loss_cls: 1.1729, loss: 1.1729 +2023-12-27 17:15:38,303 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 21:31:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6937, top5_acc: 0.9400, loss_cls: 1.2021, loss: 1.2021 +2023-12-27 17:16:01,418 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 21:30:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9394, loss_cls: 1.2329, loss: 1.2329 +2023-12-27 17:16:24,494 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 21:30:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9419, loss_cls: 1.1932, loss: 1.1932 +2023-12-27 17:16:47,690 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 21:29:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.6894, top5_acc: 0.9381, loss_cls: 1.2359, loss: 1.2359 +2023-12-27 17:17:10,814 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 21:29:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 1.1421, loss: 1.1421 +2023-12-27 17:17:23,536 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-27 17:18:55,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:18:55,803 - pyskl - INFO - +top1_acc 0.7777 +top5_acc 0.9721 +2023-12-27 17:18:55,807 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.7777, top5_acc: 0.9721 +2023-12-27 17:19:35,789 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 21:29:53, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9500, loss_cls: 1.0744, loss: 1.0744 +2023-12-27 17:19:58,839 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 21:29:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9475, loss_cls: 1.1341, loss: 1.1341 +2023-12-27 17:20:21,913 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 21:28:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9456, loss_cls: 1.1747, loss: 1.1747 +2023-12-27 17:20:44,986 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 21:28:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 1.1412, loss: 1.1412 +2023-12-27 17:21:08,068 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 21:28:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9363, loss_cls: 1.1685, loss: 1.1685 +2023-12-27 17:21:31,160 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 21:27:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 1.1212, loss: 1.1212 +2023-12-27 17:21:54,262 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 21:27:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 1.1481, loss: 1.1481 +2023-12-27 17:22:17,501 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 21:26:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 1.1768, loss: 1.1768 +2023-12-27 17:22:40,708 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 21:26:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7063, top5_acc: 0.9306, loss_cls: 1.1919, loss: 1.1919 +2023-12-27 17:23:03,896 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 21:25:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9394, loss_cls: 1.1541, loss: 1.1541 +2023-12-27 17:23:26,983 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 21:25:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9425, loss_cls: 1.2092, loss: 1.2092 +2023-12-27 17:23:50,074 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 21:25:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9450, loss_cls: 1.1170, loss: 1.1170 +2023-12-27 17:24:13,169 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 21:24:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9519, loss_cls: 1.0927, loss: 1.0927 +2023-12-27 17:24:36,262 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 21:24:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9456, loss_cls: 1.1065, loss: 1.1065 +2023-12-27 17:24:59,383 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 21:23:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.0595, loss: 1.0595 +2023-12-27 17:25:22,501 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 21:23:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9425, loss_cls: 1.1306, loss: 1.1306 +2023-12-27 17:25:45,594 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 21:22:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9475, loss_cls: 1.1023, loss: 1.1023 +2023-12-27 17:26:08,792 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 21:22:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9487, loss_cls: 1.0811, loss: 1.0811 +2023-12-27 17:26:31,956 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 21:21:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 1.1474, loss: 1.1474 +2023-12-27 17:26:54,981 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 21:21:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9369, loss_cls: 1.2297, loss: 1.2297 +2023-12-27 17:27:18,172 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 21:21:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 1.0697, loss: 1.0697 +2023-12-27 17:27:41,283 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 21:20:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7144, top5_acc: 0.9387, loss_cls: 1.1454, loss: 1.1454 +2023-12-27 17:28:04,281 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 21:20:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9544, loss_cls: 1.1413, loss: 1.1413 +2023-12-27 17:28:16,921 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-27 17:29:49,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:29:49,576 - pyskl - INFO - +top1_acc 0.7717 +top5_acc 0.9686 +2023-12-27 17:29:49,583 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7717, top5_acc: 0.9686 +2023-12-27 17:30:29,039 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 21:20:28, time: 0.395, data_time: 0.165, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9600, loss_cls: 1.0004, loss: 1.0004 +2023-12-27 17:30:52,053 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 21:20:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9525, loss_cls: 1.0816, loss: 1.0816 +2023-12-27 17:31:15,302 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 21:19:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9556, loss_cls: 1.0424, loss: 1.0424 +2023-12-27 17:31:38,356 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 21:19:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9525, loss_cls: 1.1271, loss: 1.1271 +2023-12-27 17:32:01,400 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 21:18:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9481, loss_cls: 1.1079, loss: 1.1079 +2023-12-27 17:32:24,413 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 21:18:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9525, loss_cls: 1.0709, loss: 1.0709 +2023-12-27 17:32:47,382 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 21:17:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 1.2093, loss: 1.2093 +2023-12-27 17:33:10,390 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 21:17:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9475, loss_cls: 1.1346, loss: 1.1346 +2023-12-27 17:33:33,546 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 21:16:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7137, top5_acc: 0.9544, loss_cls: 1.1198, loss: 1.1198 +2023-12-27 17:33:56,702 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 21:16:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9475, loss_cls: 1.1059, loss: 1.1059 +2023-12-27 17:34:19,865 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 21:16:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 1.0867, loss: 1.0867 +2023-12-27 17:34:42,970 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 21:15:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 1.1334, loss: 1.1334 +2023-12-27 17:35:06,061 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 21:15:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9419, loss_cls: 1.1398, loss: 1.1398 +2023-12-27 17:35:29,111 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 21:14:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 1.1127, loss: 1.1127 +2023-12-27 17:35:52,182 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 21:14:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9444, loss_cls: 1.0980, loss: 1.0980 +2023-12-27 17:36:15,217 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 21:13:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 1.0644, loss: 1.0644 +2023-12-27 17:36:38,381 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 21:13:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 1.1238, loss: 1.1238 +2023-12-27 17:37:01,435 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 21:12:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9419, loss_cls: 1.1309, loss: 1.1309 +2023-12-27 17:37:24,442 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 21:12:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7169, top5_acc: 0.9500, loss_cls: 1.1312, loss: 1.1312 +2023-12-27 17:37:47,482 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 21:12:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 1.0211, loss: 1.0211 +2023-12-27 17:38:10,657 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 21:11:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9475, loss_cls: 1.1288, loss: 1.1288 +2023-12-27 17:38:33,678 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 21:11:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9525, loss_cls: 1.0520, loss: 1.0520 +2023-12-27 17:38:56,743 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 21:10:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9500, loss_cls: 1.0955, loss: 1.0955 +2023-12-27 17:39:09,359 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-27 17:40:41,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:40:41,657 - pyskl - INFO - +top1_acc 0.7682 +top5_acc 0.9679 +2023-12-27 17:40:41,661 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7682, top5_acc: 0.9679 +2023-12-27 17:41:21,503 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 21:11:01, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9550, loss_cls: 1.0735, loss: 1.0735 +2023-12-27 17:41:44,601 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 21:10:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9475, loss_cls: 1.0824, loss: 1.0824 +2023-12-27 17:42:07,687 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 21:10:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 1.0223, loss: 1.0223 +2023-12-27 17:42:30,697 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 21:09:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 1.0683, loss: 1.0683 +2023-12-27 17:42:53,714 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 21:09:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 1.1867, loss: 1.1867 +2023-12-27 17:43:16,713 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 21:08:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9437, loss_cls: 1.0990, loss: 1.0990 +2023-12-27 17:43:39,727 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 21:08:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9519, loss_cls: 1.0439, loss: 1.0439 +2023-12-27 17:44:02,716 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 21:07:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.0534, loss: 1.0534 +2023-12-27 17:44:25,674 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 21:07:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9506, loss_cls: 1.1453, loss: 1.1453 +2023-12-27 17:44:48,615 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 21:06:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9469, loss_cls: 1.0996, loss: 1.0996 +2023-12-27 17:45:11,561 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 21:06:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9506, loss_cls: 1.1613, loss: 1.1613 +2023-12-27 17:45:34,503 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 21:06:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9519, loss_cls: 1.1001, loss: 1.1001 +2023-12-27 17:45:57,442 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 21:05:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9531, loss_cls: 1.0720, loss: 1.0720 +2023-12-27 17:46:20,381 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 21:05:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9556, loss_cls: 1.0241, loss: 1.0241 +2023-12-27 17:46:43,316 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 21:04:39, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9575, loss_cls: 1.0573, loss: 1.0573 +2023-12-27 17:47:06,339 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 21:04:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 1.0308, loss: 1.0308 +2023-12-27 17:47:29,426 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 21:03:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 1.0871, loss: 1.0871 +2023-12-27 17:47:52,463 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 21:03:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 1.0542, loss: 1.0542 +2023-12-27 17:48:15,568 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 21:02:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 1.0490, loss: 1.0490 +2023-12-27 17:48:38,612 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 21:02:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9500, loss_cls: 1.0593, loss: 1.0593 +2023-12-27 17:49:01,586 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 21:02:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 1.0755, loss: 1.0755 +2023-12-27 17:49:24,590 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 21:01:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 1.0375, loss: 1.0375 +2023-12-27 17:49:47,560 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 21:01:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 1.0781, loss: 1.0781 +2023-12-27 17:50:00,180 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-27 17:51:32,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:51:32,183 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9745 +2023-12-27 17:51:32,187 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_8.pth was removed +2023-12-27 17:51:32,315 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2023-12-27 17:51:32,315 - pyskl - INFO - Best top1_acc is 0.7807 at 12 epoch. +2023-12-27 17:51:32,319 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.7807, top5_acc: 0.9745 +2023-12-27 17:52:12,018 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 21:01:17, time: 0.397, data_time: 0.166, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9406, loss_cls: 1.1539, loss: 1.1539 +2023-12-27 17:52:35,099 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 21:00:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9569, loss_cls: 1.0138, loss: 1.0138 +2023-12-27 17:52:58,136 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 21:00:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7338, top5_acc: 0.9587, loss_cls: 1.0591, loss: 1.0591 +2023-12-27 17:53:21,452 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 21:00:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9525, loss_cls: 1.0410, loss: 1.0410 +2023-12-27 17:53:44,631 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 20:59:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 1.0554, loss: 1.0554 +2023-12-27 17:54:07,712 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 20:59:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9513, loss_cls: 1.0385, loss: 1.0385 +2023-12-27 17:54:30,723 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 20:58:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 1.0788, loss: 1.0788 +2023-12-27 17:54:53,730 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 20:58:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 1.0798, loss: 1.0798 +2023-12-27 17:55:16,758 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 20:57:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 1.0508, loss: 1.0508 +2023-12-27 17:55:39,809 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 20:57:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9431, loss_cls: 1.1248, loss: 1.1248 +2023-12-27 17:56:02,850 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 20:56:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7312, top5_acc: 0.9563, loss_cls: 1.0862, loss: 1.0862 +2023-12-27 17:56:26,132 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 20:56:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9550, loss_cls: 1.0550, loss: 1.0550 +2023-12-27 17:56:49,375 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 20:56:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 1.0274, loss: 1.0274 +2023-12-27 17:57:12,546 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 20:55:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 1.0210, loss: 1.0210 +2023-12-27 17:57:35,717 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 20:55:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.0278, loss: 1.0278 +2023-12-27 17:57:58,862 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 20:54:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 0.9997, loss: 0.9997 +2023-12-27 17:58:22,008 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 20:54:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 1.1188, loss: 1.1188 +2023-12-27 17:58:45,155 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 20:54:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9606, loss_cls: 0.9979, loss: 0.9979 +2023-12-27 17:59:08,428 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 20:53:43, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 0.9987, loss: 0.9987 +2023-12-27 17:59:31,562 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 20:53:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9525, loss_cls: 1.0723, loss: 1.0723 +2023-12-27 17:59:54,662 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 20:52:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 0.9828, loss: 0.9828 +2023-12-27 18:00:17,758 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 20:52:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9563, loss_cls: 1.0343, loss: 1.0343 +2023-12-27 18:00:40,849 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 20:52:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 1.0700, loss: 1.0700 +2023-12-27 18:00:53,577 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-27 18:02:26,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:02:26,221 - pyskl - INFO - +top1_acc 0.8325 +top5_acc 0.9811 +2023-12-27 18:02:26,225 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_12.pth was removed +2023-12-27 18:02:26,343 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2023-12-27 18:02:26,344 - pyskl - INFO - Best top1_acc is 0.8325 at 13 epoch. +2023-12-27 18:02:26,348 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8325, top5_acc: 0.9811 +2023-12-27 18:03:06,055 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 20:52:08, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 0.9471, loss: 0.9471 +2023-12-27 18:03:29,083 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 20:51:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9656, loss_cls: 0.9650, loss: 0.9650 +2023-12-27 18:03:52,112 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 20:51:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9581, loss_cls: 1.0665, loss: 1.0665 +2023-12-27 18:04:15,368 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 20:50:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 0.9889, loss: 0.9889 +2023-12-27 18:04:38,501 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 20:50:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 0.9986, loss: 0.9986 +2023-12-27 18:05:01,614 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 20:50:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9544, loss_cls: 1.0312, loss: 1.0312 +2023-12-27 18:05:24,693 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 20:49:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.0126, loss: 1.0126 +2023-12-27 18:05:47,801 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 20:49:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 1.0110, loss: 1.0110 +2023-12-27 18:06:10,996 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 20:48:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9544, loss_cls: 1.0180, loss: 1.0180 +2023-12-27 18:06:34,136 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 20:48:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 1.0165, loss: 1.0165 +2023-12-27 18:06:57,304 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 20:47:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 1.0783, loss: 1.0783 +2023-12-27 18:07:20,434 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 20:47:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 0.9956, loss: 0.9956 +2023-12-27 18:07:43,591 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 20:47:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9519, loss_cls: 1.0668, loss: 1.0668 +2023-12-27 18:08:06,700 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 20:46:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.1015, loss: 1.1015 +2023-12-27 18:08:29,946 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 20:46:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 0.9991, loss: 0.9991 +2023-12-27 18:08:53,103 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 20:45:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9544, loss_cls: 1.0670, loss: 1.0670 +2023-12-27 18:09:16,217 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 20:45:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9450, loss_cls: 1.0989, loss: 1.0989 +2023-12-27 18:09:39,383 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 20:45:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 0.9837, loss: 0.9837 +2023-12-27 18:10:02,547 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 20:44:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 1.0285, loss: 1.0285 +2023-12-27 18:10:25,700 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 20:44:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 1.1801, loss: 1.1801 +2023-12-27 18:10:48,779 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 20:43:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 0.9857, loss: 0.9857 +2023-12-27 18:11:11,836 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 20:43:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9613, loss_cls: 0.9960, loss: 0.9960 +2023-12-27 18:11:34,901 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 20:42:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 1.0947, loss: 1.0947 +2023-12-27 18:11:47,591 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-27 18:13:19,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:13:19,851 - pyskl - INFO - +top1_acc 0.8316 +top5_acc 0.9826 +2023-12-27 18:13:19,855 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8316, top5_acc: 0.9826 +2023-12-27 18:13:59,720 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 20:43:01, time: 0.399, data_time: 0.167, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 1.0522, loss: 1.0522 +2023-12-27 18:14:22,917 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 20:42:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 0.9611, loss: 0.9611 +2023-12-27 18:14:46,095 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 20:42:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 1.0391, loss: 1.0391 +2023-12-27 18:15:09,184 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 20:41:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 0.9501, loss: 0.9501 +2023-12-27 18:15:32,291 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 20:41:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 0.9491, loss: 0.9491 +2023-12-27 18:15:55,321 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 20:40:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 0.9770, loss: 0.9770 +2023-12-27 18:16:18,395 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 20:40:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9594, loss_cls: 0.9925, loss: 0.9925 +2023-12-27 18:16:41,513 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 20:40:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 0.9900, loss: 0.9900 +2023-12-27 18:17:04,627 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 20:39:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 0.9642, loss: 0.9642 +2023-12-27 18:17:27,730 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 20:39:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 0.9966, loss: 0.9966 +2023-12-27 18:17:50,794 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 20:38:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 1.0651, loss: 1.0651 +2023-12-27 18:18:13,836 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 20:38:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 1.0135, loss: 1.0135 +2023-12-27 18:18:36,911 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 20:37:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 1.0068, loss: 1.0068 +2023-12-27 18:18:59,988 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 20:37:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 1.0172, loss: 1.0172 +2023-12-27 18:19:22,986 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 20:37:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9481, loss_cls: 1.0292, loss: 1.0292 +2023-12-27 18:19:45,993 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 20:36:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.0037, loss: 1.0037 +2023-12-27 18:20:09,073 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 20:36:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9550, loss_cls: 1.0300, loss: 1.0300 +2023-12-27 18:20:32,173 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 20:35:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9619, loss_cls: 1.0044, loss: 1.0044 +2023-12-27 18:20:55,258 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 20:35:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9537, loss_cls: 0.9878, loss: 0.9878 +2023-12-27 18:21:18,329 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 20:34:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 0.9797, loss: 0.9797 +2023-12-27 18:21:41,406 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 20:34:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 1.0263, loss: 1.0263 +2023-12-27 18:22:04,476 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 20:34:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9456, loss_cls: 1.0534, loss: 1.0534 +2023-12-27 18:22:27,553 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 20:33:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9556, loss_cls: 1.0304, loss: 1.0304 +2023-12-27 18:22:40,253 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-27 18:24:12,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:24:12,471 - pyskl - INFO - +top1_acc 0.7941 +top5_acc 0.9790 +2023-12-27 18:24:12,475 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.7941, top5_acc: 0.9790 +2023-12-27 18:24:52,239 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 20:33:44, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9600, loss_cls: 0.9476, loss: 0.9476 +2023-12-27 18:25:15,400 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 20:33:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 0.9899, loss: 0.9899 +2023-12-27 18:25:38,635 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 20:32:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9469, loss_cls: 1.0109, loss: 1.0109 +2023-12-27 18:26:01,808 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 20:32:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 1.0673, loss: 1.0673 +2023-12-27 18:26:24,864 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 20:32:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9606, loss_cls: 0.9669, loss: 0.9669 +2023-12-27 18:26:47,925 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 20:31:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 0.9557, loss: 0.9557 +2023-12-27 18:27:10,986 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 20:31:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 1.0014, loss: 1.0014 +2023-12-27 18:27:34,070 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 20:30:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 1.0342, loss: 1.0342 +2023-12-27 18:27:57,132 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 20:30:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 0.9249, loss: 0.9249 +2023-12-27 18:28:20,206 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 20:29:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 18:28:43,310 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 20:29:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9619, loss_cls: 0.9596, loss: 0.9596 +2023-12-27 18:29:06,363 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 20:29:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 0.9277, loss: 0.9277 +2023-12-27 18:29:29,533 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 20:28:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9587, loss_cls: 0.9854, loss: 0.9854 +2023-12-27 18:29:52,658 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 20:28:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 1.0264, loss: 1.0264 +2023-12-27 18:30:15,760 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 20:27:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 0.9789, loss: 0.9789 +2023-12-27 18:30:38,849 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 20:27:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 1.0184, loss: 1.0184 +2023-12-27 18:31:01,977 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 20:27:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 0.9542, loss: 0.9542 +2023-12-27 18:31:24,996 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 20:26:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9525, loss_cls: 1.0587, loss: 1.0587 +2023-12-27 18:31:48,054 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 20:26:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 0.9677, loss: 0.9677 +2023-12-27 18:32:11,109 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 20:25:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 0.9227, loss: 0.9227 +2023-12-27 18:32:34,129 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 20:25:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 1.0058, loss: 1.0058 +2023-12-27 18:32:57,141 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 20:24:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9506, loss_cls: 1.0153, loss: 1.0153 +2023-12-27 18:33:20,135 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 20:24:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 1.0129, loss: 1.0129 +2023-12-27 18:33:32,789 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-27 18:35:04,984 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:35:05,064 - pyskl - INFO - +top1_acc 0.8039 +top5_acc 0.9767 +2023-12-27 18:35:05,068 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8039, top5_acc: 0.9767 +2023-12-27 18:35:44,684 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 20:24:27, time: 0.396, data_time: 0.166, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 0.9501, loss: 0.9501 +2023-12-27 18:36:07,664 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 20:24:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7163, top5_acc: 0.9450, loss_cls: 1.1412, loss: 1.1412 +2023-12-27 18:36:30,629 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 20:23:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 0.9842, loss: 0.9842 +2023-12-27 18:36:53,656 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 20:23:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9513, loss_cls: 1.0765, loss: 1.0765 +2023-12-27 18:37:16,654 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 20:22:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9531, loss_cls: 1.0973, loss: 1.0973 +2023-12-27 18:37:39,676 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 20:22:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.0387, loss: 1.0387 +2023-12-27 18:38:02,864 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 20:21:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 1.0139, loss: 1.0139 +2023-12-27 18:38:26,011 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 20:21:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9519, loss_cls: 1.0469, loss: 1.0469 +2023-12-27 18:38:49,230 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 20:21:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9681, loss_cls: 0.9843, loss: 0.9843 +2023-12-27 18:39:12,279 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 20:20:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 1.0023, loss: 1.0023 +2023-12-27 18:39:35,281 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 20:20:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 0.9640, loss: 0.9640 +2023-12-27 18:39:58,407 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 20:19:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9500, loss_cls: 1.0427, loss: 1.0427 +2023-12-27 18:40:21,413 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 20:19:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.0042, loss: 1.0042 +2023-12-27 18:40:44,472 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 20:18:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9594, loss_cls: 0.9956, loss: 0.9956 +2023-12-27 18:41:07,475 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 20:18:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 1.0333, loss: 1.0333 +2023-12-27 18:41:30,535 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 20:18:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9569, loss_cls: 1.0322, loss: 1.0322 +2023-12-27 18:41:53,548 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 20:17:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 0.9436, loss: 0.9436 +2023-12-27 18:42:16,557 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 20:17:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 1.0312, loss: 1.0312 +2023-12-27 18:42:39,517 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 20:16:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9569, loss_cls: 0.9506, loss: 0.9506 +2023-12-27 18:43:02,494 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 20:16:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 1.0341, loss: 1.0341 +2023-12-27 18:43:25,494 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 20:15:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 0.9371, loss: 0.9371 +2023-12-27 18:43:48,484 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 20:15:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 1.0937, loss: 1.0937 +2023-12-27 18:44:11,476 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 20:15:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9475, loss_cls: 1.0306, loss: 1.0306 +2023-12-27 18:44:24,106 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-27 18:45:56,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:45:56,366 - pyskl - INFO - +top1_acc 0.8108 +top5_acc 0.9797 +2023-12-27 18:45:56,371 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8108, top5_acc: 0.9797 +2023-12-27 18:46:36,135 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 20:15:04, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 0.9653, loss: 0.9653 +2023-12-27 18:46:59,385 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 20:14:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.0230, loss: 1.0230 +2023-12-27 18:47:22,579 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 20:14:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9613, loss_cls: 0.9847, loss: 0.9847 +2023-12-27 18:47:45,816 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 20:13:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 0.9236, loss: 0.9236 +2023-12-27 18:48:09,017 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 20:13:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 0.9045, loss: 0.9045 +2023-12-27 18:48:32,124 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 20:13:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9569, loss_cls: 0.9932, loss: 0.9932 +2023-12-27 18:48:55,193 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 20:12:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9550, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 18:49:18,280 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 20:12:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 1.0228, loss: 1.0228 +2023-12-27 18:49:41,400 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 20:11:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9556, loss_cls: 1.0092, loss: 1.0092 +2023-12-27 18:50:04,621 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 20:11:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9650, loss_cls: 0.9391, loss: 0.9391 +2023-12-27 18:50:27,855 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 20:11:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9500, loss_cls: 1.0750, loss: 1.0750 +2023-12-27 18:50:51,045 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 20:10:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.0415, loss: 1.0415 +2023-12-27 18:51:14,075 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 20:10:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 0.9756, loss: 0.9756 +2023-12-27 18:51:37,078 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 20:09:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 0.9388, loss: 0.9388 +2023-12-27 18:52:00,100 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 20:09:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 1.0273, loss: 1.0273 +2023-12-27 18:52:23,165 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 20:08:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 0.9894, loss: 0.9894 +2023-12-27 18:52:46,229 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 20:08:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 0.9673, loss: 0.9673 +2023-12-27 18:53:09,285 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 20:08:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 0.9491, loss: 0.9491 +2023-12-27 18:53:32,335 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 20:07:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9663, loss_cls: 0.9699, loss: 0.9699 +2023-12-27 18:53:55,417 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 20:07:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 0.9934, loss: 0.9934 +2023-12-27 18:54:18,483 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 20:06:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 0.9867, loss: 0.9867 +2023-12-27 18:54:41,520 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 20:06:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 0.9264, loss: 0.9264 +2023-12-27 18:55:04,538 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 20:06:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 0.9425, loss: 0.9425 +2023-12-27 18:55:17,194 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-27 18:56:49,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:56:49,550 - pyskl - INFO - +top1_acc 0.8262 +top5_acc 0.9817 +2023-12-27 18:56:49,555 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8262, top5_acc: 0.9817 +2023-12-27 18:57:28,867 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 20:05:51, time: 0.393, data_time: 0.163, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 0.9347, loss: 0.9347 +2023-12-27 18:57:51,899 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 20:05:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 0.9802, loss: 0.9802 +2023-12-27 18:58:14,886 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 20:05:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9587, loss_cls: 0.9965, loss: 0.9965 +2023-12-27 18:58:37,824 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 20:04:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 0.9548, loss: 0.9548 +2023-12-27 18:59:00,768 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 20:04:08, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 0.9522, loss: 0.9522 +2023-12-27 18:59:23,675 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 20:03:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 0.9423, loss: 0.9423 +2023-12-27 18:59:46,602 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 20:03:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 0.9252, loss: 0.9252 +2023-12-27 19:00:09,531 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 20:02:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.0028, loss: 1.0028 +2023-12-27 19:00:32,546 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 20:02:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 0.9265, loss: 0.9265 +2023-12-27 19:00:55,540 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 20:01:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 0.9032, loss: 0.9032 +2023-12-27 19:01:18,671 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 20:01:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 0.9321, loss: 0.9321 +2023-12-27 19:01:41,754 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 20:01:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9587, loss_cls: 0.9935, loss: 0.9935 +2023-12-27 19:02:04,828 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 20:00:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 0.9956, loss: 0.9956 +2023-12-27 19:02:27,831 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 20:00:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 0.9854, loss: 0.9854 +2023-12-27 19:02:50,966 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 19:59:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 0.9384, loss: 0.9384 +2023-12-27 19:03:14,124 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 19:59:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 1.0080, loss: 1.0080 +2023-12-27 19:03:37,250 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 19:59:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 1.0386, loss: 1.0386 +2023-12-27 19:04:00,347 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 19:58:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9656, loss_cls: 0.8909, loss: 0.8909 +2023-12-27 19:04:23,491 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 19:58:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 0.9443, loss: 0.9443 +2023-12-27 19:04:46,589 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 19:57:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.0100, loss: 1.0100 +2023-12-27 19:05:09,760 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 19:57:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 0.9429, loss: 0.9429 +2023-12-27 19:05:32,869 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 19:57:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 0.9645, loss: 0.9645 +2023-12-27 19:05:55,942 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 19:56:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9637, loss_cls: 0.9432, loss: 0.9432 +2023-12-27 19:06:08,585 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-27 19:07:40,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:07:40,870 - pyskl - INFO - +top1_acc 0.8144 +top5_acc 0.9817 +2023-12-27 19:07:40,874 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8144, top5_acc: 0.9817 +2023-12-27 19:08:21,097 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 19:56:35, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9625, loss_cls: 0.9377, loss: 0.9377 +2023-12-27 19:08:44,069 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 19:56:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 1.0026, loss: 1.0026 +2023-12-27 19:09:07,026 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 19:55:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 0.9417, loss: 0.9417 +2023-12-27 19:09:30,039 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 19:55:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 0.9066, loss: 0.9066 +2023-12-27 19:09:53,117 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 19:54:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 0.9446, loss: 0.9446 +2023-12-27 19:10:16,156 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 19:54:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 0.9029, loss: 0.9029 +2023-12-27 19:10:39,303 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 19:54:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9531, loss_cls: 0.9534, loss: 0.9534 +2023-12-27 19:11:02,469 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 19:53:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 1.0203, loss: 1.0203 +2023-12-27 19:11:25,505 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 19:53:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 0.9132, loss: 0.9132 +2023-12-27 19:11:48,626 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 19:52:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 0.9094, loss: 0.9094 +2023-12-27 19:12:11,774 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 19:52:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 0.9552, loss: 0.9552 +2023-12-27 19:12:34,932 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 19:52:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9644, loss_cls: 0.9375, loss: 0.9375 +2023-12-27 19:12:58,046 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 19:51:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 0.9368, loss: 0.9368 +2023-12-27 19:13:21,141 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 19:51:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 0.9280, loss: 0.9280 +2023-12-27 19:13:44,195 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 19:50:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9600, loss_cls: 1.0162, loss: 1.0162 +2023-12-27 19:14:07,241 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 19:50:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 0.9550, loss: 0.9550 +2023-12-27 19:14:30,260 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 19:49:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 0.9252, loss: 0.9252 +2023-12-27 19:14:53,271 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 19:49:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 0.9494, loss: 0.9494 +2023-12-27 19:15:16,304 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 19:49:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9606, loss_cls: 0.9316, loss: 0.9316 +2023-12-27 19:15:39,272 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 19:48:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 0.9461, loss: 0.9461 +2023-12-27 19:16:02,219 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 19:48:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 0.9126, loss: 0.9126 +2023-12-27 19:16:25,179 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 19:47:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9506, loss_cls: 0.9473, loss: 0.9473 +2023-12-27 19:16:48,226 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 19:47:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 0.9927, loss: 0.9927 +2023-12-27 19:17:00,893 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-27 19:18:33,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:18:33,103 - pyskl - INFO - +top1_acc 0.7728 +top5_acc 0.9684 +2023-12-27 19:18:33,108 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.7728, top5_acc: 0.9684 +2023-12-27 19:19:12,881 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 19:47:18, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 0.9625, loss: 0.9625 +2023-12-27 19:19:36,072 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 19:46:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 0.9580, loss: 0.9580 +2023-12-27 19:19:59,188 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 19:46:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9600, loss_cls: 0.9019, loss: 0.9019 +2023-12-27 19:20:22,319 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 19:46:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 0.9520, loss: 0.9520 +2023-12-27 19:20:45,499 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 19:45:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9613, loss_cls: 0.9115, loss: 0.9115 +2023-12-27 19:21:08,724 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 19:45:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9706, loss_cls: 0.8970, loss: 0.8970 +2023-12-27 19:21:31,925 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 19:44:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 0.9301, loss: 0.9301 +2023-12-27 19:21:55,079 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 19:44:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 0.9544, loss: 0.9544 +2023-12-27 19:22:18,322 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 19:44:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 0.9247, loss: 0.9247 +2023-12-27 19:22:41,445 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 19:43:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 0.9337, loss: 0.9337 +2023-12-27 19:23:04,546 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 19:43:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 0.9553, loss: 0.9553 +2023-12-27 19:23:27,623 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 19:42:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9669, loss_cls: 0.9541, loss: 0.9541 +2023-12-27 19:23:50,820 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 19:42:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 1.0013, loss: 1.0013 +2023-12-27 19:24:13,996 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 19:42:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 0.9584, loss: 0.9584 +2023-12-27 19:24:37,148 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 19:41:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 0.9650, loss: 0.9650 +2023-12-27 19:25:00,201 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 19:41:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9644, loss_cls: 0.9362, loss: 0.9362 +2023-12-27 19:25:23,432 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 19:40:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 0.9473, loss: 0.9473 +2023-12-27 19:25:46,494 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 19:40:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 0.8985, loss: 0.8985 +2023-12-27 19:26:09,583 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 19:40:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 0.9084, loss: 0.9084 +2023-12-27 19:26:32,629 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 19:39:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 0.9390, loss: 0.9390 +2023-12-27 19:26:55,694 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 19:39:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9563, loss_cls: 0.9810, loss: 0.9810 +2023-12-27 19:27:18,705 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 19:38:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 0.9804, loss: 0.9804 +2023-12-27 19:27:41,935 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 19:38:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 0.9731, loss: 0.9731 +2023-12-27 19:27:54,645 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-27 19:29:26,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:29:26,861 - pyskl - INFO - +top1_acc 0.7771 +top5_acc 0.9679 +2023-12-27 19:29:26,865 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.7771, top5_acc: 0.9679 +2023-12-27 19:30:06,132 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 19:38:11, time: 0.393, data_time: 0.162, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 0.8540, loss: 0.8540 +2023-12-27 19:30:29,161 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 19:37:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 0.9228, loss: 0.9228 +2023-12-27 19:30:52,173 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 19:37:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9631, loss_cls: 0.8895, loss: 0.8895 +2023-12-27 19:31:15,181 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 19:36:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 0.8982, loss: 0.8982 +2023-12-27 19:31:38,149 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 19:36:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9669, loss_cls: 0.9161, loss: 0.9161 +2023-12-27 19:32:01,156 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 19:36:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 0.8972, loss: 0.8972 +2023-12-27 19:32:24,187 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 19:35:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 0.9879, loss: 0.9879 +2023-12-27 19:32:47,215 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 19:35:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 0.8666, loss: 0.8666 +2023-12-27 19:33:10,370 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 19:34:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 0.9049, loss: 0.9049 +2023-12-27 19:33:33,478 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 19:34:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 0.9166, loss: 0.9166 +2023-12-27 19:33:56,507 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 19:34:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 0.9129, loss: 0.9129 +2023-12-27 19:34:19,541 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 19:33:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 0.9285, loss: 0.9285 +2023-12-27 19:34:42,665 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 19:33:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9663, loss_cls: 0.9524, loss: 0.9524 +2023-12-27 19:35:05,806 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 19:32:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 0.9969, loss: 0.9969 +2023-12-27 19:35:28,857 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 19:32:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.0207, loss: 1.0207 +2023-12-27 19:35:51,910 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 19:32:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 0.9466, loss: 0.9466 +2023-12-27 19:36:14,946 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 19:31:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9675, loss_cls: 0.9150, loss: 0.9150 +2023-12-27 19:36:38,021 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 19:31:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 0.9570, loss: 0.9570 +2023-12-27 19:37:01,086 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 19:30:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 0.9801, loss: 0.9801 +2023-12-27 19:37:24,168 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 19:30:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 0.9459, loss: 0.9459 +2023-12-27 19:37:47,340 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 19:29:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9494, loss_cls: 0.9211, loss: 0.9211 +2023-12-27 19:38:10,516 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 19:29:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 0.9128, loss: 0.9128 +2023-12-27 19:38:33,623 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 19:29:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 0.9274, loss: 0.9274 +2023-12-27 19:38:46,254 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-27 19:40:18,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:40:18,561 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9799 +2023-12-27 19:40:18,566 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8156, top5_acc: 0.9799 +2023-12-27 19:40:58,367 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 19:28:58, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 0.8894, loss: 0.8894 +2023-12-27 19:41:21,408 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 19:28:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 0.8442, loss: 0.8442 +2023-12-27 19:41:44,433 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 19:28:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9544, loss_cls: 0.9471, loss: 0.9471 +2023-12-27 19:42:07,415 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 19:27:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 0.8991, loss: 0.8991 +2023-12-27 19:42:30,441 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 19:27:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9569, loss_cls: 0.9622, loss: 0.9622 +2023-12-27 19:42:53,528 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 19:26:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 0.9314, loss: 0.9314 +2023-12-27 19:43:16,761 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 19:26:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 0.8926, loss: 0.8926 +2023-12-27 19:43:39,897 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 19:26:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9494, loss_cls: 0.9836, loss: 0.9836 +2023-12-27 19:44:03,065 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 19:25:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 0.9341, loss: 0.9341 +2023-12-27 19:44:26,186 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 19:25:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 0.8887, loss: 0.8887 +2023-12-27 19:44:49,309 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 19:24:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 0.8745, loss: 0.8745 +2023-12-27 19:45:12,430 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 19:24:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 0.8833, loss: 0.8833 +2023-12-27 19:45:35,523 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 19:24:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9637, loss_cls: 0.9226, loss: 0.9226 +2023-12-27 19:45:58,693 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 19:23:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 0.9337, loss: 0.9337 +2023-12-27 19:46:21,795 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 19:23:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 0.9085, loss: 0.9085 +2023-12-27 19:46:44,841 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 19:22:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 0.9670, loss: 0.9670 +2023-12-27 19:47:07,910 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 19:22:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 0.8724, loss: 0.8724 +2023-12-27 19:47:30,981 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 19:22:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 0.9262, loss: 0.9262 +2023-12-27 19:47:54,071 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 19:21:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 0.8774, loss: 0.8774 +2023-12-27 19:48:17,105 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 19:21:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 0.9508, loss: 0.9508 +2023-12-27 19:48:40,096 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 19:20:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 0.9395, loss: 0.9395 +2023-12-27 19:49:03,115 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 19:20:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9525, loss_cls: 0.9250, loss: 0.9250 +2023-12-27 19:49:26,119 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 19:19:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 0.9146, loss: 0.9146 +2023-12-27 19:49:38,767 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-27 19:51:10,920 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:51:11,001 - pyskl - INFO - +top1_acc 0.8112 +top5_acc 0.9792 +2023-12-27 19:51:11,004 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8112, top5_acc: 0.9792 +2023-12-27 19:51:51,320 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 19:19:49, time: 0.403, data_time: 0.172, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 0.9185, loss: 0.9185 +2023-12-27 19:52:14,366 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 19:19:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9706, loss_cls: 0.8514, loss: 0.8514 +2023-12-27 19:52:37,483 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 19:19:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9675, loss_cls: 0.8153, loss: 0.8153 +2023-12-27 19:53:00,583 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 19:18:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 0.9233, loss: 0.9233 +2023-12-27 19:53:23,674 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 19:18:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 0.8856, loss: 0.8856 +2023-12-27 19:53:46,734 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 19:17:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 0.9287, loss: 0.9287 +2023-12-27 19:54:09,795 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 19:17:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9594, loss_cls: 0.9487, loss: 0.9487 +2023-12-27 19:54:32,826 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 19:16:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9637, loss_cls: 0.9217, loss: 0.9217 +2023-12-27 19:54:55,900 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 19:16:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 0.8951, loss: 0.8951 +2023-12-27 19:55:18,949 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 19:16:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 0.9427, loss: 0.9427 +2023-12-27 19:55:42,094 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 19:15:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 0.8820, loss: 0.8820 +2023-12-27 19:56:05,168 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 19:15:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 0.8944, loss: 0.8944 +2023-12-27 19:56:28,196 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 19:14:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9606, loss_cls: 0.9413, loss: 0.9413 +2023-12-27 19:56:51,265 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 19:14:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 0.8823, loss: 0.8823 +2023-12-27 19:57:14,341 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 19:14:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 0.8260, loss: 0.8260 +2023-12-27 19:57:37,362 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 19:13:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 0.9200, loss: 0.9200 +2023-12-27 19:58:00,388 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 19:13:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 0.8411, loss: 0.8411 +2023-12-27 19:58:23,448 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 19:12:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9575, loss_cls: 0.8634, loss: 0.8634 +2023-12-27 19:58:46,482 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 19:12:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 0.9092, loss: 0.9092 +2023-12-27 19:59:09,503 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 19:12:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9513, loss_cls: 0.9658, loss: 0.9658 +2023-12-27 19:59:32,614 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 19:11:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 0.9691, loss: 0.9691 +2023-12-27 19:59:55,802 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 19:11:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9469, loss_cls: 0.9839, loss: 0.9839 +2023-12-27 20:00:18,882 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 19:10:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9544, loss_cls: 0.9396, loss: 0.9396 +2023-12-27 20:00:31,622 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-27 20:02:03,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:02:03,908 - pyskl - INFO - +top1_acc 0.8207 +top5_acc 0.9775 +2023-12-27 20:02:03,913 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8207, top5_acc: 0.9775 +2023-12-27 20:02:43,706 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 19:10:37, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 0.8922, loss: 0.8922 +2023-12-27 20:03:06,829 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 19:10:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 0.9682, loss: 0.9682 +2023-12-27 20:03:29,994 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 19:09:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9688, loss_cls: 0.8751, loss: 0.8751 +2023-12-27 20:03:53,112 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 19:09:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 0.8769, loss: 0.8769 +2023-12-27 20:04:16,161 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 19:09:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9663, loss_cls: 0.9039, loss: 0.9039 +2023-12-27 20:04:39,301 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 19:08:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 0.9236, loss: 0.9236 +2023-12-27 20:05:02,481 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 19:08:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 0.9214, loss: 0.9214 +2023-12-27 20:05:25,639 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 19:07:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 0.8955, loss: 0.8955 +2023-12-27 20:05:48,754 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 19:07:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 0.9187, loss: 0.9187 +2023-12-27 20:06:11,912 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 19:07:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 0.9054, loss: 0.9054 +2023-12-27 20:06:35,057 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 19:06:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 0.8421, loss: 0.8421 +2023-12-27 20:06:58,168 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 19:06:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 0.9285, loss: 0.9285 +2023-12-27 20:07:21,219 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 19:05:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 0.8355, loss: 0.8355 +2023-12-27 20:07:44,253 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 19:05:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 0.8993, loss: 0.8993 +2023-12-27 20:08:07,348 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 19:04:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9537, loss_cls: 0.9159, loss: 0.9159 +2023-12-27 20:08:30,429 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 19:04:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 1.0047, loss: 1.0047 +2023-12-27 20:08:53,482 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 19:04:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 0.8723, loss: 0.8723 +2023-12-27 20:09:16,571 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 19:03:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 0.8291, loss: 0.8291 +2023-12-27 20:09:39,625 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 19:03:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 0.8861, loss: 0.8861 +2023-12-27 20:10:02,712 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 19:02:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 0.8992, loss: 0.8992 +2023-12-27 20:10:25,867 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 19:02:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 0.9323, loss: 0.9323 +2023-12-27 20:10:48,988 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 19:02:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 0.9123, loss: 0.9123 +2023-12-27 20:11:12,075 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 19:01:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 0.9327, loss: 0.9327 +2023-12-27 20:11:24,743 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-27 20:12:57,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:12:57,188 - pyskl - INFO - +top1_acc 0.8420 +top5_acc 0.9834 +2023-12-27 20:12:57,192 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_13.pth was removed +2023-12-27 20:12:57,316 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2023-12-27 20:12:57,316 - pyskl - INFO - Best top1_acc is 0.8420 at 25 epoch. +2023-12-27 20:12:57,321 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8420, top5_acc: 0.9834 +2023-12-27 20:13:37,065 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 19:01:29, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 0.8588, loss: 0.8588 +2023-12-27 20:14:00,138 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 19:01:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 0.8129, loss: 0.8129 +2023-12-27 20:14:23,167 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 19:00:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 0.9009, loss: 0.9009 +2023-12-27 20:14:46,104 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 19:00:15, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 0.9154, loss: 0.9154 +2023-12-27 20:15:09,028 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 18:59:50, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 0.8094, loss: 0.8094 +2023-12-27 20:15:32,008 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 18:59:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 0.8814, loss: 0.8814 +2023-12-27 20:15:55,052 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 18:59:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 0.8964, loss: 0.8964 +2023-12-27 20:16:18,098 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 18:58:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 0.8584, loss: 0.8584 +2023-12-27 20:16:41,154 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 18:58:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 0.8744, loss: 0.8744 +2023-12-27 20:17:04,301 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 18:57:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 0.9749, loss: 0.9749 +2023-12-27 20:17:27,385 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 18:57:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 0.9305, loss: 0.9305 +2023-12-27 20:17:50,509 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 18:56:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 0.9131, loss: 0.9131 +2023-12-27 20:18:13,567 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 18:56:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 0.8412, loss: 0.8412 +2023-12-27 20:18:36,682 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 18:56:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 0.9326, loss: 0.9326 +2023-12-27 20:18:59,754 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 18:55:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9663, loss_cls: 0.9483, loss: 0.9483 +2023-12-27 20:19:22,856 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 18:55:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 20:19:45,990 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 18:54:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 0.9115, loss: 0.9115 +2023-12-27 20:20:09,046 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 18:54:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9475, loss_cls: 0.9454, loss: 0.9454 +2023-12-27 20:20:32,152 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 18:54:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 0.8409, loss: 0.8409 +2023-12-27 20:20:55,272 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 18:53:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9637, loss_cls: 0.9451, loss: 0.9451 +2023-12-27 20:21:18,336 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 18:53:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 0.8931, loss: 0.8931 +2023-12-27 20:21:41,361 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 18:52:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 0.9336, loss: 0.9336 +2023-12-27 20:22:04,393 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 18:52:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 0.9020, loss: 0.9020 +2023-12-27 20:22:17,017 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-27 20:23:49,625 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:23:49,704 - pyskl - INFO - +top1_acc 0.8607 +top5_acc 0.9866 +2023-12-27 20:23:49,708 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_25.pth was removed +2023-12-27 20:23:49,825 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2023-12-27 20:23:49,826 - pyskl - INFO - Best top1_acc is 0.8607 at 26 epoch. +2023-12-27 20:23:49,830 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8607, top5_acc: 0.9866 +2023-12-27 20:24:29,535 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 18:52:15, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 0.8710, loss: 0.8710 +2023-12-27 20:24:52,561 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 18:51:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 0.8899, loss: 0.8899 +2023-12-27 20:25:15,549 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 18:51:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 0.8719, loss: 0.8719 +2023-12-27 20:25:38,648 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 18:51:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 0.8599, loss: 0.8599 +2023-12-27 20:26:01,948 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 18:50:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9587, loss_cls: 0.8560, loss: 0.8560 +2023-12-27 20:26:25,123 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 18:50:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 0.8518, loss: 0.8518 +2023-12-27 20:26:48,236 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 18:49:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9613, loss_cls: 0.9323, loss: 0.9323 +2023-12-27 20:27:11,321 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 18:49:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 0.9018, loss: 0.9018 +2023-12-27 20:27:34,600 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 18:49:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 0.8632, loss: 0.8632 +2023-12-27 20:27:57,663 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 18:48:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 0.9171, loss: 0.9171 +2023-12-27 20:28:20,671 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 18:48:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 0.8984, loss: 0.8984 +2023-12-27 20:28:43,846 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 18:47:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 0.8458, loss: 0.8458 +2023-12-27 20:29:06,942 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 18:47:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.8218, loss: 0.8218 +2023-12-27 20:29:30,053 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 18:47:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 0.8347, loss: 0.8347 +2023-12-27 20:29:53,215 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 18:46:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9625, loss_cls: 0.8572, loss: 0.8572 +2023-12-27 20:30:16,403 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 18:46:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 0.8473, loss: 0.8473 +2023-12-27 20:30:39,452 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 18:45:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 0.8433, loss: 0.8433 +2023-12-27 20:31:02,480 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 18:45:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 0.8487, loss: 0.8487 +2023-12-27 20:31:25,496 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 18:45:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9700, loss_cls: 0.8514, loss: 0.8514 +2023-12-27 20:31:48,505 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 18:44:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 0.8771, loss: 0.8771 +2023-12-27 20:32:11,566 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 18:44:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 0.9206, loss: 0.9206 +2023-12-27 20:32:34,581 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 18:43:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 0.9129, loss: 0.9129 +2023-12-27 20:32:57,560 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 18:43:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 0.8839, loss: 0.8839 +2023-12-27 20:33:10,330 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-27 20:34:42,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:34:42,874 - pyskl - INFO - +top1_acc 0.8288 +top5_acc 0.9799 +2023-12-27 20:34:42,878 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8288, top5_acc: 0.9799 +2023-12-27 20:35:22,845 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 18:43:07, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 0.8073, loss: 0.8073 +2023-12-27 20:35:45,931 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 18:42:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.7744, loss: 0.7744 +2023-12-27 20:36:09,135 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 18:42:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 0.8518, loss: 0.8518 +2023-12-27 20:36:32,414 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 18:41:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 0.8332, loss: 0.8332 +2023-12-27 20:36:55,571 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 18:41:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9500, loss_cls: 0.9367, loss: 0.9367 +2023-12-27 20:37:18,672 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 18:41:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9675, loss_cls: 0.8714, loss: 0.8714 +2023-12-27 20:37:41,854 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 18:40:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 0.8859, loss: 0.8859 +2023-12-27 20:38:04,974 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 18:40:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 0.9007, loss: 0.9007 +2023-12-27 20:38:28,168 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 18:39:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 0.8241, loss: 0.8241 +2023-12-27 20:38:51,364 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 18:39:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 0.9111, loss: 0.9111 +2023-12-27 20:39:14,463 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 18:39:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9669, loss_cls: 0.9138, loss: 0.9138 +2023-12-27 20:39:37,499 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 18:38:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9613, loss_cls: 0.9186, loss: 0.9186 +2023-12-27 20:40:00,542 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 18:38:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 0.9194, loss: 0.9194 +2023-12-27 20:40:23,573 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 18:37:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9675, loss_cls: 0.8843, loss: 0.8843 +2023-12-27 20:40:46,546 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 18:37:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 0.9243, loss: 0.9243 +2023-12-27 20:41:09,497 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 18:37:06, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 0.8991, loss: 0.8991 +2023-12-27 20:41:32,474 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 18:36:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9688, loss_cls: 0.8944, loss: 0.8944 +2023-12-27 20:41:55,424 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 18:36:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 0.9425, loss: 0.9425 +2023-12-27 20:42:18,386 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 18:35:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9537, loss_cls: 0.8999, loss: 0.8999 +2023-12-27 20:42:41,448 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 18:35:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 0.8995, loss: 0.8995 +2023-12-27 20:43:04,576 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 18:35:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 0.8089, loss: 0.8089 +2023-12-27 20:43:27,735 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 18:34:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 0.8820, loss: 0.8820 +2023-12-27 20:43:50,858 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 18:34:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 0.8616, loss: 0.8616 +2023-12-27 20:44:03,600 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-27 20:45:35,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:45:36,044 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9847 +2023-12-27 20:45:36,049 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8411, top5_acc: 0.9847 +2023-12-27 20:46:15,956 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 18:33:58, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 0.8687, loss: 0.8687 +2023-12-27 20:46:39,006 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 18:33:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 0.8406, loss: 0.8406 +2023-12-27 20:47:02,176 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 18:33:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 0.8607, loss: 0.8607 +2023-12-27 20:47:25,308 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 18:32:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 0.7904, loss: 0.7904 +2023-12-27 20:47:48,567 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 18:32:23, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 0.8966, loss: 0.8966 +2023-12-27 20:48:11,663 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 18:31:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 0.8050, loss: 0.8050 +2023-12-27 20:48:34,790 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 18:31:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9712, loss_cls: 0.8391, loss: 0.8391 +2023-12-27 20:48:57,912 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 18:31:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 0.7668, loss: 0.7668 +2023-12-27 20:49:20,965 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 18:30:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 0.8305, loss: 0.8305 +2023-12-27 20:49:44,004 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 18:30:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 0.8753, loss: 0.8753 +2023-12-27 20:50:07,053 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 18:29:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 0.8626, loss: 0.8626 +2023-12-27 20:50:30,083 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 18:29:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 0.8993, loss: 0.8993 +2023-12-27 20:50:53,144 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 18:29:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9600, loss_cls: 0.8732, loss: 0.8732 +2023-12-27 20:51:16,298 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 18:28:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9450, loss_cls: 0.9452, loss: 0.9452 +2023-12-27 20:51:39,421 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 18:28:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 0.8851, loss: 0.8851 +2023-12-27 20:52:02,516 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 18:27:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9587, loss_cls: 0.8532, loss: 0.8532 +2023-12-27 20:52:25,591 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 18:27:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 0.8706, loss: 0.8706 +2023-12-27 20:52:48,622 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 18:27:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 0.8758, loss: 0.8758 +2023-12-27 20:53:11,636 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 18:26:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 0.8954, loss: 0.8954 +2023-12-27 20:53:34,589 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 18:26:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 0.9243, loss: 0.9243 +2023-12-27 20:53:57,704 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 18:25:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 0.8272, loss: 0.8272 +2023-12-27 20:54:20,793 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 18:25:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 0.8903, loss: 0.8903 +2023-12-27 20:54:43,849 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 18:25:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 0.8659, loss: 0.8659 +2023-12-27 20:54:56,501 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-27 20:56:28,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:56:28,807 - pyskl - INFO - +top1_acc 0.8352 +top5_acc 0.9834 +2023-12-27 20:56:28,811 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8352, top5_acc: 0.9834 +2023-12-27 20:57:08,667 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 18:24:49, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 0.8452, loss: 0.8452 +2023-12-27 20:57:31,641 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 18:24:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 0.8240, loss: 0.8240 +2023-12-27 20:57:54,637 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 18:24:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 0.8417, loss: 0.8417 +2023-12-27 20:58:17,606 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 18:23:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 0.9013, loss: 0.9013 +2023-12-27 20:58:40,543 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 18:23:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 0.8812, loss: 0.8812 +2023-12-27 20:59:03,503 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 18:22:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 0.8322, loss: 0.8322 +2023-12-27 20:59:26,761 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 18:22:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 0.8130, loss: 0.8130 +2023-12-27 20:59:49,796 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 18:21:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 0.8449, loss: 0.8449 +2023-12-27 21:00:12,827 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 18:21:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 0.8759, loss: 0.8759 +2023-12-27 21:00:35,869 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 18:21:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 0.8742, loss: 0.8742 +2023-12-27 21:00:58,938 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 18:20:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 0.8292, loss: 0.8292 +2023-12-27 21:01:21,938 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 18:20:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 0.9351, loss: 0.9351 +2023-12-27 21:01:44,874 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 18:19:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 0.8120, loss: 0.8120 +2023-12-27 21:02:07,819 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 18:19:31, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 0.8855, loss: 0.8855 +2023-12-27 21:02:30,749 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 18:19:07, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9594, loss_cls: 0.8765, loss: 0.8765 +2023-12-27 21:02:53,679 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 18:18:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 0.8764, loss: 0.8764 +2023-12-27 21:03:16,619 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 18:18:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 0.8693, loss: 0.8693 +2023-12-27 21:03:39,581 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 18:17:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 0.8308, loss: 0.8308 +2023-12-27 21:04:02,604 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 18:17:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9625, loss_cls: 0.9089, loss: 0.9089 +2023-12-27 21:04:25,623 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 18:17:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 0.9181, loss: 0.9181 +2023-12-27 21:04:48,596 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 18:16:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9600, loss_cls: 0.8684, loss: 0.8684 +2023-12-27 21:05:11,569 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 18:16:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 0.8295, loss: 0.8295 +2023-12-27 21:05:34,559 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 18:15:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 0.8709, loss: 0.8709 +2023-12-27 21:05:47,184 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-27 21:07:19,556 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:07:19,637 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9845 +2023-12-27 21:07:19,641 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8463, top5_acc: 0.9845 +2023-12-27 21:07:59,416 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 18:15:31, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 0.8281, loss: 0.8281 +2023-12-27 21:08:22,526 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 18:15:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 0.8426, loss: 0.8426 +2023-12-27 21:08:45,725 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 18:14:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 0.8352, loss: 0.8352 +2023-12-27 21:09:08,887 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 18:14:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 0.8758, loss: 0.8758 +2023-12-27 21:09:31,843 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 18:13:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 0.8567, loss: 0.8567 +2023-12-27 21:09:54,905 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 18:13:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 0.9321, loss: 0.9321 +2023-12-27 21:10:17,951 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 18:13:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 0.8596, loss: 0.8596 +2023-12-27 21:10:40,957 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 18:12:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 0.8491, loss: 0.8491 +2023-12-27 21:11:03,990 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 18:12:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9550, loss_cls: 0.9403, loss: 0.9403 +2023-12-27 21:11:27,039 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 18:11:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 0.8096, loss: 0.8096 +2023-12-27 21:11:50,066 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 18:11:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 0.8943, loss: 0.8943 +2023-12-27 21:12:13,059 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 18:11:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 0.8633, loss: 0.8633 +2023-12-27 21:12:36,034 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 18:10:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 0.8777, loss: 0.8777 +2023-12-27 21:12:59,033 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 18:10:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 0.8549, loss: 0.8549 +2023-12-27 21:13:22,014 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 18:09:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 0.8701, loss: 0.8701 +2023-12-27 21:13:44,986 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 18:09:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 0.8828, loss: 0.8828 +2023-12-27 21:14:07,961 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 18:09:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9550, loss_cls: 0.8857, loss: 0.8857 +2023-12-27 21:14:30,907 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 18:08:38, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 0.8249, loss: 0.8249 +2023-12-27 21:14:54,004 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 18:08:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 0.8719, loss: 0.8719 +2023-12-27 21:15:17,120 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 18:07:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 0.8491, loss: 0.8491 +2023-12-27 21:15:40,233 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 18:07:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 0.8853, loss: 0.8853 +2023-12-27 21:16:03,428 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 18:07:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 0.8784, loss: 0.8784 +2023-12-27 21:16:26,559 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 18:06:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 0.8320, loss: 0.8320 +2023-12-27 21:16:39,236 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-27 21:18:11,596 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:18:11,675 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9829 +2023-12-27 21:18:11,679 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8471, top5_acc: 0.9829 +2023-12-27 21:18:51,876 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 18:06:21, time: 0.402, data_time: 0.169, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 0.7789, loss: 0.7789 +2023-12-27 21:19:15,016 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 18:05:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 0.8487, loss: 0.8487 +2023-12-27 21:19:38,034 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 18:05:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.8076, loss: 0.8076 +2023-12-27 21:20:01,092 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 18:05:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 0.8716, loss: 0.8716 +2023-12-27 21:20:24,235 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 18:04:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 0.8226, loss: 0.8226 +2023-12-27 21:20:47,398 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 18:04:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 0.7721, loss: 0.7721 +2023-12-27 21:21:10,551 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 18:03:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 0.7999, loss: 0.7999 +2023-12-27 21:21:33,739 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 18:03:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 0.7952, loss: 0.7952 +2023-12-27 21:21:56,958 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 18:03:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 0.8462, loss: 0.8462 +2023-12-27 21:22:20,167 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 18:02:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 0.8597, loss: 0.8597 +2023-12-27 21:22:43,275 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 18:02:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 0.8289, loss: 0.8289 +2023-12-27 21:23:06,397 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 18:01:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9694, loss_cls: 0.8611, loss: 0.8611 +2023-12-27 21:23:29,541 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 18:01:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 0.7840, loss: 0.7840 +2023-12-27 21:23:52,671 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 18:01:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 0.8777, loss: 0.8777 +2023-12-27 21:24:15,773 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 18:00:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 0.8765, loss: 0.8765 +2023-12-27 21:24:38,945 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 18:00:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 0.8914, loss: 0.8914 +2023-12-27 21:25:02,136 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 18:00:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 0.8138, loss: 0.8138 +2023-12-27 21:25:25,275 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 17:59:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 0.8867, loss: 0.8867 +2023-12-27 21:25:48,362 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 17:59:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 0.8501, loss: 0.8501 +2023-12-27 21:26:11,497 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 17:58:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 0.8754, loss: 0.8754 +2023-12-27 21:26:34,601 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 17:58:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 0.8559, loss: 0.8559 +2023-12-27 21:26:57,697 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 17:58:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 0.8677, loss: 0.8677 +2023-12-27 21:27:20,794 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 17:57:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 0.9106, loss: 0.9106 +2023-12-27 21:27:33,548 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-27 21:29:05,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:29:06,059 - pyskl - INFO - +top1_acc 0.8130 +top5_acc 0.9818 +2023-12-27 21:29:06,064 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8130, top5_acc: 0.9818 +2023-12-27 21:29:46,371 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 17:57:18, time: 0.403, data_time: 0.170, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 0.8324, loss: 0.8324 +2023-12-27 21:30:09,533 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 17:56:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 0.7952, loss: 0.7952 +2023-12-27 21:30:32,767 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 17:56:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 0.8546, loss: 0.8546 +2023-12-27 21:30:56,003 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 17:56:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 0.8635, loss: 0.8635 +2023-12-27 21:31:19,212 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 17:55:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 0.9040, loss: 0.9040 +2023-12-27 21:31:42,304 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 17:55:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 0.8445, loss: 0.8445 +2023-12-27 21:32:05,373 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 17:54:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9756, loss_cls: 0.7666, loss: 0.7666 +2023-12-27 21:32:28,503 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 17:54:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 0.8443, loss: 0.8443 +2023-12-27 21:32:51,723 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 17:54:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 0.8483, loss: 0.8483 +2023-12-27 21:33:14,872 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 17:53:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 0.8287, loss: 0.8287 +2023-12-27 21:33:37,956 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 17:53:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 0.8143, loss: 0.8143 +2023-12-27 21:34:01,025 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 17:52:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9550, loss_cls: 0.8957, loss: 0.8957 +2023-12-27 21:34:24,267 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 17:52:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 0.8518, loss: 0.8518 +2023-12-27 21:34:47,350 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 17:52:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 0.8625, loss: 0.8625 +2023-12-27 21:35:10,438 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 17:51:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.7855, loss: 0.7855 +2023-12-27 21:35:33,554 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 17:51:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 0.8143, loss: 0.8143 +2023-12-27 21:35:56,614 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 17:50:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9669, loss_cls: 0.8369, loss: 0.8369 +2023-12-27 21:36:19,732 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 17:50:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 0.8663, loss: 0.8663 +2023-12-27 21:36:42,873 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 17:50:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 0.8440, loss: 0.8440 +2023-12-27 21:37:06,120 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 17:49:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 0.8704, loss: 0.8704 +2023-12-27 21:37:29,306 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 17:49:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9550, loss_cls: 0.8741, loss: 0.8741 +2023-12-27 21:37:52,523 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 17:48:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 0.8786, loss: 0.8786 +2023-12-27 21:38:15,632 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 17:48:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 0.8468, loss: 0.8468 +2023-12-27 21:38:28,364 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-27 21:40:00,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:40:00,938 - pyskl - INFO - +top1_acc 0.8434 +top5_acc 0.9862 +2023-12-27 21:40:00,942 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8434, top5_acc: 0.9862 +2023-12-27 21:40:40,727 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 17:48:13, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 0.7951, loss: 0.7951 +2023-12-27 21:41:03,761 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 17:47:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 0.7840, loss: 0.7840 +2023-12-27 21:41:26,821 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 17:47:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 0.8349, loss: 0.8349 +2023-12-27 21:41:49,902 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 17:47:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 0.8696, loss: 0.8696 +2023-12-27 21:42:12,945 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 17:46:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 0.8141, loss: 0.8141 +2023-12-27 21:42:36,030 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 17:46:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 0.8649, loss: 0.8649 +2023-12-27 21:42:59,156 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 17:45:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 0.8470, loss: 0.8470 +2023-12-27 21:43:22,390 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 17:45:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9544, loss_cls: 0.9034, loss: 0.9034 +2023-12-27 21:43:45,640 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 17:45:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 0.8351, loss: 0.8351 +2023-12-27 21:44:08,767 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 17:44:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 0.8428, loss: 0.8428 +2023-12-27 21:44:31,886 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 17:44:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 0.8729, loss: 0.8729 +2023-12-27 21:44:55,009 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 17:43:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 0.8640, loss: 0.8640 +2023-12-27 21:45:18,042 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 17:43:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.7689, loss: 0.7689 +2023-12-27 21:45:41,092 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 17:43:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 0.9122, loss: 0.9122 +2023-12-27 21:46:04,187 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 17:42:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 0.8005, loss: 0.8005 +2023-12-27 21:46:27,271 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 17:42:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 0.8045, loss: 0.8045 +2023-12-27 21:46:50,368 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 17:41:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 0.8483, loss: 0.8483 +2023-12-27 21:47:13,398 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 17:41:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 0.8477, loss: 0.8477 +2023-12-27 21:47:36,509 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 17:41:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 0.8138, loss: 0.8138 +2023-12-27 21:47:59,662 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 17:40:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 0.8560, loss: 0.8560 +2023-12-27 21:48:22,826 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 17:40:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 0.9211, loss: 0.9211 +2023-12-27 21:48:45,933 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 17:39:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 0.8727, loss: 0.8727 +2023-12-27 21:49:09,072 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 17:39:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 0.7894, loss: 0.7894 +2023-12-27 21:49:21,788 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-27 21:50:53,829 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:50:53,909 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9863 +2023-12-27 21:50:53,913 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8336, top5_acc: 0.9863 +2023-12-27 21:51:34,024 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 17:39:07, time: 0.401, data_time: 0.171, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 0.8092, loss: 0.8092 +2023-12-27 21:51:57,071 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 17:38:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 0.7985, loss: 0.7985 +2023-12-27 21:52:20,261 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 17:38:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 0.7872, loss: 0.7872 +2023-12-27 21:52:43,316 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 17:37:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 0.8227, loss: 0.8227 +2023-12-27 21:53:06,324 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 17:37:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 0.8290, loss: 0.8290 +2023-12-27 21:53:29,356 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 17:37:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 0.8932, loss: 0.8932 +2023-12-27 21:53:52,558 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 17:36:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9669, loss_cls: 0.8269, loss: 0.8269 +2023-12-27 21:54:15,564 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 17:36:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 0.8624, loss: 0.8624 +2023-12-27 21:54:38,519 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 17:35:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 0.8627, loss: 0.8627 +2023-12-27 21:55:01,570 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 17:35:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 0.8034, loss: 0.8034 +2023-12-27 21:55:24,776 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 17:35:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 0.7747, loss: 0.7747 +2023-12-27 21:55:47,869 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 17:34:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 0.8090, loss: 0.8090 +2023-12-27 21:56:10,919 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 17:34:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 0.8107, loss: 0.8107 +2023-12-27 21:56:33,943 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 17:33:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 0.7676, loss: 0.7676 +2023-12-27 21:56:56,964 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 17:33:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 0.8581, loss: 0.8581 +2023-12-27 21:57:20,032 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 17:33:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 0.8590, loss: 0.8590 +2023-12-27 21:57:43,099 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 17:32:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 0.8174, loss: 0.8174 +2023-12-27 21:58:06,076 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 17:32:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.7563, loss: 0.7563 +2023-12-27 21:58:29,058 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 17:31:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 0.8272, loss: 0.8272 +2023-12-27 21:58:52,053 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 17:31:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 0.8548, loss: 0.8548 +2023-12-27 21:59:15,086 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 17:31:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 0.8639, loss: 0.8639 +2023-12-27 21:59:38,344 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 17:30:42, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 0.8533, loss: 0.8533 +2023-12-27 22:00:01,375 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 17:30:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 0.8373, loss: 0.8373 +2023-12-27 22:00:14,072 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-27 22:01:47,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:01:47,184 - pyskl - INFO - +top1_acc 0.8178 +top5_acc 0.9825 +2023-12-27 22:01:47,189 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8178, top5_acc: 0.9825 +2023-12-27 22:02:26,839 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 17:29:55, time: 0.396, data_time: 0.165, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 0.8010, loss: 0.8010 +2023-12-27 22:02:49,931 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 17:29:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 0.8287, loss: 0.8287 +2023-12-27 22:03:13,028 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 17:29:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 0.7763, loss: 0.7763 +2023-12-27 22:03:36,071 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 17:28:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 0.8402, loss: 0.8402 +2023-12-27 22:03:59,038 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 17:28:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 0.8260, loss: 0.8260 +2023-12-27 22:04:22,000 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 17:27:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 0.8458, loss: 0.8458 +2023-12-27 22:04:44,990 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 17:27:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 0.8164, loss: 0.8164 +2023-12-27 22:05:07,977 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 17:27:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 0.8132, loss: 0.8132 +2023-12-27 22:05:30,945 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 17:26:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 0.8861, loss: 0.8861 +2023-12-27 22:05:53,908 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 17:26:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 0.8643, loss: 0.8643 +2023-12-27 22:06:16,882 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 17:25:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 0.8510, loss: 0.8510 +2023-12-27 22:06:39,857 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 17:25:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 0.7616, loss: 0.7616 +2023-12-27 22:07:02,928 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 17:25:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 0.7781, loss: 0.7781 +2023-12-27 22:07:25,985 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 17:24:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 0.8055, loss: 0.8055 +2023-12-27 22:07:49,018 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 17:24:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 0.8210, loss: 0.8210 +2023-12-27 22:08:12,087 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 17:23:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 0.8341, loss: 0.8341 +2023-12-27 22:08:35,112 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 17:23:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.8065, loss: 0.8065 +2023-12-27 22:08:58,112 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 17:23:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 0.8634, loss: 0.8634 +2023-12-27 22:09:21,168 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 17:22:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 0.9032, loss: 0.9032 +2023-12-27 22:09:44,258 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 17:22:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 0.8758, loss: 0.8758 +2023-12-27 22:10:07,319 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 17:21:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 0.7971, loss: 0.7971 +2023-12-27 22:10:30,285 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 17:21:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 0.8078, loss: 0.8078 +2023-12-27 22:10:53,247 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 17:21:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 0.7903, loss: 0.7903 +2023-12-27 22:11:05,882 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-27 22:12:38,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:12:38,196 - pyskl - INFO - +top1_acc 0.8247 +top5_acc 0.9808 +2023-12-27 22:12:38,201 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8247, top5_acc: 0.9808 +2023-12-27 22:13:18,191 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 17:20:42, time: 0.400, data_time: 0.168, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.7408, loss: 0.7408 +2023-12-27 22:13:41,340 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 17:20:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 0.8441, loss: 0.8441 +2023-12-27 22:14:04,484 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 17:19:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 0.8521, loss: 0.8521 +2023-12-27 22:14:27,600 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 17:19:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 0.7722, loss: 0.7722 +2023-12-27 22:14:50,693 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 17:19:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 0.8001, loss: 0.8001 +2023-12-27 22:15:13,689 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 17:18:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 0.7968, loss: 0.7968 +2023-12-27 22:15:36,724 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 17:18:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 0.8649, loss: 0.8649 +2023-12-27 22:15:59,728 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 17:17:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9744, loss_cls: 0.8133, loss: 0.8133 +2023-12-27 22:16:22,739 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 17:17:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 0.8032, loss: 0.8032 +2023-12-27 22:16:45,771 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 17:17:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 0.8224, loss: 0.8224 +2023-12-27 22:17:08,858 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 17:16:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 0.8122, loss: 0.8122 +2023-12-27 22:17:31,937 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 17:16:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 0.7945, loss: 0.7945 +2023-12-27 22:17:55,014 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 17:15:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9556, loss_cls: 0.8087, loss: 0.8087 +2023-12-27 22:18:18,035 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 17:15:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 0.8357, loss: 0.8357 +2023-12-27 22:18:41,000 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 17:15:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 0.8052, loss: 0.8052 +2023-12-27 22:19:03,962 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 17:14:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 0.8503, loss: 0.8503 +2023-12-27 22:19:27,144 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 17:14:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 0.8126, loss: 0.8126 +2023-12-27 22:19:50,625 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 17:13:56, time: 0.235, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 0.8508, loss: 0.8508 +2023-12-27 22:20:13,795 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 17:13:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 0.8740, loss: 0.8740 +2023-12-27 22:20:36,918 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 17:13:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 0.8132, loss: 0.8132 +2023-12-27 22:21:00,157 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 17:12:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 0.8652, loss: 0.8652 +2023-12-27 22:21:23,372 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 17:12:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 0.8452, loss: 0.8452 +2023-12-27 22:21:46,516 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 17:11:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 0.8040, loss: 0.8040 +2023-12-27 22:21:59,316 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-27 22:23:31,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:23:31,487 - pyskl - INFO - +top1_acc 0.8442 +top5_acc 0.9835 +2023-12-27 22:23:31,492 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8442, top5_acc: 0.9835 +2023-12-27 22:24:11,163 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 17:11:35, time: 0.397, data_time: 0.166, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9581, loss_cls: 0.8248, loss: 0.8248 +2023-12-27 22:24:34,185 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 17:11:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 0.8242, loss: 0.8242 +2023-12-27 22:24:57,314 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 17:10:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 0.8266, loss: 0.8266 +2023-12-27 22:25:20,504 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 17:10:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9613, loss_cls: 0.8143, loss: 0.8143 +2023-12-27 22:25:43,547 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 17:09:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 0.7777, loss: 0.7777 +2023-12-27 22:26:06,601 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 17:09:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 0.8220, loss: 0.8220 +2023-12-27 22:26:29,598 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 17:09:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 0.7930, loss: 0.7930 +2023-12-27 22:26:52,571 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 17:08:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.7806, loss: 0.7806 +2023-12-27 22:27:15,639 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 17:08:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.7816, loss: 0.7816 +2023-12-27 22:27:38,670 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 17:07:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 0.8401, loss: 0.8401 +2023-12-27 22:28:01,665 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 17:07:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.7747, loss: 0.7747 +2023-12-27 22:28:24,683 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 17:07:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 0.8345, loss: 0.8345 +2023-12-27 22:28:47,707 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 17:06:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 0.7995, loss: 0.7995 +2023-12-27 22:29:10,774 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 17:06:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 0.7478, loss: 0.7478 +2023-12-27 22:29:33,739 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 17:05:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.8224, loss: 0.8224 +2023-12-27 22:29:56,702 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 17:05:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 0.8652, loss: 0.8652 +2023-12-27 22:30:19,657 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 17:05:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 0.7697, loss: 0.7697 +2023-12-27 22:30:42,606 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 17:04:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 0.7858, loss: 0.7858 +2023-12-27 22:31:05,567 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 17:04:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 0.8563, loss: 0.8563 +2023-12-27 22:31:28,588 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 17:03:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 0.8846, loss: 0.8846 +2023-12-27 22:31:51,613 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 17:03:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 0.7926, loss: 0.7926 +2023-12-27 22:32:14,583 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 17:03:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 0.8076, loss: 0.8076 +2023-12-27 22:32:37,555 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 17:02:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 0.8171, loss: 0.8171 +2023-12-27 22:32:50,197 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-27 22:34:22,552 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:34:22,631 - pyskl - INFO - +top1_acc 0.8469 +top5_acc 0.9830 +2023-12-27 22:34:22,636 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8469, top5_acc: 0.9830 +2023-12-27 22:35:02,893 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 17:02:23, time: 0.403, data_time: 0.172, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.7433, loss: 0.7433 +2023-12-27 22:35:25,862 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 17:01:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 0.8023, loss: 0.8023 +2023-12-27 22:35:48,826 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 17:01:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 0.8345, loss: 0.8345 +2023-12-27 22:36:11,820 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 17:01:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 0.7878, loss: 0.7878 +2023-12-27 22:36:34,934 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 17:00:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 0.8266, loss: 0.8266 +2023-12-27 22:36:58,051 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 17:00:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 0.8348, loss: 0.8348 +2023-12-27 22:37:21,039 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 16:59:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 0.7824, loss: 0.7824 +2023-12-27 22:37:44,058 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 16:59:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 0.7803, loss: 0.7803 +2023-12-27 22:38:07,194 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 16:59:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 0.8104, loss: 0.8104 +2023-12-27 22:38:30,385 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 16:58:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 0.8746, loss: 0.8746 +2023-12-27 22:38:53,419 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 16:58:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 0.8009, loss: 0.8009 +2023-12-27 22:39:16,437 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 16:57:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.7544, loss: 0.7544 +2023-12-27 22:39:39,519 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 16:57:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 0.8057, loss: 0.8057 +2023-12-27 22:40:02,635 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 16:57:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 0.7847, loss: 0.7847 +2023-12-27 22:40:25,674 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 16:56:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 0.8413, loss: 0.8413 +2023-12-27 22:40:48,703 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 16:56:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 0.8018, loss: 0.8018 +2023-12-27 22:41:11,691 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 16:55:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.7710, loss: 0.7710 +2023-12-27 22:41:34,696 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 16:55:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 0.8417, loss: 0.8417 +2023-12-27 22:41:57,734 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 16:55:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9575, loss_cls: 0.8213, loss: 0.8213 +2023-12-27 22:42:20,744 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 16:54:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 0.8458, loss: 0.8458 +2023-12-27 22:42:43,774 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 16:54:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 0.8003, loss: 0.8003 +2023-12-27 22:43:06,796 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 16:53:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 0.8205, loss: 0.8205 +2023-12-27 22:43:29,844 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 16:53:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 0.8397, loss: 0.8397 +2023-12-27 22:43:42,579 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-27 22:45:14,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:45:14,716 - pyskl - INFO - +top1_acc 0.8381 +top5_acc 0.9831 +2023-12-27 22:45:14,720 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8381, top5_acc: 0.9831 +2023-12-27 22:45:54,532 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 16:53:12, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.7617, loss: 0.7617 +2023-12-27 22:46:17,530 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 16:52:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 0.7819, loss: 0.7819 +2023-12-27 22:46:40,468 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 16:52:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 0.7676, loss: 0.7676 +2023-12-27 22:47:03,402 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 16:51:59, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 0.8143, loss: 0.8143 +2023-12-27 22:47:26,408 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 16:51:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 0.7847, loss: 0.7847 +2023-12-27 22:47:49,447 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 16:51:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 0.7723, loss: 0.7723 +2023-12-27 22:48:12,455 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 16:50:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 0.7682, loss: 0.7682 +2023-12-27 22:48:35,433 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 16:50:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9788, loss_cls: 0.7449, loss: 0.7449 +2023-12-27 22:48:58,403 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 16:49:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.7651, loss: 0.7651 +2023-12-27 22:49:21,383 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 16:49:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 0.8633, loss: 0.8633 +2023-12-27 22:49:44,363 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 16:49:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9700, loss_cls: 0.8884, loss: 0.8884 +2023-12-27 22:50:07,372 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 16:48:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 0.8230, loss: 0.8230 +2023-12-27 22:50:30,413 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 16:48:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 0.8011, loss: 0.8011 +2023-12-27 22:50:53,417 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 16:47:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 0.8007, loss: 0.8007 +2023-12-27 22:51:16,419 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 16:47:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 0.8332, loss: 0.8332 +2023-12-27 22:51:39,506 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 16:47:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 0.7956, loss: 0.7956 +2023-12-27 22:52:02,570 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 16:46:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 0.7800, loss: 0.7800 +2023-12-27 22:52:25,595 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 16:46:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9688, loss_cls: 0.9002, loss: 0.9002 +2023-12-27 22:52:48,623 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 16:45:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 0.8263, loss: 0.8263 +2023-12-27 22:53:11,635 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 16:45:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 0.7888, loss: 0.7888 +2023-12-27 22:53:34,639 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 16:45:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 0.7576, loss: 0.7576 +2023-12-27 22:53:57,654 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 16:44:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 0.7771, loss: 0.7771 +2023-12-27 22:54:20,812 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 16:44:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 0.7189, loss: 0.7189 +2023-12-27 22:54:33,650 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-27 22:56:06,222 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:56:06,304 - pyskl - INFO - +top1_acc 0.8423 +top5_acc 0.9847 +2023-12-27 22:56:06,308 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8423, top5_acc: 0.9847 +2023-12-27 22:56:46,241 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 16:43:59, time: 0.399, data_time: 0.168, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.7403, loss: 0.7403 +2023-12-27 22:57:09,433 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 16:43:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 0.8115, loss: 0.8115 +2023-12-27 22:57:32,641 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 16:43:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9775, loss_cls: 0.7719, loss: 0.7719 +2023-12-27 22:57:55,701 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 16:42:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 0.7866, loss: 0.7866 +2023-12-27 22:58:18,775 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 16:42:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.7611, loss: 0.7611 +2023-12-27 22:58:41,893 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 16:42:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 0.8047, loss: 0.8047 +2023-12-27 22:59:04,947 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 16:41:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 0.7967, loss: 0.7967 +2023-12-27 22:59:27,963 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 16:41:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.8007, loss: 0.8007 +2023-12-27 22:59:50,964 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 16:40:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 0.8881, loss: 0.8881 +2023-12-27 23:00:13,957 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 16:40:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.7881, loss: 0.7881 +2023-12-27 23:00:36,921 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 16:40:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.7874, loss: 0.7874 +2023-12-27 23:00:59,947 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 16:39:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 0.8596, loss: 0.8596 +2023-12-27 23:01:22,915 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 16:39:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 0.7953, loss: 0.7953 +2023-12-27 23:01:45,886 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 16:38:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 0.7708, loss: 0.7708 +2023-12-27 23:02:08,920 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 16:38:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 0.7791, loss: 0.7791 +2023-12-27 23:02:31,992 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 16:38:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 0.8168, loss: 0.8168 +2023-12-27 23:02:55,111 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 16:37:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9600, loss_cls: 0.8407, loss: 0.8407 +2023-12-27 23:03:18,231 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 16:37:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 0.8260, loss: 0.8260 +2023-12-27 23:03:41,329 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 16:36:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 0.7792, loss: 0.7792 +2023-12-27 23:04:04,378 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 16:36:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.7620, loss: 0.7620 +2023-12-27 23:04:27,415 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 16:36:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 0.7643, loss: 0.7643 +2023-12-27 23:04:50,583 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 16:35:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 0.7998, loss: 0.7998 +2023-12-27 23:05:13,656 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 16:35:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 0.8219, loss: 0.8219 +2023-12-27 23:05:26,339 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-27 23:06:58,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:06:58,963 - pyskl - INFO - +top1_acc 0.8470 +top5_acc 0.9849 +2023-12-27 23:06:58,967 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8470, top5_acc: 0.9849 +2023-12-27 23:07:38,677 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 16:34:49, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.7137, loss: 0.7137 +2023-12-27 23:08:01,652 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 16:34:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.7279, loss: 0.7279 +2023-12-27 23:08:24,633 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 16:34:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.7339, loss: 0.7339 +2023-12-27 23:08:47,610 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 16:33:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 0.7846, loss: 0.7846 +2023-12-27 23:09:10,642 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 16:33:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 0.7656, loss: 0.7656 +2023-12-27 23:09:33,664 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 16:32:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9606, loss_cls: 0.7871, loss: 0.7871 +2023-12-27 23:09:56,708 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 16:32:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.7427, loss: 0.7427 +2023-12-27 23:10:19,735 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 16:32:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 0.7936, loss: 0.7936 +2023-12-27 23:10:42,856 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 16:31:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 0.7935, loss: 0.7935 +2023-12-27 23:11:06,054 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 16:31:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 0.7624, loss: 0.7624 +2023-12-27 23:11:29,150 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 16:30:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 0.8425, loss: 0.8425 +2023-12-27 23:11:52,351 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 16:30:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 0.7777, loss: 0.7777 +2023-12-27 23:12:15,470 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 16:30:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 0.8176, loss: 0.8176 +2023-12-27 23:12:38,430 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 16:29:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 0.8369, loss: 0.8369 +2023-12-27 23:13:01,386 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 16:29:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 0.8447, loss: 0.8447 +2023-12-27 23:13:24,354 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 16:28:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 0.8085, loss: 0.8085 +2023-12-27 23:13:47,391 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 16:28:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 0.7679, loss: 0.7679 +2023-12-27 23:14:10,417 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 16:28:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 0.7515, loss: 0.7515 +2023-12-27 23:14:33,462 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 16:27:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 0.8002, loss: 0.8002 +2023-12-27 23:14:56,573 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 16:27:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 0.8121, loss: 0.8121 +2023-12-27 23:15:19,723 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 16:26:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 0.8525, loss: 0.8525 +2023-12-27 23:15:42,805 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 16:26:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 0.7925, loss: 0.7925 +2023-12-27 23:16:05,837 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 16:26:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 0.8440, loss: 0.8440 +2023-12-27 23:16:18,561 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-27 23:17:50,641 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:17:50,721 - pyskl - INFO - +top1_acc 0.8428 +top5_acc 0.9832 +2023-12-27 23:17:50,725 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8428, top5_acc: 0.9832 +2023-12-27 23:18:30,464 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 16:25:39, time: 0.397, data_time: 0.168, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7906, loss: 0.7906 +2023-12-27 23:18:53,457 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 16:25:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 0.8474, loss: 0.8474 +2023-12-27 23:19:16,429 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 16:24:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.7930, loss: 0.7930 +2023-12-27 23:19:39,408 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 16:24:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 0.7407, loss: 0.7407 +2023-12-27 23:20:02,404 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 16:24:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.7431, loss: 0.7431 +2023-12-27 23:20:25,445 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 16:23:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 0.8401, loss: 0.8401 +2023-12-27 23:20:48,458 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 16:23:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 0.7503, loss: 0.7503 +2023-12-27 23:21:11,440 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 16:22:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 0.7613, loss: 0.7613 +2023-12-27 23:21:34,441 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 16:22:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 0.8021, loss: 0.8021 +2023-12-27 23:21:57,461 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 16:22:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 0.7194, loss: 0.7194 +2023-12-27 23:22:20,455 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 16:21:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 0.8226, loss: 0.8226 +2023-12-27 23:22:43,480 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 16:21:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 0.9026, loss: 0.9026 +2023-12-27 23:23:06,557 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 16:20:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 0.8027, loss: 0.8027 +2023-12-27 23:23:29,701 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 16:20:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.7713, loss: 0.7713 +2023-12-27 23:23:52,889 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 16:20:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9581, loss_cls: 0.8449, loss: 0.8449 +2023-12-27 23:24:16,054 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 16:19:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 0.7580, loss: 0.7580 +2023-12-27 23:24:39,216 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 16:19:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 0.7884, loss: 0.7884 +2023-12-27 23:25:02,251 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 16:18:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 0.8511, loss: 0.8511 +2023-12-27 23:25:25,262 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 16:18:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 0.7861, loss: 0.7861 +2023-12-27 23:25:48,281 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 16:18:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.8199, loss: 0.8199 +2023-12-27 23:26:11,308 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 16:17:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 0.8072, loss: 0.8072 +2023-12-27 23:26:34,325 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 16:17:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 0.7861, loss: 0.7861 +2023-12-27 23:26:57,343 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 16:16:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 0.8148, loss: 0.8148 +2023-12-27 23:27:10,092 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-27 23:28:42,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:28:42,479 - pyskl - INFO - +top1_acc 0.8304 +top5_acc 0.9819 +2023-12-27 23:28:42,484 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8304, top5_acc: 0.9819 +2023-12-27 23:29:22,236 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 16:16:28, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 0.7948, loss: 0.7948 +2023-12-27 23:29:45,248 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 16:16:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 0.7962, loss: 0.7962 +2023-12-27 23:30:08,296 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 16:15:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.7407, loss: 0.7407 +2023-12-27 23:30:31,402 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 16:15:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 0.7724, loss: 0.7724 +2023-12-27 23:30:54,499 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 16:14:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.7437, loss: 0.7437 +2023-12-27 23:31:17,593 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 16:14:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 0.7154, loss: 0.7154 +2023-12-27 23:31:40,832 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 16:14:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.7635, loss: 0.7635 +2023-12-27 23:32:03,887 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 16:13:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7709, loss: 0.7709 +2023-12-27 23:32:26,890 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 16:13:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 0.8160, loss: 0.8160 +2023-12-27 23:32:49,907 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 16:12:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 0.7911, loss: 0.7911 +2023-12-27 23:33:12,991 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 16:12:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 0.8121, loss: 0.8121 +2023-12-27 23:33:36,143 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 16:12:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 0.7825, loss: 0.7825 +2023-12-27 23:33:59,330 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 16:11:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.7768, loss: 0.7768 +2023-12-27 23:34:22,441 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 16:11:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.7567, loss: 0.7567 +2023-12-27 23:34:45,547 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 16:10:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 0.7942, loss: 0.7942 +2023-12-27 23:35:08,593 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 16:10:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 0.7752, loss: 0.7752 +2023-12-27 23:35:31,755 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 16:10:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.7267, loss: 0.7267 +2023-12-27 23:35:54,796 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 16:09:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 0.7381, loss: 0.7381 +2023-12-27 23:36:17,827 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 16:09:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.7873, loss: 0.7873 +2023-12-27 23:36:40,853 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 16:08:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9550, loss_cls: 0.8236, loss: 0.8236 +2023-12-27 23:37:04,057 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 16:08:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 0.7831, loss: 0.7831 +2023-12-27 23:37:27,345 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 16:08:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.7679, loss: 0.7679 +2023-12-27 23:37:50,571 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 16:07:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.7665, loss: 0.7665 +2023-12-27 23:38:03,317 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-27 23:39:35,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:39:35,502 - pyskl - INFO - +top1_acc 0.8475 +top5_acc 0.9862 +2023-12-27 23:39:35,506 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8475, top5_acc: 0.9862 +2023-12-27 23:40:15,330 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 16:07:21, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.7504, loss: 0.7504 +2023-12-27 23:40:38,457 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 16:06:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.7191, loss: 0.7191 +2023-12-27 23:41:01,506 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 16:06:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 0.7308, loss: 0.7308 +2023-12-27 23:41:24,616 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 16:06:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 0.7337, loss: 0.7337 +2023-12-27 23:41:47,723 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 16:05:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.7313, loss: 0.7313 +2023-12-27 23:42:10,800 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 16:05:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 0.7988, loss: 0.7988 +2023-12-27 23:42:33,863 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 16:04:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.7162, loss: 0.7162 +2023-12-27 23:42:56,951 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 16:04:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 0.7810, loss: 0.7810 +2023-12-27 23:43:20,056 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 16:04:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 0.8515, loss: 0.8515 +2023-12-27 23:43:43,093 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 16:03:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 0.8248, loss: 0.8248 +2023-12-27 23:44:06,113 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 16:03:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 0.8098, loss: 0.8098 +2023-12-27 23:44:29,131 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 16:03:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 0.7350, loss: 0.7350 +2023-12-27 23:44:52,216 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 16:02:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.7507, loss: 0.7507 +2023-12-27 23:45:15,338 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 16:02:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 0.7589, loss: 0.7589 +2023-12-27 23:45:38,530 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 16:01:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 0.7515, loss: 0.7515 +2023-12-27 23:46:01,650 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 16:01:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.7326, loss: 0.7326 +2023-12-27 23:46:24,808 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 16:01:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.7612, loss: 0.7612 +2023-12-27 23:46:47,916 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 16:00:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 0.7318, loss: 0.7318 +2023-12-27 23:47:10,893 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 16:00:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 0.7879, loss: 0.7879 +2023-12-27 23:47:33,881 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 15:59:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 0.7544, loss: 0.7544 +2023-12-27 23:47:56,840 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 15:59:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 0.7934, loss: 0.7934 +2023-12-27 23:48:19,837 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 15:59:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 0.8404, loss: 0.8404 +2023-12-27 23:48:42,824 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 15:58:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 0.7595, loss: 0.7595 +2023-12-27 23:48:55,491 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-27 23:50:27,718 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:50:27,796 - pyskl - INFO - +top1_acc 0.8562 +top5_acc 0.9856 +2023-12-27 23:50:27,800 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8562, top5_acc: 0.9856 +2023-12-27 23:51:07,908 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 15:58:13, time: 0.401, data_time: 0.172, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.7651, loss: 0.7651 +2023-12-27 23:51:30,932 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 15:57:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.7354, loss: 0.7354 +2023-12-27 23:51:53,902 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 15:57:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.7051, loss: 0.7051 +2023-12-27 23:52:16,941 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 15:57:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 0.7909, loss: 0.7909 +2023-12-27 23:52:39,924 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 15:56:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 0.7860, loss: 0.7860 +2023-12-27 23:53:02,853 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 15:56:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 0.7381, loss: 0.7381 +2023-12-27 23:53:25,892 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 15:55:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.7527, loss: 0.7527 +2023-12-27 23:53:49,076 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 15:55:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 0.7642, loss: 0.7642 +2023-12-27 23:54:12,236 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 15:55:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 0.7673, loss: 0.7673 +2023-12-27 23:54:35,437 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 15:54:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 0.7899, loss: 0.7899 +2023-12-27 23:54:58,540 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 15:54:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 0.7570, loss: 0.7570 +2023-12-27 23:55:21,737 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 15:53:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 0.7776, loss: 0.7776 +2023-12-27 23:55:44,853 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 15:53:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.7326, loss: 0.7326 +2023-12-27 23:56:07,922 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 15:53:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 0.8055, loss: 0.8055 +2023-12-27 23:56:30,949 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 15:52:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 0.7959, loss: 0.7959 +2023-12-27 23:56:53,981 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 15:52:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 0.7530, loss: 0.7530 +2023-12-27 23:57:17,039 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 15:51:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 0.7291, loss: 0.7291 +2023-12-27 23:57:40,047 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 15:51:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 0.8168, loss: 0.8168 +2023-12-27 23:58:03,093 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 15:51:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.7322, loss: 0.7322 +2023-12-27 23:58:26,148 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 15:50:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 0.7093, loss: 0.7093 +2023-12-27 23:58:49,185 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 15:50:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 0.8074, loss: 0.8074 +2023-12-27 23:59:12,517 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 15:49:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 0.7899, loss: 0.7899 +2023-12-27 23:59:35,650 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 15:49:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 0.7298, loss: 0.7298 +2023-12-27 23:59:48,360 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-28 00:01:20,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:01:21,069 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9880 +2023-12-28 00:01:21,081 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_26.pth was removed +2023-12-28 00:01:21,217 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2023-12-28 00:01:21,218 - pyskl - INFO - Best top1_acc is 0.8664 at 46 epoch. +2023-12-28 00:01:21,223 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8664, top5_acc: 0.9880 +2023-12-28 00:02:01,794 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 15:49:06, time: 0.406, data_time: 0.176, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 0.7534, loss: 0.7534 +2023-12-28 00:02:24,797 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 15:48:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 0.7251, loss: 0.7251 +2023-12-28 00:02:47,790 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 15:48:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.7844, loss: 0.7844 +2023-12-28 00:03:10,842 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 15:47:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.7454, loss: 0.7454 +2023-12-28 00:03:33,867 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 15:47:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 0.7567, loss: 0.7567 +2023-12-28 00:03:56,919 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 15:47:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.7904, loss: 0.7904 +2023-12-28 00:04:20,005 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 15:46:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.7076, loss: 0.7076 +2023-12-28 00:04:43,028 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 15:46:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 0.7195, loss: 0.7195 +2023-12-28 00:05:06,145 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 15:45:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.7214, loss: 0.7214 +2023-12-28 00:05:29,173 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 15:45:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.7153, loss: 0.7153 +2023-12-28 00:05:52,410 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 15:45:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.7014, loss: 0.7014 +2023-12-28 00:06:15,672 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 15:44:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 0.7798, loss: 0.7798 +2023-12-28 00:06:38,773 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 15:44:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.7530, loss: 0.7530 +2023-12-28 00:07:01,853 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 15:43:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 0.7384, loss: 0.7384 +2023-12-28 00:07:24,885 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 15:43:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 0.7993, loss: 0.7993 +2023-12-28 00:07:47,855 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 15:43:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 0.7719, loss: 0.7719 +2023-12-28 00:08:10,931 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 15:42:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 0.8536, loss: 0.8536 +2023-12-28 00:08:34,075 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 15:42:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 0.7928, loss: 0.7928 +2023-12-28 00:08:57,089 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 15:41:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 0.7505, loss: 0.7505 +2023-12-28 00:09:20,080 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 15:41:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 0.8189, loss: 0.8189 +2023-12-28 00:09:43,088 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 15:41:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.7604, loss: 0.7604 +2023-12-28 00:10:06,058 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 15:40:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 0.7922, loss: 0.7922 +2023-12-28 00:10:29,034 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 15:40:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 0.7983, loss: 0.7983 +2023-12-28 00:10:41,714 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-28 00:12:14,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:12:14,106 - pyskl - INFO - +top1_acc 0.8729 +top5_acc 0.9888 +2023-12-28 00:12:14,110 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_46.pth was removed +2023-12-28 00:12:14,234 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. +2023-12-28 00:12:14,235 - pyskl - INFO - Best top1_acc is 0.8729 at 47 epoch. +2023-12-28 00:12:14,239 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8729, top5_acc: 0.9888 +2023-12-28 00:12:54,410 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 15:39:58, time: 0.402, data_time: 0.171, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.7415, loss: 0.7415 +2023-12-28 00:13:17,550 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 15:39:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 0.7468, loss: 0.7468 +2023-12-28 00:13:40,750 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 15:39:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 0.7936, loss: 0.7936 +2023-12-28 00:14:03,765 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 15:38:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 0.7368, loss: 0.7368 +2023-12-28 00:14:26,773 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 15:38:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9738, loss_cls: 0.7818, loss: 0.7818 +2023-12-28 00:14:49,897 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 15:37:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.7236, loss: 0.7236 +2023-12-28 00:15:13,016 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 15:37:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.7030, loss: 0.7030 +2023-12-28 00:15:36,084 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 15:37:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.7367, loss: 0.7367 +2023-12-28 00:15:59,208 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 15:36:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.7504, loss: 0.7504 +2023-12-28 00:16:22,386 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 15:36:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.7630, loss: 0.7630 +2023-12-28 00:16:45,577 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 15:36:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 0.8006, loss: 0.8006 +2023-12-28 00:17:08,817 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 15:35:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.7692, loss: 0.7692 +2023-12-28 00:17:31,926 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 15:35:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 0.7823, loss: 0.7823 +2023-12-28 00:17:54,985 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 15:34:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.7227, loss: 0.7227 +2023-12-28 00:18:18,088 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 15:34:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 0.7033, loss: 0.7033 +2023-12-28 00:18:41,213 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 15:34:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 0.7411, loss: 0.7411 +2023-12-28 00:19:04,380 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 15:33:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 0.7738, loss: 0.7738 +2023-12-28 00:19:27,551 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 15:33:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 0.7276, loss: 0.7276 +2023-12-28 00:19:50,698 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 15:32:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 0.7918, loss: 0.7918 +2023-12-28 00:20:13,773 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 15:32:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.7514, loss: 0.7514 +2023-12-28 00:20:36,812 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 15:32:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.7541, loss: 0.7541 +2023-12-28 00:20:59,838 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 15:31:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 0.7919, loss: 0.7919 +2023-12-28 00:21:22,923 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 15:31:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 0.6839, loss: 0.6839 +2023-12-28 00:21:35,556 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-28 00:23:07,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:23:07,851 - pyskl - INFO - +top1_acc 0.8674 +top5_acc 0.9853 +2023-12-28 00:23:07,855 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8674, top5_acc: 0.9853 +2023-12-28 00:23:47,943 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 15:30:52, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 0.7592, loss: 0.7592 +2023-12-28 00:24:11,084 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 15:30:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 0.7184, loss: 0.7184 +2023-12-28 00:24:34,214 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 15:30:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.7167, loss: 0.7167 +2023-12-28 00:24:57,313 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 15:29:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9625, loss_cls: 0.7997, loss: 0.7997 +2023-12-28 00:25:20,511 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 15:29:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.7442, loss: 0.7442 +2023-12-28 00:25:43,853 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 15:28:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 0.7415, loss: 0.7415 +2023-12-28 00:26:07,037 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 15:28:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.7147, loss: 0.7147 +2023-12-28 00:26:30,120 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 15:28:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.7271, loss: 0.7271 +2023-12-28 00:26:53,296 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 15:27:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 0.6870, loss: 0.6870 +2023-12-28 00:27:16,336 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 15:27:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 0.7300, loss: 0.7300 +2023-12-28 00:27:39,320 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 15:26:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.6848, loss: 0.6848 +2023-12-28 00:28:02,290 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 15:26:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 0.7432, loss: 0.7432 +2023-12-28 00:28:25,275 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 15:26:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.7081, loss: 0.7081 +2023-12-28 00:28:48,262 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 15:25:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.7240, loss: 0.7240 +2023-12-28 00:29:11,301 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 15:25:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 0.7307, loss: 0.7307 +2023-12-28 00:29:34,450 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 15:24:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 0.7748, loss: 0.7748 +2023-12-28 00:29:57,739 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 15:24:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 0.8063, loss: 0.8063 +2023-12-28 00:30:20,958 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 15:24:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 0.7828, loss: 0.7828 +2023-12-28 00:30:44,050 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 15:23:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 0.7782, loss: 0.7782 +2023-12-28 00:31:07,081 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 15:23:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 0.7313, loss: 0.7313 +2023-12-28 00:31:30,188 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 15:22:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.7271, loss: 0.7271 +2023-12-28 00:31:53,245 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 15:22:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.7484, loss: 0.7484 +2023-12-28 00:32:16,330 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 15:22:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9625, loss_cls: 0.7538, loss: 0.7538 +2023-12-28 00:32:29,048 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-28 00:34:01,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:34:01,249 - pyskl - INFO - +top1_acc 0.8488 +top5_acc 0.9848 +2023-12-28 00:34:01,254 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8488, top5_acc: 0.9848 +2023-12-28 00:34:41,869 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 15:21:46, time: 0.406, data_time: 0.176, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.6797, loss: 0.6797 +2023-12-28 00:35:04,904 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 15:21:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.6770, loss: 0.6770 +2023-12-28 00:35:27,936 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 15:20:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 0.7095, loss: 0.7095 +2023-12-28 00:35:51,019 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 15:20:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.7482, loss: 0.7482 +2023-12-28 00:36:14,196 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 15:20:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 0.6947, loss: 0.6947 +2023-12-28 00:36:37,296 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 15:19:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 0.7144, loss: 0.7144 +2023-12-28 00:37:00,315 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 15:19:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.7485, loss: 0.7485 +2023-12-28 00:37:23,326 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 15:19:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 0.7280, loss: 0.7280 +2023-12-28 00:37:46,357 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 15:18:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.7131, loss: 0.7131 +2023-12-28 00:38:09,423 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 15:18:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.7336, loss: 0.7336 +2023-12-28 00:38:32,595 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 15:17:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.7605, loss: 0.7605 +2023-12-28 00:38:55,676 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 15:17:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9613, loss_cls: 0.7656, loss: 0.7656 +2023-12-28 00:39:18,740 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 15:17:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 0.8021, loss: 0.8021 +2023-12-28 00:39:41,817 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 15:16:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.6948, loss: 0.6948 +2023-12-28 00:40:04,850 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 15:16:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.7784, loss: 0.7784 +2023-12-28 00:40:27,878 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 15:15:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 0.7767, loss: 0.7767 +2023-12-28 00:40:50,986 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 15:15:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.7853, loss: 0.7853 +2023-12-28 00:41:14,008 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 15:15:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 0.7876, loss: 0.7876 +2023-12-28 00:41:37,007 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 15:14:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.7962, loss: 0.7962 +2023-12-28 00:42:00,016 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 15:14:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 0.8223, loss: 0.8223 +2023-12-28 00:42:23,124 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 15:13:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 0.7582, loss: 0.7582 +2023-12-28 00:42:46,209 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 15:13:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.7042, loss: 0.7042 +2023-12-28 00:43:09,369 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 15:13:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 0.7428, loss: 0.7428 +2023-12-28 00:43:22,071 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-28 00:44:54,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:44:54,360 - pyskl - INFO - +top1_acc 0.8658 +top5_acc 0.9873 +2023-12-28 00:44:54,364 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8658, top5_acc: 0.9873 +2023-12-28 00:45:34,588 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 15:12:38, time: 0.402, data_time: 0.171, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.7061, loss: 0.7061 +2023-12-28 00:45:57,598 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 15:12:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 0.7366, loss: 0.7366 +2023-12-28 00:46:20,643 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 15:11:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 0.7190, loss: 0.7190 +2023-12-28 00:46:43,819 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 15:11:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 0.6827, loss: 0.6827 +2023-12-28 00:47:06,922 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 15:11:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 0.7328, loss: 0.7328 +2023-12-28 00:47:29,904 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 15:10:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 0.7819, loss: 0.7819 +2023-12-28 00:47:52,908 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 15:10:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.7057, loss: 0.7057 +2023-12-28 00:48:16,005 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 15:09:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.7264, loss: 0.7264 +2023-12-28 00:48:39,093 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 15:09:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.6780, loss: 0.6780 +2023-12-28 00:49:02,228 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 15:09:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 0.7494, loss: 0.7494 +2023-12-28 00:49:25,300 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 15:08:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.6751, loss: 0.6751 +2023-12-28 00:49:48,285 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 15:08:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 0.7281, loss: 0.7281 +2023-12-28 00:50:11,382 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 15:07:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.7378, loss: 0.7378 +2023-12-28 00:50:34,410 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 15:07:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.7414, loss: 0.7414 +2023-12-28 00:50:57,626 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 15:07:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9594, loss_cls: 0.7709, loss: 0.7709 +2023-12-28 00:51:20,767 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 15:06:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 0.7651, loss: 0.7651 +2023-12-28 00:51:43,844 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 15:06:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 0.7586, loss: 0.7586 +2023-12-28 00:52:06,909 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 15:05:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.7450, loss: 0.7450 +2023-12-28 00:52:30,073 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 15:05:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 0.8123, loss: 0.8123 +2023-12-28 00:52:53,061 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 15:05:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.7467, loss: 0.7467 +2023-12-28 00:53:16,081 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 15:04:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 0.6936, loss: 0.6936 +2023-12-28 00:53:39,122 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 15:04:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 0.7054, loss: 0.7054 +2023-12-28 00:54:02,149 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 15:03:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.6912, loss: 0.6912 +2023-12-28 00:54:14,841 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-28 00:55:46,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:55:46,943 - pyskl - INFO - +top1_acc 0.8480 +top5_acc 0.9871 +2023-12-28 00:55:46,947 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8480, top5_acc: 0.9871 +2023-12-28 00:56:26,719 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 15:03:30, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.6801, loss: 0.6801 +2023-12-28 00:56:49,743 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 15:03:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.6762, loss: 0.6762 +2023-12-28 00:57:12,761 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 15:02:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9656, loss_cls: 0.7414, loss: 0.7414 +2023-12-28 00:57:35,764 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 15:02:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.7303, loss: 0.7303 +2023-12-28 00:57:58,913 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 15:01:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 0.7746, loss: 0.7746 +2023-12-28 00:58:22,021 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 15:01:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 0.7085, loss: 0.7085 +2023-12-28 00:58:45,067 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 15:01:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.7361, loss: 0.7361 +2023-12-28 00:59:08,099 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 15:00:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 0.6771, loss: 0.6771 +2023-12-28 00:59:31,055 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 15:00:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.6749, loss: 0.6749 +2023-12-28 00:59:53,998 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 14:59:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 0.6890, loss: 0.6890 +2023-12-28 01:00:16,916 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 14:59:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.7764, loss: 0.7764 +2023-12-28 01:00:39,936 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 14:59:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.7486, loss: 0.7486 +2023-12-28 01:01:02,947 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 14:58:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.6553, loss: 0.6553 +2023-12-28 01:01:25,956 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 14:58:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 0.8119, loss: 0.8119 +2023-12-28 01:01:48,986 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 14:57:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 0.8004, loss: 0.8004 +2023-12-28 01:02:11,998 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 14:57:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 0.7239, loss: 0.7239 +2023-12-28 01:02:35,003 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 14:57:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.7749, loss: 0.7749 +2023-12-28 01:02:57,966 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 14:56:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9800, loss_cls: 0.7030, loss: 0.7030 +2023-12-28 01:03:20,945 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 14:56:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 0.7595, loss: 0.7595 +2023-12-28 01:03:43,996 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 14:55:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 0.7922, loss: 0.7922 +2023-12-28 01:04:07,007 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 14:55:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 0.7360, loss: 0.7360 +2023-12-28 01:04:30,019 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 14:55:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.7381, loss: 0.7381 +2023-12-28 01:04:53,005 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 14:54:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9663, loss_cls: 0.7438, loss: 0.7438 +2023-12-28 01:05:05,687 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-28 01:06:38,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:06:38,104 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9880 +2023-12-28 01:06:38,109 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8633, top5_acc: 0.9880 +2023-12-28 01:07:17,408 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 14:54:17, time: 0.393, data_time: 0.162, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.6887, loss: 0.6887 +2023-12-28 01:07:40,397 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 14:53:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.6871, loss: 0.6871 +2023-12-28 01:08:03,459 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 14:53:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.6800, loss: 0.6800 +2023-12-28 01:08:26,477 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 14:53:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 0.6654, loss: 0.6654 +2023-12-28 01:08:49,425 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 14:52:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 0.7145, loss: 0.7145 +2023-12-28 01:09:12,407 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 14:52:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.7360, loss: 0.7360 +2023-12-28 01:09:35,578 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 14:51:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.7215, loss: 0.7215 +2023-12-28 01:09:58,661 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 14:51:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 0.7547, loss: 0.7547 +2023-12-28 01:10:21,714 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 14:51:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.7356, loss: 0.7356 +2023-12-28 01:10:44,753 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 14:50:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 0.7341, loss: 0.7341 +2023-12-28 01:11:07,707 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 14:50:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 0.7124, loss: 0.7124 +2023-12-28 01:11:30,668 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 14:49:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.6915, loss: 0.6915 +2023-12-28 01:11:53,628 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 14:49:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 0.7044, loss: 0.7044 +2023-12-28 01:12:16,622 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 14:49:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.7197, loss: 0.7197 +2023-12-28 01:12:39,591 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 14:48:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 0.7766, loss: 0.7766 +2023-12-28 01:13:02,616 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 14:48:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 0.7706, loss: 0.7706 +2023-12-28 01:13:25,665 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 14:47:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9694, loss_cls: 0.7196, loss: 0.7196 +2023-12-28 01:13:48,644 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 14:47:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.7461, loss: 0.7461 +2023-12-28 01:14:11,645 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 14:47:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 0.7611, loss: 0.7611 +2023-12-28 01:14:34,702 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 14:46:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9669, loss_cls: 0.7145, loss: 0.7145 +2023-12-28 01:14:57,730 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 14:46:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 0.7376, loss: 0.7376 +2023-12-28 01:15:20,751 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 14:45:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 0.7400, loss: 0.7400 +2023-12-28 01:15:43,751 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 14:45:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 0.7541, loss: 0.7541 +2023-12-28 01:15:56,378 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-28 01:17:28,759 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:17:28,836 - pyskl - INFO - +top1_acc 0.8579 +top5_acc 0.9874 +2023-12-28 01:17:28,840 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8579, top5_acc: 0.9874 +2023-12-28 01:18:08,991 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 14:45:07, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 0.6998, loss: 0.6998 +2023-12-28 01:18:32,232 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 14:44:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 0.7270, loss: 0.7270 +2023-12-28 01:18:55,327 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 14:44:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 0.6655, loss: 0.6655 +2023-12-28 01:19:18,373 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 14:43:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.7074, loss: 0.7074 +2023-12-28 01:19:41,535 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 14:43:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 0.7838, loss: 0.7838 +2023-12-28 01:20:04,683 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 14:43:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 0.6692, loss: 0.6692 +2023-12-28 01:20:27,757 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 14:42:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9663, loss_cls: 0.7837, loss: 0.7837 +2023-12-28 01:20:50,772 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 14:42:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 0.7418, loss: 0.7418 +2023-12-28 01:21:13,853 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 14:41:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.7394, loss: 0.7394 +2023-12-28 01:21:37,135 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 14:41:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.6622, loss: 0.6622 +2023-12-28 01:22:00,251 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 14:41:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 0.7169, loss: 0.7169 +2023-12-28 01:22:23,319 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 14:40:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 0.7049, loss: 0.7049 +2023-12-28 01:22:46,326 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 14:40:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.6940, loss: 0.6940 +2023-12-28 01:23:09,322 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 14:40:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.6752, loss: 0.6752 +2023-12-28 01:23:32,289 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 14:39:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.6829, loss: 0.6829 +2023-12-28 01:23:55,267 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 14:39:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.7492, loss: 0.7492 +2023-12-28 01:24:18,264 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 14:38:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9644, loss_cls: 0.7520, loss: 0.7520 +2023-12-28 01:24:41,218 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 14:38:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.6838, loss: 0.6838 +2023-12-28 01:25:04,170 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 14:38:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 0.7467, loss: 0.7467 +2023-12-28 01:25:27,170 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 14:37:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.7420, loss: 0.7420 +2023-12-28 01:25:50,181 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 14:37:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 0.7166, loss: 0.7166 +2023-12-28 01:26:13,216 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 14:36:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.7111, loss: 0.7111 +2023-12-28 01:26:36,272 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 14:36:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 0.7380, loss: 0.7380 +2023-12-28 01:26:48,914 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-28 01:28:20,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:28:20,880 - pyskl - INFO - +top1_acc 0.8734 +top5_acc 0.9893 +2023-12-28 01:28:20,884 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_47.pth was removed +2023-12-28 01:28:21,007 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2023-12-28 01:28:21,008 - pyskl - INFO - Best top1_acc is 0.8734 at 54 epoch. +2023-12-28 01:28:21,012 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8734, top5_acc: 0.9893 +2023-12-28 01:29:00,952 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 14:35:59, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.7072, loss: 0.7072 +2023-12-28 01:29:24,072 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 14:35:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.6655, loss: 0.6655 +2023-12-28 01:29:47,177 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 14:35:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 0.6962, loss: 0.6962 +2023-12-28 01:30:10,303 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 14:34:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.7364, loss: 0.7364 +2023-12-28 01:30:33,498 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 14:34:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 0.7605, loss: 0.7605 +2023-12-28 01:30:56,647 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 14:34:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.6625, loss: 0.6625 +2023-12-28 01:31:19,719 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 14:33:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 0.6918, loss: 0.6918 +2023-12-28 01:31:42,791 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 14:33:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 0.6471, loss: 0.6471 +2023-12-28 01:32:05,889 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 14:32:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 0.7378, loss: 0.7378 +2023-12-28 01:32:28,950 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 14:32:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 0.7750, loss: 0.7750 +2023-12-28 01:32:51,996 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 14:32:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 0.7146, loss: 0.7146 +2023-12-28 01:33:15,106 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 14:31:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 0.6819, loss: 0.6819 +2023-12-28 01:33:38,196 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 14:31:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 0.7365, loss: 0.7365 +2023-12-28 01:34:01,250 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 14:30:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 0.7311, loss: 0.7311 +2023-12-28 01:34:24,298 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 14:30:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.7170, loss: 0.7170 +2023-12-28 01:34:47,346 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 14:30:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 0.6796, loss: 0.6796 +2023-12-28 01:35:10,404 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 14:29:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 0.8442, loss: 0.8442 +2023-12-28 01:35:33,533 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 14:29:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.6857, loss: 0.6857 +2023-12-28 01:35:56,633 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 14:28:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.7019, loss: 0.7019 +2023-12-28 01:36:19,685 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 14:28:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 0.7405, loss: 0.7405 +2023-12-28 01:36:42,729 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 14:28:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 0.6886, loss: 0.6886 +2023-12-28 01:37:05,789 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 14:27:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.6725, loss: 0.6725 +2023-12-28 01:37:28,875 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 14:27:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 0.8022, loss: 0.8022 +2023-12-28 01:37:41,590 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-28 01:39:13,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:39:13,873 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9881 +2023-12-28 01:39:13,878 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8663, top5_acc: 0.9881 +2023-12-28 01:39:53,950 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 14:26:51, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.6871, loss: 0.6871 +2023-12-28 01:40:17,040 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 14:26:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 0.7266, loss: 0.7266 +2023-12-28 01:40:40,158 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 14:26:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 0.6376, loss: 0.6376 +2023-12-28 01:41:03,263 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 14:25:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 0.7228, loss: 0.7228 +2023-12-28 01:41:26,389 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 14:25:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 0.6490, loss: 0.6490 +2023-12-28 01:41:49,487 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 14:24:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.6982, loss: 0.6982 +2023-12-28 01:42:12,525 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 14:24:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.6378, loss: 0.6378 +2023-12-28 01:42:35,532 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 14:24:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9706, loss_cls: 0.6636, loss: 0.6636 +2023-12-28 01:42:58,563 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 14:23:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.6426, loss: 0.6426 +2023-12-28 01:43:21,576 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 14:23:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.7384, loss: 0.7384 +2023-12-28 01:43:44,682 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 14:22:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9663, loss_cls: 0.7525, loss: 0.7525 +2023-12-28 01:44:07,726 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 14:22:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 0.7091, loss: 0.7091 +2023-12-28 01:44:30,831 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 14:22:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.6930, loss: 0.6930 +2023-12-28 01:44:53,995 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 14:21:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 0.7637, loss: 0.7637 +2023-12-28 01:45:17,119 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 14:21:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 0.6942, loss: 0.6942 +2023-12-28 01:45:40,217 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 14:20:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 0.7685, loss: 0.7685 +2023-12-28 01:46:03,293 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 14:20:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 0.6759, loss: 0.6759 +2023-12-28 01:46:26,336 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 14:20:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 0.7414, loss: 0.7414 +2023-12-28 01:46:49,386 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 14:19:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.7242, loss: 0.7242 +2023-12-28 01:47:12,413 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 14:19:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.7303, loss: 0.7303 +2023-12-28 01:47:35,518 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 14:18:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 0.6926, loss: 0.6926 +2023-12-28 01:47:58,580 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 14:18:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 0.7470, loss: 0.7470 +2023-12-28 01:48:21,631 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 14:18:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.6812, loss: 0.6812 +2023-12-28 01:48:34,353 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-28 01:50:06,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:50:06,772 - pyskl - INFO - +top1_acc 0.8743 +top5_acc 0.9892 +2023-12-28 01:50:06,776 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_54.pth was removed +2023-12-28 01:50:06,895 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2023-12-28 01:50:06,895 - pyskl - INFO - Best top1_acc is 0.8743 at 56 epoch. +2023-12-28 01:50:06,899 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8743, top5_acc: 0.9892 +2023-12-28 01:50:46,606 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 14:17:43, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9656, loss_cls: 0.7064, loss: 0.7064 +2023-12-28 01:51:09,632 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 14:17:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.7386, loss: 0.7386 +2023-12-28 01:51:32,645 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 14:16:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.6397, loss: 0.6397 +2023-12-28 01:51:55,690 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 14:16:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.6463, loss: 0.6463 +2023-12-28 01:52:18,688 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 14:16:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.6340, loss: 0.6340 +2023-12-28 01:52:41,731 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 14:15:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.6925, loss: 0.6925 +2023-12-28 01:53:04,861 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 14:15:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 0.6606, loss: 0.6606 +2023-12-28 01:53:27,907 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 14:14:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.6998, loss: 0.6998 +2023-12-28 01:53:50,928 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 14:14:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.6804, loss: 0.6804 +2023-12-28 01:54:13,961 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 14:14:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 0.6292, loss: 0.6292 +2023-12-28 01:54:37,020 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 14:13:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.6596, loss: 0.6596 +2023-12-28 01:55:00,019 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 14:13:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 0.7299, loss: 0.7299 +2023-12-28 01:55:23,051 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 14:12:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.7264, loss: 0.7264 +2023-12-28 01:55:46,062 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 14:12:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 0.7466, loss: 0.7466 +2023-12-28 01:56:09,047 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 14:12:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 0.7162, loss: 0.7162 +2023-12-28 01:56:32,058 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 14:11:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 0.7090, loss: 0.7090 +2023-12-28 01:56:55,032 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 14:11:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9781, loss_cls: 0.7269, loss: 0.7269 +2023-12-28 01:57:18,020 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 14:11:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 0.7642, loss: 0.7642 +2023-12-28 01:57:40,974 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 14:10:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.6927, loss: 0.6927 +2023-12-28 01:58:03,920 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 14:10:13, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.6926, loss: 0.6926 +2023-12-28 01:58:26,888 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 14:09:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.6831, loss: 0.6831 +2023-12-28 01:58:49,934 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 14:09:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 0.7609, loss: 0.7609 +2023-12-28 01:59:12,894 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 14:09:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.6678, loss: 0.6678 +2023-12-28 01:59:25,579 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-28 02:00:57,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:00:57,999 - pyskl - INFO - +top1_acc 0.8691 +top5_acc 0.9840 +2023-12-28 02:00:58,003 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8691, top5_acc: 0.9840 +2023-12-28 02:01:37,865 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 14:08:33, time: 0.399, data_time: 0.168, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.6255, loss: 0.6255 +2023-12-28 02:02:00,893 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 14:08:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 0.6695, loss: 0.6695 +2023-12-28 02:02:23,965 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 14:07:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 0.6978, loss: 0.6978 +2023-12-28 02:02:47,049 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 14:07:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.7188, loss: 0.7188 +2023-12-28 02:03:10,370 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 14:06:59, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9669, loss_cls: 0.6990, loss: 0.6990 +2023-12-28 02:03:33,475 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 14:06:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.6432, loss: 0.6432 +2023-12-28 02:03:56,510 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 14:06:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.6774, loss: 0.6774 +2023-12-28 02:04:19,560 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 14:05:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 0.6837, loss: 0.6837 +2023-12-28 02:04:42,622 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 14:05:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 0.8006, loss: 0.8006 +2023-12-28 02:05:05,820 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 14:05:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9694, loss_cls: 0.6939, loss: 0.6939 +2023-12-28 02:05:28,966 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 14:04:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 0.7247, loss: 0.7247 +2023-12-28 02:05:52,130 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 14:04:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 0.6041, loss: 0.6041 +2023-12-28 02:06:15,177 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 14:03:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 0.7496, loss: 0.7496 +2023-12-28 02:06:38,214 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 14:03:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.6987, loss: 0.6987 +2023-12-28 02:07:01,226 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 14:03:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 0.7845, loss: 0.7845 +2023-12-28 02:07:24,594 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 14:02:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.7449, loss: 0.7449 +2023-12-28 02:07:47,756 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 14:02:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.7282, loss: 0.7282 +2023-12-28 02:08:10,887 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 14:01:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.6302, loss: 0.6302 +2023-12-28 02:08:33,980 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 14:01:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.6914, loss: 0.6914 +2023-12-28 02:08:57,030 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 14:01:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.6935, loss: 0.6935 +2023-12-28 02:09:20,028 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 14:00:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.7160, loss: 0.7160 +2023-12-28 02:09:43,038 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 14:00:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 0.7075, loss: 0.7075 +2023-12-28 02:10:06,028 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 13:59:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.6833, loss: 0.6833 +2023-12-28 02:10:18,849 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-28 02:11:51,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:11:51,805 - pyskl - INFO - +top1_acc 0.8589 +top5_acc 0.9823 +2023-12-28 02:11:51,810 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8589, top5_acc: 0.9823 +2023-12-28 02:12:31,791 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 13:59:26, time: 0.400, data_time: 0.168, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.6461, loss: 0.6461 +2023-12-28 02:12:54,953 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 13:59:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.6244, loss: 0.6244 +2023-12-28 02:13:18,097 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 13:58:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.6198, loss: 0.6198 +2023-12-28 02:13:41,221 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 13:58:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 0.7291, loss: 0.7291 +2023-12-28 02:14:04,306 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 13:57:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.6816, loss: 0.6816 +2023-12-28 02:14:27,413 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 13:57:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.7312, loss: 0.7312 +2023-12-28 02:14:50,496 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 13:57:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.6753, loss: 0.6753 +2023-12-28 02:15:13,515 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 13:56:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.6849, loss: 0.6849 +2023-12-28 02:15:36,513 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 13:56:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.6824, loss: 0.6824 +2023-12-28 02:15:59,606 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 13:55:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 0.6545, loss: 0.6545 +2023-12-28 02:16:22,697 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 13:55:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.6665, loss: 0.6665 +2023-12-28 02:16:45,824 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 13:55:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.6551, loss: 0.6551 +2023-12-28 02:17:08,966 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 13:54:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.6750, loss: 0.6750 +2023-12-28 02:17:32,154 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 13:54:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.6842, loss: 0.6842 +2023-12-28 02:17:55,285 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 13:53:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 0.7526, loss: 0.7526 +2023-12-28 02:18:18,384 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 13:53:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 0.8104, loss: 0.8104 +2023-12-28 02:18:41,472 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 13:53:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 0.7272, loss: 0.7272 +2023-12-28 02:19:04,582 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 13:52:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.7004, loss: 0.7004 +2023-12-28 02:19:27,661 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 13:52:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 0.6941, loss: 0.6941 +2023-12-28 02:19:50,736 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 13:51:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9719, loss_cls: 0.6557, loss: 0.6557 +2023-12-28 02:20:13,825 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 13:51:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.6875, loss: 0.6875 +2023-12-28 02:20:36,862 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 13:51:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 0.7072, loss: 0.7072 +2023-12-28 02:20:59,902 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 13:50:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.7325, loss: 0.7325 +2023-12-28 02:21:12,533 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-28 02:22:44,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:22:44,920 - pyskl - INFO - +top1_acc 0.8785 +top5_acc 0.9884 +2023-12-28 02:22:44,924 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_56.pth was removed +2023-12-28 02:22:45,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2023-12-28 02:22:45,043 - pyskl - INFO - Best top1_acc is 0.8785 at 59 epoch. +2023-12-28 02:22:45,047 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8785, top5_acc: 0.9884 +2023-12-28 02:23:24,849 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 13:50:18, time: 0.398, data_time: 0.166, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.6478, loss: 0.6478 +2023-12-28 02:23:48,021 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 13:49:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.6679, loss: 0.6679 +2023-12-28 02:24:11,141 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 13:49:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.6806, loss: 0.6806 +2023-12-28 02:24:34,225 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 13:49:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.6651, loss: 0.6651 +2023-12-28 02:24:57,448 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 13:48:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9656, loss_cls: 0.7207, loss: 0.7207 +2023-12-28 02:25:20,538 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 13:48:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 0.6763, loss: 0.6763 +2023-12-28 02:25:43,649 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 13:47:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.6932, loss: 0.6932 +2023-12-28 02:26:06,671 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 13:47:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 0.6532, loss: 0.6532 +2023-12-28 02:26:29,719 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 13:47:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.6864, loss: 0.6864 +2023-12-28 02:26:52,819 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 13:46:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 0.6829, loss: 0.6829 +2023-12-28 02:27:15,993 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 13:46:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 0.7573, loss: 0.7573 +2023-12-28 02:27:39,133 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 13:45:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.6390, loss: 0.6390 +2023-12-28 02:28:02,329 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 13:45:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 0.6496, loss: 0.6496 +2023-12-28 02:28:25,412 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 13:45:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 0.6773, loss: 0.6773 +2023-12-28 02:28:48,518 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 13:44:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 0.6795, loss: 0.6795 +2023-12-28 02:29:11,854 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 13:44:26, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 0.6998, loss: 0.6998 +2023-12-28 02:29:34,990 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 13:44:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.6637, loss: 0.6637 +2023-12-28 02:29:58,070 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 13:43:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.6767, loss: 0.6767 +2023-12-28 02:30:21,064 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 13:43:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.6929, loss: 0.6929 +2023-12-28 02:30:44,197 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 13:42:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 0.7293, loss: 0.7293 +2023-12-28 02:31:07,268 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 13:42:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.6861, loss: 0.6861 +2023-12-28 02:31:30,370 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 13:42:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 0.6852, loss: 0.6852 +2023-12-28 02:31:53,482 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 13:41:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 0.7719, loss: 0.7719 +2023-12-28 02:32:06,164 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-28 02:33:38,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:33:38,327 - pyskl - INFO - +top1_acc 0.8655 +top5_acc 0.9872 +2023-12-28 02:33:38,331 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8655, top5_acc: 0.9872 +2023-12-28 02:34:18,383 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 13:41:12, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.6091, loss: 0.6091 +2023-12-28 02:34:41,497 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 13:40:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.5893, loss: 0.5893 +2023-12-28 02:35:04,555 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 13:40:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.6833, loss: 0.6833 +2023-12-28 02:35:27,617 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 13:40:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.6605, loss: 0.6605 +2023-12-28 02:35:50,658 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 13:39:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 0.7088, loss: 0.7088 +2023-12-28 02:36:13,725 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 13:39:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.6293, loss: 0.6293 +2023-12-28 02:36:36,775 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 13:38:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.6523, loss: 0.6523 +2023-12-28 02:36:59,842 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 13:38:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 0.6397, loss: 0.6397 +2023-12-28 02:37:22,884 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 13:38:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.6912, loss: 0.6912 +2023-12-28 02:37:45,887 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 13:37:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.7183, loss: 0.7183 +2023-12-28 02:38:08,844 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 13:37:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.7011, loss: 0.7011 +2023-12-28 02:38:31,830 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 13:36:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.6533, loss: 0.6533 +2023-12-28 02:38:54,817 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 13:36:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9844, loss_cls: 0.6123, loss: 0.6123 +2023-12-28 02:39:17,781 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 13:36:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.6680, loss: 0.6680 +2023-12-28 02:39:40,809 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 13:35:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.7071, loss: 0.7071 +2023-12-28 02:40:03,827 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 13:35:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 0.6729, loss: 0.6729 +2023-12-28 02:40:26,879 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 13:34:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.7015, loss: 0.7015 +2023-12-28 02:40:49,939 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 13:34:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9806, loss_cls: 0.7250, loss: 0.7250 +2023-12-28 02:41:13,068 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 13:34:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 0.7012, loss: 0.7012 +2023-12-28 02:41:36,073 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 13:33:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.7136, loss: 0.7136 +2023-12-28 02:41:59,034 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 13:33:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.6913, loss: 0.6913 +2023-12-28 02:42:22,028 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 13:32:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.6649, loss: 0.6649 +2023-12-28 02:42:44,971 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 13:32:32, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 0.6778, loss: 0.6778 +2023-12-28 02:42:57,617 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-28 02:44:30,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:44:30,302 - pyskl - INFO - +top1_acc 0.8656 +top5_acc 0.9812 +2023-12-28 02:44:30,307 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8656, top5_acc: 0.9812 +2023-12-28 02:45:10,182 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 13:32:02, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.6424, loss: 0.6424 +2023-12-28 02:45:33,169 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 13:31:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.6896, loss: 0.6896 +2023-12-28 02:45:56,190 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 13:31:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.6407, loss: 0.6407 +2023-12-28 02:46:19,191 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 13:30:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 0.5975, loss: 0.5975 +2023-12-28 02:46:42,225 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 13:30:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 0.6876, loss: 0.6876 +2023-12-28 02:47:05,247 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 13:30:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 0.6192, loss: 0.6192 +2023-12-28 02:47:28,267 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 13:29:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.6856, loss: 0.6856 +2023-12-28 02:47:51,402 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 13:29:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.6161, loss: 0.6161 +2023-12-28 02:48:14,561 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 13:28:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.6549, loss: 0.6549 +2023-12-28 02:48:37,745 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 13:28:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.6223, loss: 0.6223 +2023-12-28 02:49:00,921 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 13:28:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9681, loss_cls: 0.6811, loss: 0.6811 +2023-12-28 02:49:23,984 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 13:27:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.6639, loss: 0.6639 +2023-12-28 02:49:47,043 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 13:27:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 0.7471, loss: 0.7471 +2023-12-28 02:50:10,068 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 13:26:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.7200, loss: 0.7200 +2023-12-28 02:50:33,078 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 13:26:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9694, loss_cls: 0.6754, loss: 0.6754 +2023-12-28 02:50:56,268 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 13:26:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 0.6638, loss: 0.6638 +2023-12-28 02:51:19,344 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 13:25:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.7096, loss: 0.7096 +2023-12-28 02:51:42,357 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 13:25:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.7121, loss: 0.7121 +2023-12-28 02:52:05,351 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 13:24:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.5931, loss: 0.5931 +2023-12-28 02:52:28,356 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 13:24:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.6941, loss: 0.6941 +2023-12-28 02:52:51,349 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 13:24:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9700, loss_cls: 0.6503, loss: 0.6503 +2023-12-28 02:53:14,382 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 13:23:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.6875, loss: 0.6875 +2023-12-28 02:53:37,330 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 13:23:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.6389, loss: 0.6389 +2023-12-28 02:53:49,929 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-28 02:55:22,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:55:22,521 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9887 +2023-12-28 02:55:22,525 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8687, top5_acc: 0.9887 +2023-12-28 02:56:02,940 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 13:22:54, time: 0.404, data_time: 0.172, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.6078, loss: 0.6078 +2023-12-28 02:56:26,064 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 13:22:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9700, loss_cls: 0.6320, loss: 0.6320 +2023-12-28 02:56:49,141 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 13:22:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.6286, loss: 0.6286 +2023-12-28 02:57:12,193 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 13:21:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 0.6980, loss: 0.6980 +2023-12-28 02:57:35,235 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 13:21:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 0.7103, loss: 0.7103 +2023-12-28 02:57:58,274 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 13:20:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.6351, loss: 0.6351 +2023-12-28 02:58:21,285 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 13:20:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 0.6942, loss: 0.6942 +2023-12-28 02:58:44,291 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 13:20:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9738, loss_cls: 0.6348, loss: 0.6348 +2023-12-28 02:59:07,312 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 13:19:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.6044, loss: 0.6044 +2023-12-28 02:59:30,372 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 13:19:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.6033, loss: 0.6033 +2023-12-28 02:59:53,602 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 13:18:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.6257, loss: 0.6257 +2023-12-28 03:00:16,714 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 13:18:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.6288, loss: 0.6288 +2023-12-28 03:00:39,788 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 13:18:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.6475, loss: 0.6475 +2023-12-28 03:01:02,874 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 13:17:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 0.6966, loss: 0.6966 +2023-12-28 03:01:25,942 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 13:17:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 0.6810, loss: 0.6810 +2023-12-28 03:01:49,027 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 13:17:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.6355, loss: 0.6355 +2023-12-28 03:02:12,237 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 13:16:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.6991, loss: 0.6991 +2023-12-28 03:02:35,310 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 13:16:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.6876, loss: 0.6876 +2023-12-28 03:02:58,375 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 13:15:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 0.6862, loss: 0.6862 +2023-12-28 03:03:21,443 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 13:15:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 0.6032, loss: 0.6032 +2023-12-28 03:03:44,552 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 13:15:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.6360, loss: 0.6360 +2023-12-28 03:04:07,572 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 13:14:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.6771, loss: 0.6771 +2023-12-28 03:04:30,746 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 13:14:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.6332, loss: 0.6332 +2023-12-28 03:04:43,412 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-28 03:06:15,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:06:15,504 - pyskl - INFO - +top1_acc 0.8719 +top5_acc 0.9887 +2023-12-28 03:06:15,508 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8719, top5_acc: 0.9887 +2023-12-28 03:06:55,254 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 13:13:46, time: 0.397, data_time: 0.165, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.6060, loss: 0.6060 +2023-12-28 03:07:18,442 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 13:13:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.6635, loss: 0.6635 +2023-12-28 03:07:41,526 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 13:13:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6373, loss: 0.6373 +2023-12-28 03:08:04,513 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 13:12:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.6327, loss: 0.6327 +2023-12-28 03:08:27,575 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 13:12:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.6705, loss: 0.6705 +2023-12-28 03:08:50,641 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 13:11:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.5950, loss: 0.5950 +2023-12-28 03:09:13,672 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 13:11:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 0.5942, loss: 0.5942 +2023-12-28 03:09:36,652 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 13:11:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.7184, loss: 0.7184 +2023-12-28 03:09:59,703 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 13:10:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.6500, loss: 0.6500 +2023-12-28 03:10:22,708 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 13:10:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 0.6377, loss: 0.6377 +2023-12-28 03:10:45,748 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 13:09:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 0.7186, loss: 0.7186 +2023-12-28 03:11:08,791 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 13:09:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.6804, loss: 0.6804 +2023-12-28 03:11:31,828 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 13:09:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.6611, loss: 0.6611 +2023-12-28 03:11:54,891 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 13:08:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.6576, loss: 0.6576 +2023-12-28 03:12:17,958 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 13:08:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9663, loss_cls: 0.6730, loss: 0.6730 +2023-12-28 03:12:41,008 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 13:07:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.6704, loss: 0.6704 +2023-12-28 03:13:04,101 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 13:07:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.6362, loss: 0.6362 +2023-12-28 03:13:27,280 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 13:07:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 0.7017, loss: 0.7017 +2023-12-28 03:13:50,412 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 13:06:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.6204, loss: 0.6204 +2023-12-28 03:14:13,530 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 13:06:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.6659, loss: 0.6659 +2023-12-28 03:14:36,569 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 13:05:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 0.7398, loss: 0.7398 +2023-12-28 03:14:59,620 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 13:05:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.6755, loss: 0.6755 +2023-12-28 03:15:22,645 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 13:05:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 0.7112, loss: 0.7112 +2023-12-28 03:15:35,319 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-28 03:17:07,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:17:07,754 - pyskl - INFO - +top1_acc 0.8583 +top5_acc 0.9867 +2023-12-28 03:17:07,758 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8583, top5_acc: 0.9867 +2023-12-28 03:17:47,620 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 13:04:38, time: 0.399, data_time: 0.167, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.5520, loss: 0.5520 +2023-12-28 03:18:10,850 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 13:04:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.6188, loss: 0.6188 +2023-12-28 03:18:34,123 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 13:03:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.6677, loss: 0.6677 +2023-12-28 03:18:57,242 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 13:03:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.6873, loss: 0.6873 +2023-12-28 03:19:20,264 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 13:03:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.6293, loss: 0.6293 +2023-12-28 03:19:43,375 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 13:02:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.6061, loss: 0.6061 +2023-12-28 03:20:06,440 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 13:02:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.5980, loss: 0.5980 +2023-12-28 03:20:29,463 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 13:01:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9675, loss_cls: 0.6876, loss: 0.6876 +2023-12-28 03:20:52,573 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 13:01:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9712, loss_cls: 0.6307, loss: 0.6307 +2023-12-28 03:21:15,672 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 13:01:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.6200, loss: 0.6200 +2023-12-28 03:21:38,738 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 13:00:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.5865, loss: 0.5865 +2023-12-28 03:22:01,700 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 13:00:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 0.6575, loss: 0.6575 +2023-12-28 03:22:24,652 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 12:59:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 0.7281, loss: 0.7281 +2023-12-28 03:22:47,645 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 12:59:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.6392, loss: 0.6392 +2023-12-28 03:23:10,617 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 12:59:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.6936, loss: 0.6936 +2023-12-28 03:23:33,546 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 12:58:45, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.6752, loss: 0.6752 +2023-12-28 03:23:56,524 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 12:58:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.7367, loss: 0.7367 +2023-12-28 03:24:19,661 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 12:57:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.6349, loss: 0.6349 +2023-12-28 03:24:42,703 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 12:57:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 0.6340, loss: 0.6340 +2023-12-28 03:25:05,690 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 12:57:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.6323, loss: 0.6323 +2023-12-28 03:25:28,698 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 12:56:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.6268, loss: 0.6268 +2023-12-28 03:25:51,896 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 12:56:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 0.6667, loss: 0.6667 +2023-12-28 03:26:14,990 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 12:56:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.6527, loss: 0.6527 +2023-12-28 03:26:27,726 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-28 03:28:00,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:28:00,337 - pyskl - INFO - +top1_acc 0.8818 +top5_acc 0.9901 +2023-12-28 03:28:00,341 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_59.pth was removed +2023-12-28 03:28:00,461 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2023-12-28 03:28:00,462 - pyskl - INFO - Best top1_acc is 0.8818 at 65 epoch. +2023-12-28 03:28:00,466 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8818, top5_acc: 0.9901 +2023-12-28 03:28:40,484 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 12:55:30, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 0.6566, loss: 0.6566 +2023-12-28 03:29:03,507 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 12:55:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.6161, loss: 0.6161 +2023-12-28 03:29:26,470 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 12:54:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.6231, loss: 0.6231 +2023-12-28 03:29:49,435 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 12:54:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.6224, loss: 0.6224 +2023-12-28 03:30:12,425 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 12:53:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.6296, loss: 0.6296 +2023-12-28 03:30:35,446 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 12:53:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9669, loss_cls: 0.6865, loss: 0.6865 +2023-12-28 03:30:58,478 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 12:53:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.6384, loss: 0.6384 +2023-12-28 03:31:21,497 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 12:52:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 0.6526, loss: 0.6526 +2023-12-28 03:31:44,564 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 12:52:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.6615, loss: 0.6615 +2023-12-28 03:32:07,555 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 12:51:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 0.6612, loss: 0.6612 +2023-12-28 03:32:30,549 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 12:51:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 0.6222, loss: 0.6222 +2023-12-28 03:32:53,604 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 12:51:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.6594, loss: 0.6594 +2023-12-28 03:33:16,715 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 12:50:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9725, loss_cls: 0.6600, loss: 0.6600 +2023-12-28 03:33:39,833 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 12:50:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.6757, loss: 0.6757 +2023-12-28 03:34:02,890 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 12:50:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9650, loss_cls: 0.6755, loss: 0.6755 +2023-12-28 03:34:25,879 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 12:49:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 0.6828, loss: 0.6828 +2023-12-28 03:34:48,818 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 12:49:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.6238, loss: 0.6238 +2023-12-28 03:35:11,736 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 12:48:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.6830, loss: 0.6830 +2023-12-28 03:35:34,655 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 12:48:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.6603, loss: 0.6603 +2023-12-28 03:35:57,603 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 12:48:01, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.5815, loss: 0.5815 +2023-12-28 03:36:20,730 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 12:47:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.6801, loss: 0.6801 +2023-12-28 03:36:43,740 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 12:47:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 0.6341, loss: 0.6341 +2023-12-28 03:37:07,011 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 12:46:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.7009, loss: 0.7009 +2023-12-28 03:37:19,805 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-28 03:38:52,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:38:52,737 - pyskl - INFO - +top1_acc 0.8872 +top5_acc 0.9909 +2023-12-28 03:38:52,741 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_65.pth was removed +2023-12-28 03:38:52,873 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2023-12-28 03:38:52,873 - pyskl - INFO - Best top1_acc is 0.8872 at 66 epoch. +2023-12-28 03:38:52,878 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8872, top5_acc: 0.9909 +2023-12-28 03:39:33,021 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 12:46:21, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 0.5972, loss: 0.5972 +2023-12-28 03:39:56,042 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 12:45:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.6068, loss: 0.6068 +2023-12-28 03:40:18,996 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 12:45:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.5285, loss: 0.5285 +2023-12-28 03:40:41,903 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 12:45:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.5701, loss: 0.5701 +2023-12-28 03:41:04,813 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 12:44:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.6090, loss: 0.6090 +2023-12-28 03:41:27,735 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 12:44:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 0.6199, loss: 0.6199 +2023-12-28 03:41:50,700 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 12:43:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.6764, loss: 0.6764 +2023-12-28 03:42:13,668 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 12:43:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.6547, loss: 0.6547 +2023-12-28 03:42:36,662 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 12:43:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 0.6344, loss: 0.6344 +2023-12-28 03:42:59,630 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 12:42:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 0.6373, loss: 0.6373 +2023-12-28 03:43:22,806 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 12:42:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 0.5897, loss: 0.5897 +2023-12-28 03:43:45,845 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 12:42:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 0.6623, loss: 0.6623 +2023-12-28 03:44:08,984 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 12:41:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.6890, loss: 0.6890 +2023-12-28 03:44:32,013 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 12:41:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 0.5572, loss: 0.5572 +2023-12-28 03:44:55,031 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 12:40:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 0.6312, loss: 0.6312 +2023-12-28 03:45:18,321 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 12:40:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.6753, loss: 0.6753 +2023-12-28 03:45:41,410 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 12:40:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9675, loss_cls: 0.6570, loss: 0.6570 +2023-12-28 03:46:04,562 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 12:39:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.6502, loss: 0.6502 +2023-12-28 03:46:27,573 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 12:39:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.6488, loss: 0.6488 +2023-12-28 03:46:50,645 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 12:38:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.5890, loss: 0.5890 +2023-12-28 03:47:13,708 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 12:38:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 0.6679, loss: 0.6679 +2023-12-28 03:47:36,705 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 12:38:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.6585, loss: 0.6585 +2023-12-28 03:47:59,767 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 12:37:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.5972, loss: 0.5972 +2023-12-28 03:48:12,513 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-28 03:49:44,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:49:44,945 - pyskl - INFO - +top1_acc 0.8646 +top5_acc 0.9876 +2023-12-28 03:49:44,949 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8646, top5_acc: 0.9876 +2023-12-28 03:50:24,575 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 12:37:12, time: 0.396, data_time: 0.166, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.5922, loss: 0.5922 +2023-12-28 03:50:47,574 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 12:36:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.5418, loss: 0.5418 +2023-12-28 03:51:10,605 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 12:36:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.5813, loss: 0.5813 +2023-12-28 03:51:33,588 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 12:36:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.6733, loss: 0.6733 +2023-12-28 03:51:56,617 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 12:35:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.5966, loss: 0.5966 +2023-12-28 03:52:19,671 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 12:35:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.6515, loss: 0.6515 +2023-12-28 03:52:42,795 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 12:34:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.5270, loss: 0.5270 +2023-12-28 03:53:05,824 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 12:34:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.6093, loss: 0.6093 +2023-12-28 03:53:28,796 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 12:34:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.5883, loss: 0.5883 +2023-12-28 03:53:51,764 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 12:33:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.6218, loss: 0.6218 +2023-12-28 03:54:14,742 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 12:33:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.6830, loss: 0.6830 +2023-12-28 03:54:37,722 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 12:32:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.5988, loss: 0.5988 +2023-12-28 03:55:00,689 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 12:32:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.6383, loss: 0.6383 +2023-12-28 03:55:23,650 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 12:32:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9681, loss_cls: 0.6864, loss: 0.6864 +2023-12-28 03:55:46,657 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 12:31:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 0.7465, loss: 0.7465 +2023-12-28 03:56:09,673 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 12:31:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.6086, loss: 0.6086 +2023-12-28 03:56:32,702 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 12:30:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.6392, loss: 0.6392 +2023-12-28 03:56:55,762 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 12:30:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 0.6715, loss: 0.6715 +2023-12-28 03:57:18,867 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 12:30:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.6459, loss: 0.6459 +2023-12-28 03:57:41,959 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 12:29:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.6173, loss: 0.6173 +2023-12-28 03:58:05,011 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 12:29:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.6474, loss: 0.6474 +2023-12-28 03:58:28,009 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 12:28:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9700, loss_cls: 0.6339, loss: 0.6339 +2023-12-28 03:58:51,087 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 12:28:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.6492, loss: 0.6492 +2023-12-28 03:59:03,762 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-28 04:00:35,896 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:00:35,978 - pyskl - INFO - +top1_acc 0.8887 +top5_acc 0.9891 +2023-12-28 04:00:35,983 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_66.pth was removed +2023-12-28 04:00:36,107 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2023-12-28 04:00:36,108 - pyskl - INFO - Best top1_acc is 0.8887 at 68 epoch. +2023-12-28 04:00:36,112 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8887, top5_acc: 0.9891 +2023-12-28 04:01:15,981 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 12:28:02, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.5531, loss: 0.5531 +2023-12-28 04:01:39,138 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 12:27:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.5635, loss: 0.5635 +2023-12-28 04:02:02,147 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 12:27:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.5554, loss: 0.5554 +2023-12-28 04:02:25,199 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 12:26:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.6106, loss: 0.6106 +2023-12-28 04:02:48,195 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 12:26:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.6467, loss: 0.6467 +2023-12-28 04:03:11,191 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 12:26:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9850, loss_cls: 0.6022, loss: 0.6022 +2023-12-28 04:03:34,214 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 12:25:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.5894, loss: 0.5894 +2023-12-28 04:03:57,301 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 12:25:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.6289, loss: 0.6289 +2023-12-28 04:04:20,485 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 12:24:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.6225, loss: 0.6225 +2023-12-28 04:04:43,560 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 12:24:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.6028, loss: 0.6028 +2023-12-28 04:05:06,658 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 12:24:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.6073, loss: 0.6073 +2023-12-28 04:05:29,747 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 12:23:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.6192, loss: 0.6192 +2023-12-28 04:05:52,748 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 12:23:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.6367, loss: 0.6367 +2023-12-28 04:06:15,711 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 12:22:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 0.6233, loss: 0.6233 +2023-12-28 04:06:38,708 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 12:22:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 0.6970, loss: 0.6970 +2023-12-28 04:07:01,665 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 12:22:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.6908, loss: 0.6908 +2023-12-28 04:07:24,655 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 12:21:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.6053, loss: 0.6053 +2023-12-28 04:07:47,677 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 12:21:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.5895, loss: 0.5895 +2023-12-28 04:08:10,720 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 12:20:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 0.6328, loss: 0.6328 +2023-12-28 04:08:33,797 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 12:20:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9700, loss_cls: 0.6791, loss: 0.6791 +2023-12-28 04:08:56,943 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 12:20:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 0.6403, loss: 0.6403 +2023-12-28 04:09:20,084 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 12:19:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.5909, loss: 0.5909 +2023-12-28 04:09:43,234 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 12:19:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 0.6101, loss: 0.6101 +2023-12-28 04:09:55,876 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-28 04:11:28,340 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:11:28,419 - pyskl - INFO - +top1_acc 0.8837 +top5_acc 0.9889 +2023-12-28 04:11:28,424 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8837, top5_acc: 0.9889 +2023-12-28 04:12:08,592 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 12:18:55, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 0.5305, loss: 0.5305 +2023-12-28 04:12:31,604 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 12:18:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 0.5763, loss: 0.5763 +2023-12-28 04:12:54,654 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 12:18:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.6287, loss: 0.6287 +2023-12-28 04:13:17,684 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 12:17:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.6709, loss: 0.6709 +2023-12-28 04:13:40,706 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 12:17:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 0.6829, loss: 0.6829 +2023-12-28 04:14:03,742 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 12:16:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.5993, loss: 0.5993 +2023-12-28 04:14:26,779 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 12:16:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.5564, loss: 0.5564 +2023-12-28 04:14:49,810 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 12:16:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 0.6553, loss: 0.6553 +2023-12-28 04:15:12,795 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 12:15:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9637, loss_cls: 0.6435, loss: 0.6435 +2023-12-28 04:15:35,782 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 12:15:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.6103, loss: 0.6103 +2023-12-28 04:15:58,768 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 12:14:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.6317, loss: 0.6317 +2023-12-28 04:16:21,787 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 12:14:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.6407, loss: 0.6407 +2023-12-28 04:16:44,790 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 12:14:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.6253, loss: 0.6253 +2023-12-28 04:17:07,819 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 12:13:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 0.5892, loss: 0.5892 +2023-12-28 04:17:30,946 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 12:13:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 0.6120, loss: 0.6120 +2023-12-28 04:17:54,085 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 12:13:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.6623, loss: 0.6623 +2023-12-28 04:18:17,118 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 12:12:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.6683, loss: 0.6683 +2023-12-28 04:18:40,235 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 12:12:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.6346, loss: 0.6346 +2023-12-28 04:19:03,349 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 12:11:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.5897, loss: 0.5897 +2023-12-28 04:19:26,438 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 12:11:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 0.6163, loss: 0.6163 +2023-12-28 04:19:49,493 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 12:11:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.5893, loss: 0.5893 +2023-12-28 04:20:12,576 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 12:10:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.6018, loss: 0.6018 +2023-12-28 04:20:35,617 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 12:10:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 0.5824, loss: 0.5824 +2023-12-28 04:20:48,300 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-28 04:22:20,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:22:20,913 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9896 +2023-12-28 04:22:20,917 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_68.pth was removed +2023-12-28 04:22:21,038 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2023-12-28 04:22:21,039 - pyskl - INFO - Best top1_acc is 0.8937 at 70 epoch. +2023-12-28 04:22:21,043 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8937, top5_acc: 0.9896 +2023-12-28 04:23:00,830 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 12:09:46, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.6144, loss: 0.6144 +2023-12-28 04:23:23,888 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 12:09:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.6095, loss: 0.6095 +2023-12-28 04:23:46,996 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 12:08:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.5589, loss: 0.5589 +2023-12-28 04:24:09,946 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 12:08:35, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 0.5823, loss: 0.5823 +2023-12-28 04:24:32,982 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 12:08:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.5752, loss: 0.5752 +2023-12-28 04:24:55,976 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 12:07:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.6233, loss: 0.6233 +2023-12-28 04:25:18,960 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 12:07:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 0.5510, loss: 0.5510 +2023-12-28 04:25:41,944 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 12:07:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 0.6094, loss: 0.6094 +2023-12-28 04:26:04,960 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 12:06:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.6033, loss: 0.6033 +2023-12-28 04:26:27,953 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 12:06:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.6571, loss: 0.6571 +2023-12-28 04:26:51,045 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 12:05:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.5993, loss: 0.5993 +2023-12-28 04:27:14,192 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 12:05:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9712, loss_cls: 0.6123, loss: 0.6123 +2023-12-28 04:27:37,303 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 12:05:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.5766, loss: 0.5766 +2023-12-28 04:28:00,348 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 12:04:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.5842, loss: 0.5842 +2023-12-28 04:28:23,479 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 12:04:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.5933, loss: 0.5933 +2023-12-28 04:28:46,548 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 12:03:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9663, loss_cls: 0.6516, loss: 0.6516 +2023-12-28 04:29:09,634 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 12:03:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.6118, loss: 0.6118 +2023-12-28 04:29:32,679 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 12:03:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.6066, loss: 0.6066 +2023-12-28 04:29:55,755 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 12:02:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.6644, loss: 0.6644 +2023-12-28 04:30:18,977 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 12:02:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6668, loss: 0.6668 +2023-12-28 04:30:42,107 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 12:01:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.5968, loss: 0.5968 +2023-12-28 04:31:05,141 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 12:01:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.6486, loss: 0.6486 +2023-12-28 04:31:28,156 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 12:01:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.6480, loss: 0.6480 +2023-12-28 04:31:40,816 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-28 04:33:13,199 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:33:13,276 - pyskl - INFO - +top1_acc 0.8826 +top5_acc 0.9889 +2023-12-28 04:33:13,281 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8826, top5_acc: 0.9889 +2023-12-28 04:33:53,364 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 12:00:38, time: 0.401, data_time: 0.171, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 0.5048, loss: 0.5048 +2023-12-28 04:34:16,510 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 12:00:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.5651, loss: 0.5651 +2023-12-28 04:34:39,665 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 11:59:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.5525, loss: 0.5525 +2023-12-28 04:35:02,759 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 11:59:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.6196, loss: 0.6196 +2023-12-28 04:35:25,861 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 11:59:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 0.6043, loss: 0.6043 +2023-12-28 04:35:48,879 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 11:58:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.5382, loss: 0.5382 +2023-12-28 04:36:12,015 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 11:58:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.5569, loss: 0.5569 +2023-12-28 04:36:35,231 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 11:57:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.6585, loss: 0.6585 +2023-12-28 04:36:58,351 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 11:57:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.5614, loss: 0.5614 +2023-12-28 04:37:21,346 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 11:57:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.5643, loss: 0.5643 +2023-12-28 04:37:44,358 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 11:56:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.5428, loss: 0.5428 +2023-12-28 04:38:07,369 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 11:56:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.6127, loss: 0.6127 +2023-12-28 04:38:30,524 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 11:55:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.5656, loss: 0.5656 +2023-12-28 04:38:53,567 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 11:55:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 0.6398, loss: 0.6398 +2023-12-28 04:39:16,667 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 11:55:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.5977, loss: 0.5977 +2023-12-28 04:39:39,827 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 11:54:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 0.6474, loss: 0.6474 +2023-12-28 04:40:02,944 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 11:54:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 0.5822, loss: 0.5822 +2023-12-28 04:40:26,040 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 11:53:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.6090, loss: 0.6090 +2023-12-28 04:40:49,213 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 11:53:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.6058, loss: 0.6058 +2023-12-28 04:41:12,471 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 11:53:13, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 0.5641, loss: 0.5641 +2023-12-28 04:41:35,687 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 11:52:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 0.6408, loss: 0.6408 +2023-12-28 04:41:58,841 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 11:52:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 0.6243, loss: 0.6243 +2023-12-28 04:42:21,990 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 11:52:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.6241, loss: 0.6241 +2023-12-28 04:42:34,709 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-28 04:44:06,918 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:44:06,996 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9895 +2023-12-28 04:44:07,000 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8902, top5_acc: 0.9895 +2023-12-28 04:44:47,042 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 11:51:32, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.5341, loss: 0.5341 +2023-12-28 04:45:10,024 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 11:51:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 0.6302, loss: 0.6302 +2023-12-28 04:45:32,998 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 11:50:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 0.5540, loss: 0.5540 +2023-12-28 04:45:55,981 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 11:50:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.5218, loss: 0.5218 +2023-12-28 04:46:18,979 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 11:49:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 0.5848, loss: 0.5848 +2023-12-28 04:46:42,004 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 11:49:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.5972, loss: 0.5972 +2023-12-28 04:47:05,073 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 11:49:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 0.5550, loss: 0.5550 +2023-12-28 04:47:28,179 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 11:48:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.5880, loss: 0.5880 +2023-12-28 04:47:51,255 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 11:48:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 0.6041, loss: 0.6041 +2023-12-28 04:48:14,312 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 11:48:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.5821, loss: 0.5821 +2023-12-28 04:48:37,380 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 11:47:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.5058, loss: 0.5058 +2023-12-28 04:49:00,418 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 11:47:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 0.6085, loss: 0.6085 +2023-12-28 04:49:23,494 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 11:46:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 0.6033, loss: 0.6033 +2023-12-28 04:49:46,567 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 11:46:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.5812, loss: 0.5812 +2023-12-28 04:50:09,603 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 11:46:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.5511, loss: 0.5511 +2023-12-28 04:50:32,612 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 11:45:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 0.6042, loss: 0.6042 +2023-12-28 04:50:55,609 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 11:45:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.6306, loss: 0.6306 +2023-12-28 04:51:18,669 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 11:44:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 0.5774, loss: 0.5774 +2023-12-28 04:51:41,663 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 11:44:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.5686, loss: 0.5686 +2023-12-28 04:52:04,654 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 11:44:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 0.5767, loss: 0.5767 +2023-12-28 04:52:27,653 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 11:43:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.6052, loss: 0.6052 +2023-12-28 04:52:50,680 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 11:43:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.6083, loss: 0.6083 +2023-12-28 04:53:13,834 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 11:42:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.6300, loss: 0.6300 +2023-12-28 04:53:26,529 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-28 04:54:58,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:54:58,178 - pyskl - INFO - +top1_acc 0.8768 +top5_acc 0.9870 +2023-12-28 04:54:58,182 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8768, top5_acc: 0.9870 +2023-12-28 04:55:38,086 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 11:42:23, time: 0.399, data_time: 0.166, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.5484, loss: 0.5484 +2023-12-28 04:56:01,264 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 11:42:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.6202, loss: 0.6202 +2023-12-28 04:56:24,349 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 11:41:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.5627, loss: 0.5627 +2023-12-28 04:56:47,445 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 11:41:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.5549, loss: 0.5549 +2023-12-28 04:57:10,655 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 11:40:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9738, loss_cls: 0.5765, loss: 0.5765 +2023-12-28 04:57:33,869 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 11:40:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.5796, loss: 0.5796 +2023-12-28 04:57:57,045 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 11:40:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.5527, loss: 0.5527 +2023-12-28 04:58:20,276 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 11:39:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.5988, loss: 0.5988 +2023-12-28 04:58:43,567 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 11:39:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.6206, loss: 0.6206 +2023-12-28 04:59:06,850 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 11:38:53, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.6015, loss: 0.6015 +2023-12-28 04:59:29,972 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 11:38:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.5995, loss: 0.5995 +2023-12-28 04:59:53,088 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 11:38:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.5647, loss: 0.5647 +2023-12-28 05:00:16,254 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 11:37:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.6329, loss: 0.6329 +2023-12-28 05:00:39,419 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 11:37:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.5884, loss: 0.5884 +2023-12-28 05:01:02,540 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 11:36:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 0.5715, loss: 0.5715 +2023-12-28 05:01:25,662 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 11:36:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.6044, loss: 0.6044 +2023-12-28 05:01:48,853 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 11:36:09, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.6030, loss: 0.6030 +2023-12-28 05:02:11,997 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 11:35:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.6336, loss: 0.6336 +2023-12-28 05:02:35,258 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 11:35:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9731, loss_cls: 0.5935, loss: 0.5935 +2023-12-28 05:02:58,378 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 11:34:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 0.6251, loss: 0.6251 +2023-12-28 05:03:21,500 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 11:34:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.5565, loss: 0.5565 +2023-12-28 05:03:44,602 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 11:34:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.5698, loss: 0.5698 +2023-12-28 05:04:07,653 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 11:33:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.6690, loss: 0.6690 +2023-12-28 05:04:20,299 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-28 05:05:52,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:05:52,459 - pyskl - INFO - +top1_acc 0.8926 +top5_acc 0.9901 +2023-12-28 05:05:52,463 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8926, top5_acc: 0.9901 +2023-12-28 05:06:32,282 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 11:33:17, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9781, loss_cls: 0.5244, loss: 0.5244 +2023-12-28 05:06:55,474 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 11:32:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.5461, loss: 0.5461 +2023-12-28 05:07:18,613 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 11:32:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.4961, loss: 0.4961 +2023-12-28 05:07:41,932 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 11:32:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 0.5700, loss: 0.5700 +2023-12-28 05:08:05,035 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 11:31:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9719, loss_cls: 0.5963, loss: 0.5963 +2023-12-28 05:08:28,132 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 11:31:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.5668, loss: 0.5668 +2023-12-28 05:08:51,221 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 11:30:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 0.5503, loss: 0.5503 +2023-12-28 05:09:14,543 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 11:30:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.6110, loss: 0.6110 +2023-12-28 05:09:37,585 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 11:30:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.6071, loss: 0.6071 +2023-12-28 05:10:00,567 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 11:29:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.5853, loss: 0.5853 +2023-12-28 05:10:23,603 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 11:29:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.5421, loss: 0.5421 +2023-12-28 05:10:46,597 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 11:28:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 0.5919, loss: 0.5919 +2023-12-28 05:11:09,577 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 11:28:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.6536, loss: 0.6536 +2023-12-28 05:11:32,502 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 11:28:12, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.5677, loss: 0.5677 +2023-12-28 05:11:55,453 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 11:27:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.6023, loss: 0.6023 +2023-12-28 05:12:18,442 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 11:27:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.5976, loss: 0.5976 +2023-12-28 05:12:41,450 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 11:27:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.5759, loss: 0.5759 +2023-12-28 05:13:04,439 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 11:26:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9706, loss_cls: 0.6451, loss: 0.6451 +2023-12-28 05:13:27,477 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 11:26:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.5793, loss: 0.5793 +2023-12-28 05:13:50,570 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 11:25:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 0.5979, loss: 0.5979 +2023-12-28 05:14:13,695 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 11:25:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.6075, loss: 0.6075 +2023-12-28 05:14:36,690 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 11:25:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9694, loss_cls: 0.6103, loss: 0.6103 +2023-12-28 05:14:59,943 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 11:24:41, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.6068, loss: 0.6068 +2023-12-28 05:15:12,692 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-28 05:16:44,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:16:44,859 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9912 +2023-12-28 05:16:44,863 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_70.pth was removed +2023-12-28 05:16:44,985 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2023-12-28 05:16:44,985 - pyskl - INFO - Best top1_acc is 0.9042 at 75 epoch. +2023-12-28 05:16:44,990 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.9042, top5_acc: 0.9912 +2023-12-28 05:17:24,623 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 11:24:09, time: 0.396, data_time: 0.166, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.5058, loss: 0.5058 +2023-12-28 05:17:47,590 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 11:23:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.5360, loss: 0.5360 +2023-12-28 05:18:10,703 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 11:23:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 0.5305, loss: 0.5305 +2023-12-28 05:18:33,823 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 11:22:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.5345, loss: 0.5345 +2023-12-28 05:18:56,853 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 11:22:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.5617, loss: 0.5617 +2023-12-28 05:19:19,874 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 11:22:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 0.5297, loss: 0.5297 +2023-12-28 05:19:42,926 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 11:21:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9781, loss_cls: 0.5511, loss: 0.5511 +2023-12-28 05:20:05,935 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 11:21:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.5571, loss: 0.5571 +2023-12-28 05:20:28,963 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 11:21:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 0.5385, loss: 0.5385 +2023-12-28 05:20:52,165 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 11:20:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.6266, loss: 0.6266 +2023-12-28 05:21:15,340 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 11:20:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.6266, loss: 0.6266 +2023-12-28 05:21:38,464 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 11:19:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.5475, loss: 0.5475 +2023-12-28 05:22:01,519 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 11:19:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9744, loss_cls: 0.5654, loss: 0.5654 +2023-12-28 05:22:24,529 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 11:19:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9769, loss_cls: 0.5524, loss: 0.5524 +2023-12-28 05:22:47,604 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 11:18:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.6058, loss: 0.6058 +2023-12-28 05:23:10,634 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 11:18:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.5905, loss: 0.5905 +2023-12-28 05:23:33,629 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 11:17:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.5673, loss: 0.5673 +2023-12-28 05:23:56,655 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 11:17:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.5833, loss: 0.5833 +2023-12-28 05:24:19,808 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 11:17:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.5924, loss: 0.5924 +2023-12-28 05:24:42,955 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 11:16:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 0.5429, loss: 0.5429 +2023-12-28 05:25:06,001 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 11:16:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.6114, loss: 0.6114 +2023-12-28 05:25:29,064 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 11:15:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.5932, loss: 0.5932 +2023-12-28 05:25:52,222 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 11:15:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9706, loss_cls: 0.6084, loss: 0.6084 +2023-12-28 05:26:04,933 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-28 05:27:37,050 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:27:37,128 - pyskl - INFO - +top1_acc 0.8818 +top5_acc 0.9912 +2023-12-28 05:27:37,132 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8818, top5_acc: 0.9912 +2023-12-28 05:28:17,165 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 11:15:01, time: 0.400, data_time: 0.168, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.5281, loss: 0.5281 +2023-12-28 05:28:40,296 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 11:14:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.5969, loss: 0.5969 +2023-12-28 05:29:03,395 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 11:14:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.5194, loss: 0.5194 +2023-12-28 05:29:26,540 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 11:13:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 0.5173, loss: 0.5173 +2023-12-28 05:29:49,643 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 11:13:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.5063, loss: 0.5063 +2023-12-28 05:30:12,762 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 11:13:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.5618, loss: 0.5618 +2023-12-28 05:30:35,844 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 11:12:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.6130, loss: 0.6130 +2023-12-28 05:30:58,884 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 11:12:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.6107, loss: 0.6107 +2023-12-28 05:31:21,951 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 11:11:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.5714, loss: 0.5714 +2023-12-28 05:31:45,097 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 11:11:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 0.5315, loss: 0.5315 +2023-12-28 05:32:08,295 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 11:11:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.5934, loss: 0.5934 +2023-12-28 05:32:31,525 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 11:10:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9756, loss_cls: 0.5317, loss: 0.5317 +2023-12-28 05:32:54,717 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 11:10:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.5223, loss: 0.5223 +2023-12-28 05:33:17,888 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 11:09:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.5145, loss: 0.5145 +2023-12-28 05:33:41,096 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 11:09:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.5258, loss: 0.5258 +2023-12-28 05:34:04,237 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 11:09:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.6266, loss: 0.6266 +2023-12-28 05:34:27,313 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 11:08:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.5835, loss: 0.5835 +2023-12-28 05:34:50,375 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 11:08:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.5809, loss: 0.5809 +2023-12-28 05:35:13,487 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 11:08:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.6149, loss: 0.6149 +2023-12-28 05:35:36,560 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 11:07:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.5261, loss: 0.5261 +2023-12-28 05:35:59,610 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 11:07:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9762, loss_cls: 0.5436, loss: 0.5436 +2023-12-28 05:36:22,631 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 11:06:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.5942, loss: 0.5942 +2023-12-28 05:36:45,681 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 11:06:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.6186, loss: 0.6186 +2023-12-28 05:36:58,333 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-28 05:38:30,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:38:30,731 - pyskl - INFO - +top1_acc 0.8827 +top5_acc 0.9900 +2023-12-28 05:38:30,735 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8827, top5_acc: 0.9900 +2023-12-28 05:39:10,201 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 11:05:54, time: 0.395, data_time: 0.165, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.5409, loss: 0.5409 +2023-12-28 05:39:33,487 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 11:05:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.4939, loss: 0.4939 +2023-12-28 05:39:56,646 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 11:05:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9769, loss_cls: 0.5613, loss: 0.5613 +2023-12-28 05:40:19,760 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 11:04:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.5785, loss: 0.5785 +2023-12-28 05:40:42,871 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 11:04:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.5933, loss: 0.5933 +2023-12-28 05:41:06,136 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 11:03:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 0.5605, loss: 0.5605 +2023-12-28 05:41:29,278 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 11:03:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 0.5607, loss: 0.5607 +2023-12-28 05:41:52,501 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 11:03:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.5819, loss: 0.5819 +2023-12-28 05:42:15,580 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 11:02:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 0.5078, loss: 0.5078 +2023-12-28 05:42:38,579 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 11:02:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9775, loss_cls: 0.5237, loss: 0.5237 +2023-12-28 05:43:01,561 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 11:02:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.5033, loss: 0.5033 +2023-12-28 05:43:24,556 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 11:01:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.5976, loss: 0.5976 +2023-12-28 05:43:47,583 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 11:01:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.5226, loss: 0.5226 +2023-12-28 05:44:10,616 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 11:00:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.5635, loss: 0.5635 +2023-12-28 05:44:33,648 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 11:00:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.6052, loss: 0.6052 +2023-12-28 05:44:56,674 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 11:00:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.5624, loss: 0.5624 +2023-12-28 05:45:19,708 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 10:59:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9756, loss_cls: 0.5754, loss: 0.5754 +2023-12-28 05:45:42,800 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 10:59:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.5945, loss: 0.5945 +2023-12-28 05:46:05,874 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 10:58:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.5263, loss: 0.5263 +2023-12-28 05:46:29,118 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 10:58:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.5216, loss: 0.5216 +2023-12-28 05:46:52,277 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 10:58:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.5556, loss: 0.5556 +2023-12-28 05:47:15,363 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 10:57:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.5594, loss: 0.5594 +2023-12-28 05:47:38,363 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 10:57:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.5453, loss: 0.5453 +2023-12-28 05:47:50,957 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-28 05:49:22,986 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:49:23,066 - pyskl - INFO - +top1_acc 0.8735 +top5_acc 0.9862 +2023-12-28 05:49:23,070 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8735, top5_acc: 0.9862 +2023-12-28 05:50:03,379 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 10:56:47, time: 0.403, data_time: 0.173, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5192, loss: 0.5192 +2023-12-28 05:50:26,437 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 10:56:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.5276, loss: 0.5276 +2023-12-28 05:50:49,527 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 10:56:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.4806, loss: 0.4806 +2023-12-28 05:51:12,687 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 10:55:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.5443, loss: 0.5443 +2023-12-28 05:51:35,923 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 10:55:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.5655, loss: 0.5655 +2023-12-28 05:51:59,115 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 10:54:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 0.5027, loss: 0.5027 +2023-12-28 05:52:22,430 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 10:54:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.5374, loss: 0.5374 +2023-12-28 05:52:45,685 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 10:54:04, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.5240, loss: 0.5240 +2023-12-28 05:53:08,806 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 10:53:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.5328, loss: 0.5328 +2023-12-28 05:53:31,936 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 10:53:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9862, loss_cls: 0.5933, loss: 0.5933 +2023-12-28 05:53:55,041 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 10:52:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.5988, loss: 0.5988 +2023-12-28 05:54:18,112 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 10:52:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 0.5554, loss: 0.5554 +2023-12-28 05:54:41,215 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 10:52:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.5382, loss: 0.5382 +2023-12-28 05:55:04,312 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 10:51:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 0.5473, loss: 0.5473 +2023-12-28 05:55:27,392 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 10:51:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.5893, loss: 0.5893 +2023-12-28 05:55:50,471 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 10:50:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 0.5726, loss: 0.5726 +2023-12-28 05:56:13,705 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 10:50:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.5564, loss: 0.5564 +2023-12-28 05:56:36,758 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 10:50:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.5654, loss: 0.5654 +2023-12-28 05:56:59,856 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 10:49:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9775, loss_cls: 0.5419, loss: 0.5419 +2023-12-28 05:57:22,943 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 10:49:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 0.5447, loss: 0.5447 +2023-12-28 05:57:46,155 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 10:48:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.6134, loss: 0.6134 +2023-12-28 05:58:09,399 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 10:48:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.5594, loss: 0.5594 +2023-12-28 05:58:32,638 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 10:48:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.5506, loss: 0.5506 +2023-12-28 05:58:45,371 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-28 06:00:17,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:00:17,405 - pyskl - INFO - +top1_acc 0.9075 +top5_acc 0.9921 +2023-12-28 06:00:17,409 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_75.pth was removed +2023-12-28 06:00:17,531 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2023-12-28 06:00:17,531 - pyskl - INFO - Best top1_acc is 0.9075 at 79 epoch. +2023-12-28 06:00:17,536 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.9075, top5_acc: 0.9921 +2023-12-28 06:00:57,518 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 10:47:41, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.5540, loss: 0.5540 +2023-12-28 06:01:20,526 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 10:47:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.5167, loss: 0.5167 +2023-12-28 06:01:43,511 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 10:46:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 0.5495, loss: 0.5495 +2023-12-28 06:02:06,579 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 10:46:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.5732, loss: 0.5732 +2023-12-28 06:02:29,600 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 10:46:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 0.4982, loss: 0.4982 +2023-12-28 06:02:52,620 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 10:45:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.5282, loss: 0.5282 +2023-12-28 06:03:15,707 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 10:45:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.4982, loss: 0.4982 +2023-12-28 06:03:38,790 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 10:44:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9725, loss_cls: 0.5994, loss: 0.5994 +2023-12-28 06:04:01,848 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 10:44:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.4976, loss: 0.4976 +2023-12-28 06:04:24,938 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 10:44:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.4900, loss: 0.4900 +2023-12-28 06:04:47,939 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 10:43:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.5652, loss: 0.5652 +2023-12-28 06:05:10,905 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 10:43:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.5885, loss: 0.5885 +2023-12-28 06:05:33,951 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 10:42:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.5393, loss: 0.5393 +2023-12-28 06:05:56,981 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 10:42:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.5624, loss: 0.5624 +2023-12-28 06:06:20,179 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 10:42:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.6091, loss: 0.6091 +2023-12-28 06:06:43,347 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 10:41:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.5569, loss: 0.5569 +2023-12-28 06:07:06,500 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 10:41:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.5575, loss: 0.5575 +2023-12-28 06:07:29,560 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 10:41:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 0.5718, loss: 0.5718 +2023-12-28 06:07:52,636 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 10:40:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.5346, loss: 0.5346 +2023-12-28 06:08:15,713 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 10:40:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.5214, loss: 0.5214 +2023-12-28 06:08:38,755 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 10:39:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.5841, loss: 0.5841 +2023-12-28 06:09:01,770 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 10:39:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.5647, loss: 0.5647 +2023-12-28 06:09:24,754 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 10:39:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 0.5729, loss: 0.5729 +2023-12-28 06:09:37,417 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-28 06:11:09,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:11:09,787 - pyskl - INFO - +top1_acc 0.9004 +top5_acc 0.9903 +2023-12-28 06:11:09,791 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.9004, top5_acc: 0.9903 +2023-12-28 06:11:49,801 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 10:38:33, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 0.5019, loss: 0.5019 +2023-12-28 06:12:12,848 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 10:38:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.5314, loss: 0.5314 +2023-12-28 06:12:35,921 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 10:37:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9738, loss_cls: 0.5415, loss: 0.5415 +2023-12-28 06:12:59,030 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 10:37:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9806, loss_cls: 0.4865, loss: 0.4865 +2023-12-28 06:13:22,011 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 10:36:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.5243, loss: 0.5243 +2023-12-28 06:13:45,059 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 10:36:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 0.4755, loss: 0.4755 +2023-12-28 06:14:08,078 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 10:36:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.5318, loss: 0.5318 +2023-12-28 06:14:31,093 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 10:35:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.5233, loss: 0.5233 +2023-12-28 06:14:54,160 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 10:35:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.5346, loss: 0.5346 +2023-12-28 06:15:17,188 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 10:35:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.5564, loss: 0.5564 +2023-12-28 06:15:40,306 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 10:34:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 0.5161, loss: 0.5161 +2023-12-28 06:16:03,364 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 10:34:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 0.6186, loss: 0.6186 +2023-12-28 06:16:26,338 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 10:33:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.5082, loss: 0.5082 +2023-12-28 06:16:49,309 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 10:33:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9762, loss_cls: 0.5832, loss: 0.5832 +2023-12-28 06:17:12,286 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 10:33:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.5436, loss: 0.5436 +2023-12-28 06:17:35,364 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 10:32:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.5329, loss: 0.5329 +2023-12-28 06:17:58,405 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 10:32:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.5302, loss: 0.5302 +2023-12-28 06:18:21,559 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 10:31:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.5902, loss: 0.5902 +2023-12-28 06:18:44,636 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 10:31:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9731, loss_cls: 0.5981, loss: 0.5981 +2023-12-28 06:19:07,599 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 10:31:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.5535, loss: 0.5535 +2023-12-28 06:19:30,530 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 10:30:43, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.5699, loss: 0.5699 +2023-12-28 06:19:53,446 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 10:30:20, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.5020, loss: 0.5020 +2023-12-28 06:20:16,384 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 10:29:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.5196, loss: 0.5196 +2023-12-28 06:20:29,050 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-28 06:22:01,030 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:22:01,108 - pyskl - INFO - +top1_acc 0.8974 +top5_acc 0.9920 +2023-12-28 06:22:01,112 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8974, top5_acc: 0.9920 +2023-12-28 06:22:40,851 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 10:29:24, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.4683, loss: 0.4683 +2023-12-28 06:23:03,886 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 10:29:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.5137, loss: 0.5137 +2023-12-28 06:23:26,927 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 10:28:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.4940, loss: 0.4940 +2023-12-28 06:23:49,929 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 10:28:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 0.5237, loss: 0.5237 +2023-12-28 06:24:12,933 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 10:27:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.5597, loss: 0.5597 +2023-12-28 06:24:35,919 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 10:27:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.4829, loss: 0.4829 +2023-12-28 06:24:58,977 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 10:27:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.4697, loss: 0.4697 +2023-12-28 06:25:22,044 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 10:26:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.5005, loss: 0.5005 +2023-12-28 06:25:45,065 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 10:26:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.5141, loss: 0.5141 +2023-12-28 06:26:08,253 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 10:25:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.5110, loss: 0.5110 +2023-12-28 06:26:31,315 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 10:25:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9769, loss_cls: 0.5940, loss: 0.5940 +2023-12-28 06:26:54,342 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 10:25:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.5188, loss: 0.5188 +2023-12-28 06:27:17,339 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 10:24:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.4791, loss: 0.4791 +2023-12-28 06:27:40,336 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 10:24:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9825, loss_cls: 0.5051, loss: 0.5051 +2023-12-28 06:28:03,304 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 10:23:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 0.5711, loss: 0.5711 +2023-12-28 06:28:26,331 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 10:23:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.5620, loss: 0.5620 +2023-12-28 06:28:49,346 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 10:23:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 0.5731, loss: 0.5731 +2023-12-28 06:29:12,350 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 10:22:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.5571, loss: 0.5571 +2023-12-28 06:29:35,336 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 10:22:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.5154, loss: 0.5154 +2023-12-28 06:29:58,315 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 10:21:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 0.5337, loss: 0.5337 +2023-12-28 06:30:21,342 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 10:21:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.5162, loss: 0.5162 +2023-12-28 06:30:44,388 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 10:21:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.5174, loss: 0.5174 +2023-12-28 06:31:07,447 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 10:20:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9725, loss_cls: 0.5822, loss: 0.5822 +2023-12-28 06:31:20,130 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-28 06:32:52,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:32:52,553 - pyskl - INFO - +top1_acc 0.8897 +top5_acc 0.9901 +2023-12-28 06:32:52,557 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8897, top5_acc: 0.9901 +2023-12-28 06:33:32,517 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 10:20:16, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.5493, loss: 0.5493 +2023-12-28 06:33:55,605 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 10:19:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.4934, loss: 0.4934 +2023-12-28 06:34:18,655 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 10:19:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.4917, loss: 0.4917 +2023-12-28 06:34:41,736 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 10:19:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.4952, loss: 0.4952 +2023-12-28 06:35:04,830 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 10:18:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.5494, loss: 0.5494 +2023-12-28 06:35:27,930 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 10:18:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.5027, loss: 0.5027 +2023-12-28 06:35:51,037 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 10:17:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9788, loss_cls: 0.5306, loss: 0.5306 +2023-12-28 06:36:14,206 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 10:17:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.5528, loss: 0.5528 +2023-12-28 06:36:37,344 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 10:17:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.5163, loss: 0.5163 +2023-12-28 06:37:00,544 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 10:16:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.5181, loss: 0.5181 +2023-12-28 06:37:23,531 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 10:16:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.4615, loss: 0.4615 +2023-12-28 06:37:46,548 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 10:15:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.4950, loss: 0.4950 +2023-12-28 06:38:09,573 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 10:15:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 0.5668, loss: 0.5668 +2023-12-28 06:38:32,580 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 10:15:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.5476, loss: 0.5476 +2023-12-28 06:38:55,618 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 10:14:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.5540, loss: 0.5540 +2023-12-28 06:39:18,756 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 10:14:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5171, loss: 0.5171 +2023-12-28 06:39:41,799 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 10:14:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.4927, loss: 0.4927 +2023-12-28 06:40:04,768 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 10:13:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 0.4538, loss: 0.4538 +2023-12-28 06:40:27,742 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 10:13:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.5475, loss: 0.5475 +2023-12-28 06:40:50,714 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 10:12:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.5089, loss: 0.5089 +2023-12-28 06:41:13,717 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 10:12:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 0.5812, loss: 0.5812 +2023-12-28 06:41:36,815 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 10:12:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.5441, loss: 0.5441 +2023-12-28 06:41:59,830 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 10:11:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.5381, loss: 0.5381 +2023-12-28 06:42:12,434 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-28 06:43:44,754 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:43:44,833 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9909 +2023-12-28 06:43:44,837 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.8980, top5_acc: 0.9909 +2023-12-28 06:44:24,894 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 10:11:08, time: 0.401, data_time: 0.169, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.5011, loss: 0.5011 +2023-12-28 06:44:48,032 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 10:10:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.5205, loss: 0.5205 +2023-12-28 06:45:11,146 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 10:10:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 0.4796, loss: 0.4796 +2023-12-28 06:45:34,254 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 10:09:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.4731, loss: 0.4731 +2023-12-28 06:45:57,364 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 10:09:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9781, loss_cls: 0.5180, loss: 0.5180 +2023-12-28 06:46:20,400 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 10:09:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.5017, loss: 0.5017 +2023-12-28 06:46:43,432 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 10:08:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.5143, loss: 0.5143 +2023-12-28 06:47:06,454 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 10:08:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.5412, loss: 0.5412 +2023-12-28 06:47:29,516 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 10:08:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.4922, loss: 0.4922 +2023-12-28 06:47:52,562 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 10:07:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.4692, loss: 0.4692 +2023-12-28 06:48:15,602 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 10:07:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 0.5612, loss: 0.5612 +2023-12-28 06:48:38,769 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 10:06:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.4757, loss: 0.4757 +2023-12-28 06:49:01,839 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 10:06:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.5755, loss: 0.5755 +2023-12-28 06:49:24,895 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 10:06:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.5068, loss: 0.5068 +2023-12-28 06:49:47,899 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 10:05:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9738, loss_cls: 0.5515, loss: 0.5515 +2023-12-28 06:50:10,899 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 10:05:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.5245, loss: 0.5245 +2023-12-28 06:50:33,880 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 10:04:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.5513, loss: 0.5513 +2023-12-28 06:50:56,881 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 10:04:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.4978, loss: 0.4978 +2023-12-28 06:51:19,975 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 10:04:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 0.4954, loss: 0.4954 +2023-12-28 06:51:43,078 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 10:03:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.5260, loss: 0.5260 +2023-12-28 06:52:06,143 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 10:03:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.5357, loss: 0.5357 +2023-12-28 06:52:29,114 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 10:02:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.5178, loss: 0.5178 +2023-12-28 06:52:52,233 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 10:02:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.6020, loss: 0.6020 +2023-12-28 06:53:04,965 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-28 06:54:37,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:54:37,766 - pyskl - INFO - +top1_acc 0.9039 +top5_acc 0.9924 +2023-12-28 06:54:37,771 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9039, top5_acc: 0.9924 +2023-12-28 06:55:18,261 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 10:02:00, time: 0.405, data_time: 0.172, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.4524, loss: 0.4524 +2023-12-28 06:55:41,327 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 10:01:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.4472, loss: 0.4472 +2023-12-28 06:56:04,428 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 10:01:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.4475, loss: 0.4475 +2023-12-28 06:56:27,521 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 10:00:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.4843, loss: 0.4843 +2023-12-28 06:56:50,527 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 10:00:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 0.4553, loss: 0.4553 +2023-12-28 06:57:13,509 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 10:00:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.4810, loss: 0.4810 +2023-12-28 06:57:36,637 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 9:59:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 0.4773, loss: 0.4773 +2023-12-28 06:57:59,703 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 9:59:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.5072, loss: 0.5072 +2023-12-28 06:58:22,704 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 9:58:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.5543, loss: 0.5543 +2023-12-28 06:58:45,709 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 9:58:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.4744, loss: 0.4744 +2023-12-28 06:59:08,881 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 9:58:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.4610, loss: 0.4610 +2023-12-28 06:59:32,040 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 9:57:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.5033, loss: 0.5033 +2023-12-28 06:59:55,118 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 9:57:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.4715, loss: 0.4715 +2023-12-28 07:00:18,102 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 9:56:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.4871, loss: 0.4871 +2023-12-28 07:00:41,117 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 9:56:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.4739, loss: 0.4739 +2023-12-28 07:01:04,170 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 9:56:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.5186, loss: 0.5186 +2023-12-28 07:01:27,263 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 9:55:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.4194, loss: 0.4194 +2023-12-28 07:01:50,298 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 9:55:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.5519, loss: 0.5519 +2023-12-28 07:02:13,346 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 9:54:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.5256, loss: 0.5256 +2023-12-28 07:02:36,387 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 9:54:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9731, loss_cls: 0.5722, loss: 0.5722 +2023-12-28 07:02:59,412 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 9:54:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9744, loss_cls: 0.5561, loss: 0.5561 +2023-12-28 07:03:22,429 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 9:53:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 0.5304, loss: 0.5304 +2023-12-28 07:03:45,470 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 9:53:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 0.5382, loss: 0.5382 +2023-12-28 07:03:58,127 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-28 07:05:30,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:05:30,791 - pyskl - INFO - +top1_acc 0.9026 +top5_acc 0.9921 +2023-12-28 07:05:30,795 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.9026, top5_acc: 0.9921 +2023-12-28 07:06:10,494 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 9:52:52, time: 0.397, data_time: 0.166, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.4224, loss: 0.4224 +2023-12-28 07:06:33,483 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 9:52:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.4723, loss: 0.4723 +2023-12-28 07:06:56,492 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 9:52:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 0.5241, loss: 0.5241 +2023-12-28 07:07:19,496 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 9:51:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.5061, loss: 0.5061 +2023-12-28 07:07:42,447 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 9:51:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 0.4812, loss: 0.4812 +2023-12-28 07:08:05,395 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 9:50:55, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.4935, loss: 0.4935 +2023-12-28 07:08:28,368 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 9:50:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 0.5318, loss: 0.5318 +2023-12-28 07:08:51,350 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 9:50:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.4741, loss: 0.4741 +2023-12-28 07:09:14,349 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 9:49:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 0.5220, loss: 0.5220 +2023-12-28 07:09:37,304 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 9:49:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.5088, loss: 0.5088 +2023-12-28 07:10:00,247 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 9:48:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.4817, loss: 0.4817 +2023-12-28 07:10:23,372 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 9:48:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.4643, loss: 0.4643 +2023-12-28 07:10:46,616 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 9:48:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9794, loss_cls: 0.5138, loss: 0.5138 +2023-12-28 07:11:09,640 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 9:47:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9744, loss_cls: 0.5515, loss: 0.5515 +2023-12-28 07:11:32,667 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 9:47:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.5044, loss: 0.5044 +2023-12-28 07:11:55,697 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 9:47:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.4889, loss: 0.4889 +2023-12-28 07:12:18,797 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 9:46:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9800, loss_cls: 0.4920, loss: 0.4920 +2023-12-28 07:12:41,788 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 9:46:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 0.4521, loss: 0.4521 +2023-12-28 07:13:04,741 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 9:45:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.5271, loss: 0.5271 +2023-12-28 07:13:27,734 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 9:45:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.5158, loss: 0.5158 +2023-12-28 07:13:50,741 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 9:45:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.4988, loss: 0.4988 +2023-12-28 07:14:13,721 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 9:44:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.5446, loss: 0.5446 +2023-12-28 07:14:36,759 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 9:44:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.4684, loss: 0.4684 +2023-12-28 07:14:49,506 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-28 07:16:22,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:16:22,306 - pyskl - INFO - +top1_acc 0.9028 +top5_acc 0.9921 +2023-12-28 07:16:22,311 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9028, top5_acc: 0.9921 +2023-12-28 07:17:02,076 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 9:43:43, time: 0.398, data_time: 0.167, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.4885, loss: 0.4885 +2023-12-28 07:17:25,183 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 9:43:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 0.4557, loss: 0.4557 +2023-12-28 07:17:48,470 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 9:42:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.4940, loss: 0.4940 +2023-12-28 07:18:11,488 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 9:42:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.5027, loss: 0.5027 +2023-12-28 07:18:34,469 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 9:42:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.4991, loss: 0.4991 +2023-12-28 07:18:57,461 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 9:41:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 0.4960, loss: 0.4960 +2023-12-28 07:19:20,451 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 9:41:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.4364, loss: 0.4364 +2023-12-28 07:19:43,507 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 9:40:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.4538, loss: 0.4538 +2023-12-28 07:20:06,687 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 9:40:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 0.5673, loss: 0.5673 +2023-12-28 07:20:29,755 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 9:40:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.4226, loss: 0.4226 +2023-12-28 07:20:52,930 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 9:39:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 0.5203, loss: 0.5203 +2023-12-28 07:21:16,013 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 9:39:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9781, loss_cls: 0.4886, loss: 0.4886 +2023-12-28 07:21:39,070 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 9:39:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.4850, loss: 0.4850 +2023-12-28 07:22:02,243 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 9:38:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.5536, loss: 0.5536 +2023-12-28 07:22:25,395 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 9:38:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.4899, loss: 0.4899 +2023-12-28 07:22:48,585 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 9:37:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9762, loss_cls: 0.5252, loss: 0.5252 +2023-12-28 07:23:11,649 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 9:37:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.4549, loss: 0.4549 +2023-12-28 07:23:34,874 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 9:37:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.4745, loss: 0.4745 +2023-12-28 07:23:58,036 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 9:36:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.5027, loss: 0.5027 +2023-12-28 07:24:21,098 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 9:36:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.4835, loss: 0.4835 +2023-12-28 07:24:44,147 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 9:35:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.5199, loss: 0.5199 +2023-12-28 07:25:07,165 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 9:35:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.4708, loss: 0.4708 +2023-12-28 07:25:30,358 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 9:35:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.5057, loss: 0.5057 +2023-12-28 07:25:43,159 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-28 07:27:15,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:27:15,779 - pyskl - INFO - +top1_acc 0.9030 +top5_acc 0.9926 +2023-12-28 07:27:15,783 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9030, top5_acc: 0.9926 +2023-12-28 07:27:55,745 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 9:34:36, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.5024, loss: 0.5024 +2023-12-28 07:28:18,782 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 9:34:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.4567, loss: 0.4567 +2023-12-28 07:28:41,819 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 9:33:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.4446, loss: 0.4446 +2023-12-28 07:29:04,793 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 9:33:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.4684, loss: 0.4684 +2023-12-28 07:29:27,778 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 9:33:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.4922, loss: 0.4922 +2023-12-28 07:29:50,923 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 9:32:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.5108, loss: 0.5108 +2023-12-28 07:30:14,108 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 9:32:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.4219, loss: 0.4219 +2023-12-28 07:30:37,110 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 9:31:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.4436, loss: 0.4436 +2023-12-28 07:31:00,141 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 9:31:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9788, loss_cls: 0.4671, loss: 0.4671 +2023-12-28 07:31:23,176 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 9:31:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.4785, loss: 0.4785 +2023-12-28 07:31:46,207 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 9:30:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9812, loss_cls: 0.4669, loss: 0.4669 +2023-12-28 07:32:09,256 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 9:30:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.4790, loss: 0.4790 +2023-12-28 07:32:32,309 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 9:29:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.4779, loss: 0.4779 +2023-12-28 07:32:55,366 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 9:29:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.4810, loss: 0.4810 +2023-12-28 07:33:18,375 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 9:29:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.4868, loss: 0.4868 +2023-12-28 07:33:41,382 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 9:28:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.4973, loss: 0.4973 +2023-12-28 07:34:04,409 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 9:28:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.5081, loss: 0.5081 +2023-12-28 07:34:27,469 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 9:27:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.5206, loss: 0.5206 +2023-12-28 07:34:50,564 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 9:27:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.4929, loss: 0.4929 +2023-12-28 07:35:13,605 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 9:27:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9750, loss_cls: 0.5163, loss: 0.5163 +2023-12-28 07:35:36,780 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 9:26:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.4985, loss: 0.4985 +2023-12-28 07:35:59,943 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 9:26:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.4748, loss: 0.4748 +2023-12-28 07:36:23,049 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 9:26:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.4849, loss: 0.4849 +2023-12-28 07:36:35,730 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-28 07:38:08,300 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:38:08,378 - pyskl - INFO - +top1_acc 0.9116 +top5_acc 0.9922 +2023-12-28 07:38:08,382 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_79.pth was removed +2023-12-28 07:38:08,502 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2023-12-28 07:38:08,502 - pyskl - INFO - Best top1_acc is 0.9116 at 88 epoch. +2023-12-28 07:38:08,506 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9116, top5_acc: 0.9922 +2023-12-28 07:38:48,241 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 9:25:28, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.4212, loss: 0.4212 +2023-12-28 07:39:11,246 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 9:25:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 0.4161, loss: 0.4161 +2023-12-28 07:39:34,600 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 9:24:41, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.4834, loss: 0.4834 +2023-12-28 07:39:57,729 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 9:24:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 0.4587, loss: 0.4587 +2023-12-28 07:40:20,921 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 9:23:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.4793, loss: 0.4793 +2023-12-28 07:40:44,185 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 9:23:31, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.4676, loss: 0.4676 +2023-12-28 07:41:07,323 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 9:23:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.4496, loss: 0.4496 +2023-12-28 07:41:30,422 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 9:22:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 0.4645, loss: 0.4645 +2023-12-28 07:41:53,540 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 9:22:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.4834, loss: 0.4834 +2023-12-28 07:42:16,641 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 9:21:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.4799, loss: 0.4799 +2023-12-28 07:42:39,669 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 9:21:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.4943, loss: 0.4943 +2023-12-28 07:43:02,659 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 9:21:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.4334, loss: 0.4334 +2023-12-28 07:43:25,657 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 9:20:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.5017, loss: 0.5017 +2023-12-28 07:43:48,648 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 9:20:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 0.4393, loss: 0.4393 +2023-12-28 07:44:11,648 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 9:20:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.5157, loss: 0.5157 +2023-12-28 07:44:34,682 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 9:19:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.5065, loss: 0.5065 +2023-12-28 07:44:57,702 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 9:19:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.5026, loss: 0.5026 +2023-12-28 07:45:20,770 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 9:18:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.4867, loss: 0.4867 +2023-12-28 07:45:43,818 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 9:18:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.4867, loss: 0.4867 +2023-12-28 07:46:06,950 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 9:18:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.4203, loss: 0.4203 +2023-12-28 07:46:30,065 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 9:17:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.4770, loss: 0.4770 +2023-12-28 07:46:53,140 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 9:17:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.5007, loss: 0.5007 +2023-12-28 07:47:16,258 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 9:16:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.4984, loss: 0.4984 +2023-12-28 07:47:28,946 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-28 07:49:01,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:49:01,432 - pyskl - INFO - +top1_acc 0.9085 +top5_acc 0.9917 +2023-12-28 07:49:01,436 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9085, top5_acc: 0.9917 +2023-12-28 07:49:41,354 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 9:16:21, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 0.4345, loss: 0.4345 +2023-12-28 07:50:04,405 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 9:15:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.4536, loss: 0.4536 +2023-12-28 07:50:27,449 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 9:15:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 0.4462, loss: 0.4462 +2023-12-28 07:50:50,585 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 9:15:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 0.4969, loss: 0.4969 +2023-12-28 07:51:13,687 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 9:14:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9838, loss_cls: 0.4605, loss: 0.4605 +2023-12-28 07:51:36,767 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 9:14:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 0.4135, loss: 0.4135 +2023-12-28 07:51:59,828 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 9:14:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.4302, loss: 0.4302 +2023-12-28 07:52:22,948 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 9:13:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.4740, loss: 0.4740 +2023-12-28 07:52:46,090 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 9:13:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.4299, loss: 0.4299 +2023-12-28 07:53:09,213 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 9:12:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.4020, loss: 0.4020 +2023-12-28 07:53:32,264 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 9:12:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.4417, loss: 0.4417 +2023-12-28 07:53:55,339 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 9:12:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.4579, loss: 0.4579 +2023-12-28 07:54:18,698 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 9:11:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 0.4642, loss: 0.4642 +2023-12-28 07:54:41,782 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 9:11:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 0.4805, loss: 0.4805 +2023-12-28 07:55:04,884 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 9:10:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.4729, loss: 0.4729 +2023-12-28 07:55:28,120 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 9:10:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 0.5151, loss: 0.5151 +2023-12-28 07:55:51,291 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 9:10:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 0.4662, loss: 0.4662 +2023-12-28 07:56:14,494 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 9:09:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.4971, loss: 0.4971 +2023-12-28 07:56:37,674 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 9:09:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.4642, loss: 0.4642 +2023-12-28 07:57:00,938 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 9:08:57, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.4397, loss: 0.4397 +2023-12-28 07:57:24,041 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 9:08:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.4931, loss: 0.4931 +2023-12-28 07:57:47,159 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 9:08:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.4450, loss: 0.4450 +2023-12-28 07:58:10,246 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 9:07:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.4825, loss: 0.4825 +2023-12-28 07:58:22,988 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-28 07:59:55,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:59:55,276 - pyskl - INFO - +top1_acc 0.9149 +top5_acc 0.9932 +2023-12-28 07:59:55,280 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_88.pth was removed +2023-12-28 07:59:55,398 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2023-12-28 07:59:55,398 - pyskl - INFO - Best top1_acc is 0.9149 at 90 epoch. +2023-12-28 07:59:55,402 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9149, top5_acc: 0.9932 +2023-12-28 08:00:34,678 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 9:07:13, time: 0.393, data_time: 0.162, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9831, loss_cls: 0.4328, loss: 0.4328 +2023-12-28 08:00:57,773 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 9:06:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 0.4854, loss: 0.4854 +2023-12-28 08:01:20,862 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 9:06:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.4124, loss: 0.4124 +2023-12-28 08:01:43,927 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 9:06:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.4358, loss: 0.4358 +2023-12-28 08:02:06,921 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 9:05:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.4202, loss: 0.4202 +2023-12-28 08:02:29,918 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 9:05:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9806, loss_cls: 0.4349, loss: 0.4349 +2023-12-28 08:02:52,913 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 9:04:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.4087, loss: 0.4087 +2023-12-28 08:03:15,888 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 9:04:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.4402, loss: 0.4402 +2023-12-28 08:03:38,847 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 9:04:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9962, loss_cls: 0.4044, loss: 0.4044 +2023-12-28 08:04:01,788 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 9:03:42, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.4637, loss: 0.4637 +2023-12-28 08:04:24,769 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 9:03:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.4660, loss: 0.4660 +2023-12-28 08:04:47,753 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 9:02:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 0.5162, loss: 0.5162 +2023-12-28 08:05:10,766 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 9:02:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.4369, loss: 0.4369 +2023-12-28 08:05:33,803 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 9:02:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.4864, loss: 0.4864 +2023-12-28 08:05:56,859 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 9:01:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.4721, loss: 0.4721 +2023-12-28 08:06:19,873 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 9:01:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 0.4688, loss: 0.4688 +2023-12-28 08:06:42,842 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 9:00:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9812, loss_cls: 0.4689, loss: 0.4689 +2023-12-28 08:07:05,807 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 9:00:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.4682, loss: 0.4682 +2023-12-28 08:07:28,789 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 9:00:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 0.4776, loss: 0.4776 +2023-12-28 08:07:51,817 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 8:59:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.4748, loss: 0.4748 +2023-12-28 08:08:14,820 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 8:59:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9925, loss_cls: 0.4499, loss: 0.4499 +2023-12-28 08:08:37,825 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 8:59:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.4478, loss: 0.4478 +2023-12-28 08:09:00,832 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 8:58:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.5044, loss: 0.5044 +2023-12-28 08:09:13,486 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-28 08:10:45,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:10:45,876 - pyskl - INFO - +top1_acc 0.9088 +top5_acc 0.9923 +2023-12-28 08:10:45,880 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9088, top5_acc: 0.9923 +2023-12-28 08:11:25,776 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 8:58:05, time: 0.399, data_time: 0.168, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 0.4201, loss: 0.4201 +2023-12-28 08:11:48,883 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 8:57:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 0.4481, loss: 0.4481 +2023-12-28 08:12:11,878 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 8:57:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.4331, loss: 0.4331 +2023-12-28 08:12:34,864 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 8:56:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.4821, loss: 0.4821 +2023-12-28 08:12:57,878 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 8:56:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9800, loss_cls: 0.4697, loss: 0.4697 +2023-12-28 08:13:20,937 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 8:56:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.4138, loss: 0.4138 +2023-12-28 08:13:44,020 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 8:55:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.4560, loss: 0.4560 +2023-12-28 08:14:07,171 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 8:55:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 0.4234, loss: 0.4234 +2023-12-28 08:14:30,255 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 8:54:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.4841, loss: 0.4841 +2023-12-28 08:14:53,427 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 8:54:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.4453, loss: 0.4453 +2023-12-28 08:15:16,565 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 8:54:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.3863, loss: 0.3863 +2023-12-28 08:15:39,581 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 8:53:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.5000, loss: 0.5000 +2023-12-28 08:16:02,587 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 8:53:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9794, loss_cls: 0.4838, loss: 0.4838 +2023-12-28 08:16:25,624 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 8:53:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 0.4350, loss: 0.4350 +2023-12-28 08:16:48,666 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 8:52:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.4424, loss: 0.4424 +2023-12-28 08:17:11,703 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 8:52:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.5138, loss: 0.5138 +2023-12-28 08:17:34,726 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 8:51:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 0.4284, loss: 0.4284 +2023-12-28 08:17:57,774 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 8:51:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.4308, loss: 0.4308 +2023-12-28 08:18:20,842 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 8:51:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9831, loss_cls: 0.4496, loss: 0.4496 +2023-12-28 08:18:43,991 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 8:50:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.4424, loss: 0.4424 +2023-12-28 08:19:07,127 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 8:50:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.4315, loss: 0.4315 +2023-12-28 08:19:30,183 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 8:49:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.4102, loss: 0.4102 +2023-12-28 08:19:53,328 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 8:49:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.4361, loss: 0.4361 +2023-12-28 08:20:05,884 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-28 08:21:38,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:21:38,358 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9918 +2023-12-28 08:21:38,362 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_90.pth was removed +2023-12-28 08:21:38,481 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2023-12-28 08:21:38,481 - pyskl - INFO - Best top1_acc is 0.9153 at 92 epoch. +2023-12-28 08:21:38,486 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9153, top5_acc: 0.9918 +2023-12-28 08:22:18,912 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 8:48:57, time: 0.404, data_time: 0.173, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.3889, loss: 0.3889 +2023-12-28 08:22:41,897 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 8:48:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9856, loss_cls: 0.4128, loss: 0.4128 +2023-12-28 08:23:05,046 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 8:48:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.4059, loss: 0.4059 +2023-12-28 08:23:28,022 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 8:47:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.4209, loss: 0.4209 +2023-12-28 08:23:51,069 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 8:47:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.4444, loss: 0.4444 +2023-12-28 08:24:14,100 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 8:47:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.4670, loss: 0.4670 +2023-12-28 08:24:37,138 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 8:46:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.4215, loss: 0.4215 +2023-12-28 08:25:00,157 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 8:46:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.4196, loss: 0.4196 +2023-12-28 08:25:23,283 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 8:45:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 0.4475, loss: 0.4475 +2023-12-28 08:25:46,370 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 8:45:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.4174, loss: 0.4174 +2023-12-28 08:26:09,363 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 8:45:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.4270, loss: 0.4270 +2023-12-28 08:26:32,383 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 8:44:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.4208, loss: 0.4208 +2023-12-28 08:26:55,448 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 8:44:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 0.3970, loss: 0.3970 +2023-12-28 08:27:18,612 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 8:43:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 0.4447, loss: 0.4447 +2023-12-28 08:27:41,836 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 8:43:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.4310, loss: 0.4310 +2023-12-28 08:28:04,909 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 8:43:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9831, loss_cls: 0.4485, loss: 0.4485 +2023-12-28 08:28:28,015 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 8:42:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9781, loss_cls: 0.4966, loss: 0.4966 +2023-12-28 08:28:51,171 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 8:42:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9806, loss_cls: 0.4567, loss: 0.4567 +2023-12-28 08:29:14,256 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 8:41:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.4815, loss: 0.4815 +2023-12-28 08:29:37,293 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 8:41:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.4569, loss: 0.4569 +2023-12-28 08:30:00,280 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 8:41:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 0.4972, loss: 0.4972 +2023-12-28 08:30:23,326 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 8:40:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.4150, loss: 0.4150 +2023-12-28 08:30:46,340 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 8:40:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.4555, loss: 0.4555 +2023-12-28 08:30:58,981 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-28 08:32:31,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:32:31,458 - pyskl - INFO - +top1_acc 0.9150 +top5_acc 0.9918 +2023-12-28 08:32:31,462 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9150, top5_acc: 0.9918 +2023-12-28 08:33:11,118 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 8:39:49, time: 0.397, data_time: 0.166, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.4173, loss: 0.4173 +2023-12-28 08:33:34,075 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 8:39:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.3920, loss: 0.3920 +2023-12-28 08:33:57,046 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 8:39:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 0.3919, loss: 0.3919 +2023-12-28 08:34:20,013 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 8:38:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.3998, loss: 0.3998 +2023-12-28 08:34:43,089 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 8:38:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 0.4361, loss: 0.4361 +2023-12-28 08:35:06,113 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 8:37:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.4326, loss: 0.4326 +2023-12-28 08:35:29,180 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 8:37:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.3972, loss: 0.3972 +2023-12-28 08:35:52,200 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 8:37:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.4056, loss: 0.4056 +2023-12-28 08:36:15,318 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 8:36:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.4362, loss: 0.4362 +2023-12-28 08:36:38,322 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 8:36:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 0.4203, loss: 0.4203 +2023-12-28 08:37:01,418 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 8:35:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.3897, loss: 0.3897 +2023-12-28 08:37:24,532 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 8:35:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.3919, loss: 0.3919 +2023-12-28 08:37:47,641 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 8:35:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.4580, loss: 0.4580 +2023-12-28 08:38:10,719 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 8:34:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.4300, loss: 0.4300 +2023-12-28 08:38:33,951 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 8:34:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9831, loss_cls: 0.4463, loss: 0.4463 +2023-12-28 08:38:57,066 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 8:33:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.4732, loss: 0.4732 +2023-12-28 08:39:20,210 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 8:33:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9819, loss_cls: 0.4591, loss: 0.4591 +2023-12-28 08:39:43,339 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 8:33:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9838, loss_cls: 0.4476, loss: 0.4476 +2023-12-28 08:40:06,548 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 8:32:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.4329, loss: 0.4329 +2023-12-28 08:40:29,725 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 8:32:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.4809, loss: 0.4809 +2023-12-28 08:40:52,827 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 8:32:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 0.4803, loss: 0.4803 +2023-12-28 08:41:15,846 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 8:31:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.4198, loss: 0.4198 +2023-12-28 08:41:38,831 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 8:31:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.4252, loss: 0.4252 +2023-12-28 08:41:51,469 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-28 08:43:23,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:43:23,610 - pyskl - INFO - +top1_acc 0.9217 +top5_acc 0.9935 +2023-12-28 08:43:23,614 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_92.pth was removed +2023-12-28 08:43:23,738 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2023-12-28 08:43:23,739 - pyskl - INFO - Best top1_acc is 0.9217 at 94 epoch. +2023-12-28 08:43:23,743 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9217, top5_acc: 0.9935 +2023-12-28 08:44:03,709 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 8:30:42, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.3839, loss: 0.3839 +2023-12-28 08:44:26,803 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 8:30:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.3981, loss: 0.3981 +2023-12-28 08:44:49,901 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 8:29:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.4506, loss: 0.4506 +2023-12-28 08:45:13,055 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 8:29:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.4257, loss: 0.4257 +2023-12-28 08:45:36,301 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 8:29:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.4020, loss: 0.4020 +2023-12-28 08:45:59,395 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 8:28:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.3716, loss: 0.3716 +2023-12-28 08:46:22,489 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 8:28:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 0.3898, loss: 0.3898 +2023-12-28 08:46:45,566 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 8:27:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 0.4397, loss: 0.4397 +2023-12-28 08:47:08,601 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 8:27:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.4199, loss: 0.4199 +2023-12-28 08:47:31,659 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 8:27:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.4234, loss: 0.4234 +2023-12-28 08:47:54,766 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 8:26:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.4685, loss: 0.4685 +2023-12-28 08:48:17,899 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 8:26:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.4146, loss: 0.4146 +2023-12-28 08:48:41,013 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 8:26:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.4131, loss: 0.4131 +2023-12-28 08:49:04,167 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 8:25:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.4024, loss: 0.4024 +2023-12-28 08:49:27,459 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 8:25:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9800, loss_cls: 0.4379, loss: 0.4379 +2023-12-28 08:49:50,787 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 8:24:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.4746, loss: 0.4746 +2023-12-28 08:50:14,077 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 8:24:28, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 0.4369, loss: 0.4369 +2023-12-28 08:50:37,223 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 8:24:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.4025, loss: 0.4025 +2023-12-28 08:51:00,374 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 8:23:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.4405, loss: 0.4405 +2023-12-28 08:51:23,562 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 8:23:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.4500, loss: 0.4500 +2023-12-28 08:51:46,792 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 8:22:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4065, loss: 0.4065 +2023-12-28 08:52:09,890 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 8:22:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 0.4396, loss: 0.4396 +2023-12-28 08:52:33,062 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 8:22:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.4276, loss: 0.4276 +2023-12-28 08:52:45,851 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-28 08:54:18,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:54:18,312 - pyskl - INFO - +top1_acc 0.9171 +top5_acc 0.9917 +2023-12-28 08:54:18,317 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9171, top5_acc: 0.9917 +2023-12-28 08:54:58,129 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 8:21:35, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 0.3798, loss: 0.3798 +2023-12-28 08:55:21,097 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 8:21:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 0.3951, loss: 0.3951 +2023-12-28 08:55:44,104 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 8:20:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.3815, loss: 0.3815 +2023-12-28 08:56:07,087 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 8:20:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.3683, loss: 0.3683 +2023-12-28 08:56:30,081 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 8:20:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.4055, loss: 0.4055 +2023-12-28 08:56:53,127 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 8:19:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.3964, loss: 0.3964 +2023-12-28 08:57:16,170 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 8:19:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.4480, loss: 0.4480 +2023-12-28 08:57:39,269 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 8:18:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.4112, loss: 0.4112 +2023-12-28 08:58:02,356 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 8:18:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.4213, loss: 0.4213 +2023-12-28 08:58:25,473 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 8:18:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.4077, loss: 0.4077 +2023-12-28 08:58:48,578 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 8:17:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.4301, loss: 0.4301 +2023-12-28 08:59:11,639 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 8:17:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9844, loss_cls: 0.4125, loss: 0.4125 +2023-12-28 08:59:34,645 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 8:16:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9875, loss_cls: 0.3712, loss: 0.3712 +2023-12-28 08:59:57,603 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 8:16:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.4660, loss: 0.4660 +2023-12-28 09:00:20,567 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 8:16:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 0.4134, loss: 0.4134 +2023-12-28 09:00:43,612 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 8:15:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.4546, loss: 0.4546 +2023-12-28 09:01:06,622 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 8:15:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.4083, loss: 0.4083 +2023-12-28 09:01:29,622 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 8:14:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.4086, loss: 0.4086 +2023-12-28 09:01:52,618 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 8:14:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.3932, loss: 0.3932 +2023-12-28 09:02:15,789 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 8:14:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.4117, loss: 0.4117 +2023-12-28 09:02:38,785 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 8:13:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.4112, loss: 0.4112 +2023-12-28 09:03:01,771 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 8:13:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.4145, loss: 0.4145 +2023-12-28 09:03:24,758 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 8:13:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.3956, loss: 0.3956 +2023-12-28 09:03:37,400 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-28 09:05:09,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:05:09,618 - pyskl - INFO - +top1_acc 0.9240 +top5_acc 0.9927 +2023-12-28 09:05:09,622 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_94.pth was removed +2023-12-28 09:05:09,744 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2023-12-28 09:05:09,744 - pyskl - INFO - Best top1_acc is 0.9240 at 96 epoch. +2023-12-28 09:05:09,748 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9240, top5_acc: 0.9927 +2023-12-28 09:05:49,893 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 8:12:27, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.3615, loss: 0.3615 +2023-12-28 09:06:13,032 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 8:12:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 0.3799, loss: 0.3799 +2023-12-28 09:06:36,125 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 8:11:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9856, loss_cls: 0.3741, loss: 0.3741 +2023-12-28 09:06:59,195 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 8:11:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.3466, loss: 0.3466 +2023-12-28 09:07:22,270 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 8:10:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.4318, loss: 0.4318 +2023-12-28 09:07:45,304 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 8:10:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 0.3633, loss: 0.3633 +2023-12-28 09:08:08,331 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 8:10:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.3462, loss: 0.3462 +2023-12-28 09:08:31,443 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 8:09:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.3187, loss: 0.3187 +2023-12-28 09:08:54,491 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 8:09:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.3707, loss: 0.3707 +2023-12-28 09:09:17,547 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 8:08:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.3683, loss: 0.3683 +2023-12-28 09:09:40,617 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 8:08:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 0.3935, loss: 0.3935 +2023-12-28 09:10:03,699 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 8:08:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.3909, loss: 0.3909 +2023-12-28 09:10:26,793 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 8:07:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.3965, loss: 0.3965 +2023-12-28 09:10:49,874 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 8:07:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.4154, loss: 0.4154 +2023-12-28 09:11:13,030 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 8:07:00, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 0.4221, loss: 0.4221 +2023-12-28 09:11:36,141 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 8:06:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.4256, loss: 0.4256 +2023-12-28 09:11:59,283 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 8:06:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.4027, loss: 0.4027 +2023-12-28 09:12:22,376 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 8:05:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 0.4362, loss: 0.4362 +2023-12-28 09:12:45,554 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 8:05:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.4429, loss: 0.4429 +2023-12-28 09:13:08,772 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 8:05:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.4568, loss: 0.4568 +2023-12-28 09:13:32,010 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 8:04:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.3987, loss: 0.3987 +2023-12-28 09:13:55,261 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 8:04:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 0.4485, loss: 0.4485 +2023-12-28 09:14:18,451 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 8:03:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.4403, loss: 0.4403 +2023-12-28 09:14:31,126 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-28 09:16:03,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:16:03,469 - pyskl - INFO - +top1_acc 0.9142 +top5_acc 0.9923 +2023-12-28 09:16:03,474 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9142, top5_acc: 0.9923 +2023-12-28 09:16:43,550 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 8:03:20, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.3772, loss: 0.3772 +2023-12-28 09:17:06,644 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 8:02:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.4166, loss: 0.4166 +2023-12-28 09:17:29,640 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 8:02:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9869, loss_cls: 0.3571, loss: 0.3571 +2023-12-28 09:17:52,712 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 8:02:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9856, loss_cls: 0.3731, loss: 0.3731 +2023-12-28 09:18:15,855 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 8:01:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.3923, loss: 0.3923 +2023-12-28 09:18:38,911 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 8:01:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 0.4052, loss: 0.4052 +2023-12-28 09:19:02,029 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 8:01:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.4121, loss: 0.4121 +2023-12-28 09:19:25,041 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 8:00:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.3841, loss: 0.3841 +2023-12-28 09:19:48,078 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 8:00:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 0.3858, loss: 0.3858 +2023-12-28 09:20:11,100 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 7:59:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.4413, loss: 0.4413 +2023-12-28 09:20:34,066 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 7:59:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.3690, loss: 0.3690 +2023-12-28 09:20:57,064 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 7:59:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 0.3661, loss: 0.3661 +2023-12-28 09:21:20,176 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 7:58:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.4102, loss: 0.4102 +2023-12-28 09:21:43,300 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 7:58:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 0.4097, loss: 0.4097 +2023-12-28 09:22:06,485 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 7:57:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9825, loss_cls: 0.4444, loss: 0.4444 +2023-12-28 09:22:29,580 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 7:57:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.4167, loss: 0.4167 +2023-12-28 09:22:52,701 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 7:57:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 0.3994, loss: 0.3994 +2023-12-28 09:23:15,891 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 7:56:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.3950, loss: 0.3950 +2023-12-28 09:23:38,926 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 7:56:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 0.4048, loss: 0.4048 +2023-12-28 09:24:01,984 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 7:55:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9869, loss_cls: 0.3560, loss: 0.3560 +2023-12-28 09:24:25,035 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 7:55:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.3517, loss: 0.3517 +2023-12-28 09:24:48,092 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 7:55:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9844, loss_cls: 0.4225, loss: 0.4225 +2023-12-28 09:25:11,292 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 7:54:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 0.4372, loss: 0.4372 +2023-12-28 09:25:24,066 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-28 09:26:56,527 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:26:56,604 - pyskl - INFO - +top1_acc 0.9160 +top5_acc 0.9927 +2023-12-28 09:26:56,609 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9160, top5_acc: 0.9927 +2023-12-28 09:27:36,996 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 7:54:13, time: 0.404, data_time: 0.174, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 0.3702, loss: 0.3702 +2023-12-28 09:28:00,091 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 7:53:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.3610, loss: 0.3610 +2023-12-28 09:28:23,110 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 7:53:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.3446, loss: 0.3446 +2023-12-28 09:28:46,147 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 7:53:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.3714, loss: 0.3714 +2023-12-28 09:29:09,202 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 7:52:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3304, loss: 0.3304 +2023-12-28 09:29:32,241 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 7:52:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.3848, loss: 0.3848 +2023-12-28 09:29:55,246 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 7:51:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.3534, loss: 0.3534 +2023-12-28 09:30:18,295 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 7:51:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9862, loss_cls: 0.3837, loss: 0.3837 +2023-12-28 09:30:41,278 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 7:51:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 0.4083, loss: 0.4083 +2023-12-28 09:31:04,250 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 7:50:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.4015, loss: 0.4015 +2023-12-28 09:31:27,245 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 7:50:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.3748, loss: 0.3748 +2023-12-28 09:31:50,248 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 7:49:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 0.4184, loss: 0.4184 +2023-12-28 09:32:13,221 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 7:49:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.3756, loss: 0.3756 +2023-12-28 09:32:36,280 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 7:49:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.3852, loss: 0.3852 +2023-12-28 09:32:59,632 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 7:48:45, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.3777, loss: 0.3777 +2023-12-28 09:33:22,924 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 7:48:22, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 0.4612, loss: 0.4612 +2023-12-28 09:33:46,141 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 7:47:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.3706, loss: 0.3706 +2023-12-28 09:34:09,293 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 7:47:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9825, loss_cls: 0.4235, loss: 0.4235 +2023-12-28 09:34:32,314 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 7:47:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9812, loss_cls: 0.4513, loss: 0.4513 +2023-12-28 09:34:55,356 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 7:46:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 0.3720, loss: 0.3720 +2023-12-28 09:35:18,475 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 7:46:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.3441, loss: 0.3441 +2023-12-28 09:35:41,571 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 7:46:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.4517, loss: 0.4517 +2023-12-28 09:36:04,561 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 7:45:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.4113, loss: 0.4113 +2023-12-28 09:36:17,284 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-28 09:37:49,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:37:49,587 - pyskl - INFO - +top1_acc 0.9150 +top5_acc 0.9940 +2023-12-28 09:37:49,591 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9150, top5_acc: 0.9940 +2023-12-28 09:38:29,830 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 7:45:05, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3260, loss: 0.3260 +2023-12-28 09:38:52,894 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 7:44:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 0.3019, loss: 0.3019 +2023-12-28 09:39:16,127 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 7:44:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.3506, loss: 0.3506 +2023-12-28 09:39:39,175 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 7:43:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.3288, loss: 0.3288 +2023-12-28 09:40:02,182 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 7:43:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.3563, loss: 0.3563 +2023-12-28 09:40:25,375 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 7:43:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.3637, loss: 0.3637 +2023-12-28 09:40:48,510 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 7:42:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.4113, loss: 0.4113 +2023-12-28 09:41:11,564 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 7:42:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.4141, loss: 0.4141 +2023-12-28 09:41:34,639 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 7:41:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3185, loss: 0.3185 +2023-12-28 09:41:57,709 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 7:41:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.3478, loss: 0.3478 +2023-12-28 09:42:20,803 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 7:41:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.3812, loss: 0.3812 +2023-12-28 09:42:43,922 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 7:40:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.3746, loss: 0.3746 +2023-12-28 09:43:06,970 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 7:40:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.3529, loss: 0.3529 +2023-12-28 09:43:30,027 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 7:40:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 0.3676, loss: 0.3676 +2023-12-28 09:43:53,013 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 7:39:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 0.3865, loss: 0.3865 +2023-12-28 09:44:16,036 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 7:39:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.3875, loss: 0.3875 +2023-12-28 09:44:39,095 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 7:38:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.4381, loss: 0.4381 +2023-12-28 09:45:02,099 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 7:38:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.3692, loss: 0.3692 +2023-12-28 09:45:25,078 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 7:38:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 0.3447, loss: 0.3447 +2023-12-28 09:45:48,112 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 7:37:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 0.3554, loss: 0.3554 +2023-12-28 09:46:11,196 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 7:37:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.3918, loss: 0.3918 +2023-12-28 09:46:34,207 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 7:36:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.3849, loss: 0.3849 +2023-12-28 09:46:57,296 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 7:36:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9944, loss_cls: 0.4096, loss: 0.4096 +2023-12-28 09:47:09,978 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-28 09:48:42,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:48:42,284 - pyskl - INFO - +top1_acc 0.9120 +top5_acc 0.9933 +2023-12-28 09:48:42,288 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9120, top5_acc: 0.9933 +2023-12-28 09:49:22,232 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 7:35:57, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 0.3864, loss: 0.3864 +2023-12-28 09:49:45,250 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 7:35:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.3433, loss: 0.3433 +2023-12-28 09:50:08,231 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 7:35:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3280, loss: 0.3280 +2023-12-28 09:50:31,256 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 7:34:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 0.3878, loss: 0.3878 +2023-12-28 09:50:54,273 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 7:34:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.3590, loss: 0.3590 +2023-12-28 09:51:17,285 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 7:34:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.3523, loss: 0.3523 +2023-12-28 09:51:40,280 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 7:33:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.3484, loss: 0.3484 +2023-12-28 09:52:03,256 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 7:33:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.3312, loss: 0.3312 +2023-12-28 09:52:26,245 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 7:32:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.3892, loss: 0.3892 +2023-12-28 09:52:49,238 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 7:32:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9881, loss_cls: 0.3615, loss: 0.3615 +2023-12-28 09:53:12,198 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 7:32:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.3861, loss: 0.3861 +2023-12-28 09:53:35,301 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 7:31:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.3950, loss: 0.3950 +2023-12-28 09:53:58,294 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 7:31:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 0.4085, loss: 0.4085 +2023-12-28 09:54:21,305 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 7:30:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.3946, loss: 0.3946 +2023-12-28 09:54:44,278 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 7:30:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.3780, loss: 0.3780 +2023-12-28 09:55:07,475 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 7:30:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 0.3723, loss: 0.3723 +2023-12-28 09:55:30,562 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 7:29:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.3854, loss: 0.3854 +2023-12-28 09:55:53,600 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 7:29:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.3705, loss: 0.3705 +2023-12-28 09:56:16,660 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 7:28:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.3698, loss: 0.3698 +2023-12-28 09:56:39,730 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 7:28:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3327, loss: 0.3327 +2023-12-28 09:57:02,740 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 7:28:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 0.3762, loss: 0.3762 +2023-12-28 09:57:25,701 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 7:27:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 0.3971, loss: 0.3971 +2023-12-28 09:57:48,667 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 7:27:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.3903, loss: 0.3903 +2023-12-28 09:58:01,295 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-28 09:59:33,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:59:33,758 - pyskl - INFO - +top1_acc 0.9259 +top5_acc 0.9932 +2023-12-28 09:59:33,762 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_96.pth was removed +2023-12-28 09:59:33,882 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2023-12-28 09:59:33,883 - pyskl - INFO - Best top1_acc is 0.9259 at 101 epoch. +2023-12-28 09:59:33,887 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9259, top5_acc: 0.9932 +2023-12-28 10:00:13,923 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 7:26:49, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.3177, loss: 0.3177 +2023-12-28 10:00:36,965 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 7:26:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 0.3186, loss: 0.3186 +2023-12-28 10:01:00,034 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 7:26:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3263, loss: 0.3263 +2023-12-28 10:01:23,222 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 7:25:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 0.3395, loss: 0.3395 +2023-12-28 10:01:46,376 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 7:25:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.3387, loss: 0.3387 +2023-12-28 10:02:09,753 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 7:24:53, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.3264, loss: 0.3264 +2023-12-28 10:02:32,962 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 7:24:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3341, loss: 0.3341 +2023-12-28 10:02:56,193 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 7:24:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9862, loss_cls: 0.3857, loss: 0.3857 +2023-12-28 10:03:19,222 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 7:23:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.3287, loss: 0.3287 +2023-12-28 10:03:42,291 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 7:23:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.3178, loss: 0.3178 +2023-12-28 10:04:05,408 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 7:22:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.3317, loss: 0.3317 +2023-12-28 10:04:28,544 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 7:22:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.3446, loss: 0.3446 +2023-12-28 10:04:51,605 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 7:22:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4029, loss: 0.4029 +2023-12-28 10:05:14,659 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 7:21:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.3059, loss: 0.3059 +2023-12-28 10:05:37,693 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 7:21:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9844, loss_cls: 0.3989, loss: 0.3989 +2023-12-28 10:06:00,718 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 7:20:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.3674, loss: 0.3674 +2023-12-28 10:06:23,769 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 7:20:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3238, loss: 0.3238 +2023-12-28 10:06:46,884 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 7:20:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9844, loss_cls: 0.3885, loss: 0.3885 +2023-12-28 10:07:09,966 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 7:19:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 0.3649, loss: 0.3649 +2023-12-28 10:07:33,053 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 7:19:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 0.3526, loss: 0.3526 +2023-12-28 10:07:56,192 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 7:19:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9856, loss_cls: 0.3697, loss: 0.3697 +2023-12-28 10:08:19,419 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 7:18:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.3955, loss: 0.3955 +2023-12-28 10:08:42,614 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 7:18:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.3554, loss: 0.3554 +2023-12-28 10:08:55,575 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-28 10:10:27,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:10:27,876 - pyskl - INFO - +top1_acc 0.9226 +top5_acc 0.9926 +2023-12-28 10:10:27,881 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9226, top5_acc: 0.9926 +2023-12-28 10:11:07,259 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 7:17:42, time: 0.394, data_time: 0.164, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3216, loss: 0.3216 +2023-12-28 10:11:30,165 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 7:17:18, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.3066, loss: 0.3066 +2023-12-28 10:11:53,117 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 7:16:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 0.3767, loss: 0.3767 +2023-12-28 10:12:16,093 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 7:16:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 0.3371, loss: 0.3371 +2023-12-28 10:12:39,078 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 7:16:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.3431, loss: 0.3431 +2023-12-28 10:13:02,072 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 7:15:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.3314, loss: 0.3314 +2023-12-28 10:13:25,047 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 7:15:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3315, loss: 0.3315 +2023-12-28 10:13:48,060 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 7:14:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 0.3168, loss: 0.3168 +2023-12-28 10:14:11,050 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 7:14:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.3304, loss: 0.3304 +2023-12-28 10:14:34,018 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 7:14:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 0.3186, loss: 0.3186 +2023-12-28 10:14:57,269 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 7:13:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 0.3628, loss: 0.3628 +2023-12-28 10:15:20,421 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 7:13:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.3587, loss: 0.3587 +2023-12-28 10:15:43,565 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 7:13:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9875, loss_cls: 0.3523, loss: 0.3523 +2023-12-28 10:16:06,749 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 7:12:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.3155, loss: 0.3155 +2023-12-28 10:16:29,813 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 7:12:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3373, loss: 0.3373 +2023-12-28 10:16:52,790 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 7:11:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.3637, loss: 0.3637 +2023-12-28 10:17:15,780 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 7:11:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.3658, loss: 0.3658 +2023-12-28 10:17:38,798 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 7:11:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3369, loss: 0.3369 +2023-12-28 10:18:01,819 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 7:10:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3478, loss: 0.3478 +2023-12-28 10:18:24,814 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 7:10:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 0.3666, loss: 0.3666 +2023-12-28 10:18:47,820 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 7:09:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 0.3650, loss: 0.3650 +2023-12-28 10:19:10,832 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 7:09:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 0.3516, loss: 0.3516 +2023-12-28 10:19:33,819 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 7:09:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 0.3864, loss: 0.3864 +2023-12-28 10:19:46,434 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-28 10:21:19,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:21:19,266 - pyskl - INFO - +top1_acc 0.9132 +top5_acc 0.9923 +2023-12-28 10:21:19,270 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9132, top5_acc: 0.9923 +2023-12-28 10:21:58,981 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 7:08:34, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.2743, loss: 0.2743 +2023-12-28 10:22:22,016 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 7:08:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9888, loss_cls: 0.3377, loss: 0.3377 +2023-12-28 10:22:45,012 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 7:07:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.3271, loss: 0.3271 +2023-12-28 10:23:08,008 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 7:07:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3225, loss: 0.3225 +2023-12-28 10:23:31,018 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 7:07:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 0.3428, loss: 0.3428 +2023-12-28 10:23:54,047 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 7:06:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9875, loss_cls: 0.3221, loss: 0.3221 +2023-12-28 10:24:17,032 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 7:06:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 0.3173, loss: 0.3173 +2023-12-28 10:24:40,205 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 7:05:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.3562, loss: 0.3562 +2023-12-28 10:25:03,472 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 7:05:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.3458, loss: 0.3458 +2023-12-28 10:25:26,671 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 7:05:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.3172, loss: 0.3172 +2023-12-28 10:25:49,882 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 7:04:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3066, loss: 0.3066 +2023-12-28 10:26:12,964 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 7:04:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.3395, loss: 0.3395 +2023-12-28 10:26:36,002 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 7:03:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.3325, loss: 0.3325 +2023-12-28 10:26:59,242 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 7:03:30, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.3480, loss: 0.3480 +2023-12-28 10:27:22,498 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 7:03:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9894, loss_cls: 0.3079, loss: 0.3079 +2023-12-28 10:27:45,537 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 7:02:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 0.3458, loss: 0.3458 +2023-12-28 10:28:08,579 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 7:02:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.3634, loss: 0.3634 +2023-12-28 10:28:31,606 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 7:01:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.3383, loss: 0.3383 +2023-12-28 10:28:54,749 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 7:01:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.3654, loss: 0.3654 +2023-12-28 10:29:17,967 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 7:01:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.3377, loss: 0.3377 +2023-12-28 10:29:41,069 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 7:00:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.3894, loss: 0.3894 +2023-12-28 10:30:04,225 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 7:00:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.3490, loss: 0.3490 +2023-12-28 10:30:27,327 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 7:00:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.3378, loss: 0.3378 +2023-12-28 10:30:39,969 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-28 10:32:12,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:32:12,246 - pyskl - INFO - +top1_acc 0.9281 +top5_acc 0.9944 +2023-12-28 10:32:12,250 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_101.pth was removed +2023-12-28 10:32:12,377 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2023-12-28 10:32:12,377 - pyskl - INFO - Best top1_acc is 0.9281 at 104 epoch. +2023-12-28 10:32:12,382 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9281, top5_acc: 0.9944 +2023-12-28 10:32:52,932 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 6:59:26, time: 0.405, data_time: 0.174, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.3098, loss: 0.3098 +2023-12-28 10:33:16,039 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 6:59:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9869, loss_cls: 0.3111, loss: 0.3111 +2023-12-28 10:33:39,136 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 6:58:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 0.3030, loss: 0.3030 +2023-12-28 10:34:02,244 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 6:58:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9919, loss_cls: 0.2829, loss: 0.2829 +2023-12-28 10:34:25,310 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 6:57:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9906, loss_cls: 0.2876, loss: 0.2876 +2023-12-28 10:34:48,393 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 6:57:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.3074, loss: 0.3074 +2023-12-28 10:35:11,456 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 6:57:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3131, loss: 0.3131 +2023-12-28 10:35:34,484 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 6:56:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3054, loss: 0.3054 +2023-12-28 10:35:57,662 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 6:56:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.3424, loss: 0.3424 +2023-12-28 10:36:20,857 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 6:55:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.3180, loss: 0.3180 +2023-12-28 10:36:43,986 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 6:55:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 0.3315, loss: 0.3315 +2023-12-28 10:37:07,084 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 6:55:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.3253, loss: 0.3253 +2023-12-28 10:37:30,187 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 6:54:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.3371, loss: 0.3371 +2023-12-28 10:37:53,233 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 6:54:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9900, loss_cls: 0.3179, loss: 0.3179 +2023-12-28 10:38:16,277 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 6:54:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9869, loss_cls: 0.3441, loss: 0.3441 +2023-12-28 10:38:39,304 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 6:53:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.3197, loss: 0.3197 +2023-12-28 10:39:02,330 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 6:53:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 0.3529, loss: 0.3529 +2023-12-28 10:39:25,351 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 6:52:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3592, loss: 0.3592 +2023-12-28 10:39:48,437 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 6:52:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.3250, loss: 0.3250 +2023-12-28 10:40:11,504 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 6:52:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9888, loss_cls: 0.3450, loss: 0.3450 +2023-12-28 10:40:34,571 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 6:51:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.2917, loss: 0.2917 +2023-12-28 10:40:57,615 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 6:51:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.3436, loss: 0.3436 +2023-12-28 10:41:20,655 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 6:50:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3131, loss: 0.3131 +2023-12-28 10:41:33,403 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-28 10:43:05,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:43:05,695 - pyskl - INFO - +top1_acc 0.9238 +top5_acc 0.9928 +2023-12-28 10:43:05,700 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9238, top5_acc: 0.9928 +2023-12-28 10:43:45,374 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 6:50:19, time: 0.397, data_time: 0.166, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3043, loss: 0.3043 +2023-12-28 10:44:08,364 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 6:49:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9881, loss_cls: 0.3235, loss: 0.3235 +2023-12-28 10:44:31,350 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 6:49:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.3184, loss: 0.3184 +2023-12-28 10:44:54,325 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 6:49:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9894, loss_cls: 0.2833, loss: 0.2833 +2023-12-28 10:45:17,304 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 6:48:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.3106, loss: 0.3106 +2023-12-28 10:45:40,285 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 6:48:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.2997, loss: 0.2997 +2023-12-28 10:46:03,271 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 6:47:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.2919, loss: 0.2919 +2023-12-28 10:46:26,316 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 6:47:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3011, loss: 0.3011 +2023-12-28 10:46:49,411 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 6:47:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.3132, loss: 0.3132 +2023-12-28 10:47:12,446 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 6:46:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.3193, loss: 0.3193 +2023-12-28 10:47:35,505 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 6:46:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.3421, loss: 0.3421 +2023-12-28 10:47:58,716 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 6:46:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.3502, loss: 0.3502 +2023-12-28 10:48:21,785 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 6:45:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.3041, loss: 0.3041 +2023-12-28 10:48:44,772 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 6:45:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 0.3454, loss: 0.3454 +2023-12-28 10:49:07,750 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 6:44:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.3705, loss: 0.3705 +2023-12-28 10:49:30,734 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 6:44:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 0.3837, loss: 0.3837 +2023-12-28 10:49:53,745 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 6:44:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 0.3124, loss: 0.3124 +2023-12-28 10:50:16,806 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 6:43:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.3066, loss: 0.3066 +2023-12-28 10:50:39,803 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 6:43:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.3512, loss: 0.3512 +2023-12-28 10:51:02,808 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 6:42:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.3542, loss: 0.3542 +2023-12-28 10:51:25,791 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 6:42:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 0.3621, loss: 0.3621 +2023-12-28 10:51:48,765 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 6:42:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 0.3046, loss: 0.3046 +2023-12-28 10:52:11,733 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 6:41:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 0.3052, loss: 0.3052 +2023-12-28 10:52:24,392 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-28 10:53:56,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:53:56,759 - pyskl - INFO - +top1_acc 0.9323 +top5_acc 0.9942 +2023-12-28 10:53:56,763 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_104.pth was removed +2023-12-28 10:53:56,890 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2023-12-28 10:53:56,890 - pyskl - INFO - Best top1_acc is 0.9323 at 106 epoch. +2023-12-28 10:53:56,895 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9323, top5_acc: 0.9942 +2023-12-28 10:54:36,968 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 6:41:11, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.3062, loss: 0.3062 +2023-12-28 10:55:00,022 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 6:40:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.2763, loss: 0.2763 +2023-12-28 10:55:23,072 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 6:40:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.2793, loss: 0.2793 +2023-12-28 10:55:46,138 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 6:40:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.2895, loss: 0.2895 +2023-12-28 10:56:09,325 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 6:39:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.3276, loss: 0.3276 +2023-12-28 10:56:32,479 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 6:39:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.3269, loss: 0.3269 +2023-12-28 10:56:55,579 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 6:38:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 0.2982, loss: 0.2982 +2023-12-28 10:57:18,704 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 6:38:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3113, loss: 0.3113 +2023-12-28 10:57:41,836 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 6:38:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.3197, loss: 0.3197 +2023-12-28 10:58:04,959 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 6:37:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3033, loss: 0.3033 +2023-12-28 10:58:28,037 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 6:37:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.2757, loss: 0.2757 +2023-12-28 10:58:51,338 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 6:36:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 0.3481, loss: 0.3481 +2023-12-28 10:59:14,392 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 6:36:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 0.3140, loss: 0.3140 +2023-12-28 10:59:37,572 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 6:36:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 0.2710, loss: 0.2710 +2023-12-28 11:00:00,708 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 6:35:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3095, loss: 0.3095 +2023-12-28 11:00:23,799 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 6:35:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 0.3175, loss: 0.3175 +2023-12-28 11:00:46,846 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 6:34:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.2980, loss: 0.2980 +2023-12-28 11:01:09,942 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 6:34:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.3167, loss: 0.3167 +2023-12-28 11:01:33,109 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 6:34:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.3016, loss: 0.3016 +2023-12-28 11:01:56,278 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 6:33:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.3321, loss: 0.3321 +2023-12-28 11:02:19,430 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 6:33:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.3544, loss: 0.3544 +2023-12-28 11:02:42,494 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 6:33:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9862, loss_cls: 0.3552, loss: 0.3552 +2023-12-28 11:03:05,528 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 6:32:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9888, loss_cls: 0.3084, loss: 0.3084 +2023-12-28 11:03:18,249 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-28 11:04:50,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:04:50,603 - pyskl - INFO - +top1_acc 0.9315 +top5_acc 0.9938 +2023-12-28 11:04:50,607 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9315, top5_acc: 0.9938 +2023-12-28 11:05:30,305 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 6:32:03, time: 0.397, data_time: 0.166, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 0.2867, loss: 0.2867 +2023-12-28 11:05:53,357 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 6:31:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.2857, loss: 0.2857 +2023-12-28 11:06:16,545 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 6:31:17, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.2607, loss: 0.2607 +2023-12-28 11:06:39,682 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 6:30:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.2667, loss: 0.2667 +2023-12-28 11:07:02,750 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 6:30:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.2873, loss: 0.2873 +2023-12-28 11:07:25,764 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 6:30:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.2916, loss: 0.2916 +2023-12-28 11:07:48,896 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 6:29:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.2831, loss: 0.2831 +2023-12-28 11:08:12,040 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 6:29:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.2688, loss: 0.2688 +2023-12-28 11:08:35,276 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 6:28:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3042, loss: 0.3042 +2023-12-28 11:08:58,362 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 6:28:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.3378, loss: 0.3378 +2023-12-28 11:09:21,674 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 6:28:10, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.2920, loss: 0.2920 +2023-12-28 11:09:44,950 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 6:27:47, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.2754, loss: 0.2754 +2023-12-28 11:10:08,084 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 6:27:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.2712, loss: 0.2712 +2023-12-28 11:10:31,156 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 6:27:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9881, loss_cls: 0.3117, loss: 0.3117 +2023-12-28 11:10:54,218 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 6:26:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 0.2975, loss: 0.2975 +2023-12-28 11:11:17,272 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 6:26:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3010, loss: 0.3010 +2023-12-28 11:11:40,362 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 6:25:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.2824, loss: 0.2824 +2023-12-28 11:12:03,503 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 6:25:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.2801, loss: 0.2801 +2023-12-28 11:12:26,570 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 6:25:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.2915, loss: 0.2915 +2023-12-28 11:12:49,913 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 6:24:40, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.2843, loss: 0.2843 +2023-12-28 11:13:13,194 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 6:24:17, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9906, loss_cls: 0.2722, loss: 0.2722 +2023-12-28 11:13:36,362 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 6:23:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.3083, loss: 0.3083 +2023-12-28 11:13:59,437 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 6:23:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.2913, loss: 0.2913 +2023-12-28 11:14:12,145 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-28 11:15:44,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:15:44,354 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9920 +2023-12-28 11:15:44,358 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9181, top5_acc: 0.9920 +2023-12-28 11:16:24,551 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 6:22:56, time: 0.402, data_time: 0.170, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2539, loss: 0.2539 +2023-12-28 11:16:47,610 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 6:22:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.2497, loss: 0.2497 +2023-12-28 11:17:10,651 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 6:22:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.2843, loss: 0.2843 +2023-12-28 11:17:33,773 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 6:21:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.3086, loss: 0.3086 +2023-12-28 11:17:56,874 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 6:21:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.2593, loss: 0.2593 +2023-12-28 11:18:20,023 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 6:21:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 0.2751, loss: 0.2751 +2023-12-28 11:18:43,024 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 6:20:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.2982, loss: 0.2982 +2023-12-28 11:19:06,247 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 6:20:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.2878, loss: 0.2878 +2023-12-28 11:19:29,479 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 6:19:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.2968, loss: 0.2968 +2023-12-28 11:19:52,723 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 6:19:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.2637, loss: 0.2637 +2023-12-28 11:20:15,920 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 6:19:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.3022, loss: 0.3022 +2023-12-28 11:20:39,085 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 6:18:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.2762, loss: 0.2762 +2023-12-28 11:21:02,216 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 6:18:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 0.2935, loss: 0.2935 +2023-12-28 11:21:25,258 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 6:17:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9888, loss_cls: 0.2982, loss: 0.2982 +2023-12-28 11:21:48,332 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 6:17:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.2602, loss: 0.2602 +2023-12-28 11:22:11,552 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 6:17:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.3541, loss: 0.3541 +2023-12-28 11:22:34,781 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 6:16:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.2970, loss: 0.2970 +2023-12-28 11:22:57,822 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 6:16:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.2950, loss: 0.2950 +2023-12-28 11:23:20,954 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 6:15:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 0.2858, loss: 0.2858 +2023-12-28 11:23:44,049 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 6:15:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.2890, loss: 0.2890 +2023-12-28 11:24:07,124 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 6:15:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.2971, loss: 0.2971 +2023-12-28 11:24:30,147 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 6:14:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.3151, loss: 0.3151 +2023-12-28 11:24:53,202 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 6:14:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.2928, loss: 0.2928 +2023-12-28 11:25:05,917 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-28 11:26:37,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:26:38,029 - pyskl - INFO - +top1_acc 0.9330 +top5_acc 0.9946 +2023-12-28 11:26:38,033 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_106.pth was removed +2023-12-28 11:26:38,160 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2023-12-28 11:26:38,160 - pyskl - INFO - Best top1_acc is 0.9330 at 109 epoch. +2023-12-28 11:26:38,165 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9330, top5_acc: 0.9946 +2023-12-28 11:27:18,193 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 6:13:49, time: 0.400, data_time: 0.168, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2206, loss: 0.2206 +2023-12-28 11:27:41,413 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 6:13:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2343, loss: 0.2343 +2023-12-28 11:28:04,757 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 6:13:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.2664, loss: 0.2664 +2023-12-28 11:28:27,876 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 6:12:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.2909, loss: 0.2909 +2023-12-28 11:28:51,053 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 6:12:16, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.2764, loss: 0.2764 +2023-12-28 11:29:14,102 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 6:11:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.2587, loss: 0.2587 +2023-12-28 11:29:37,060 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 6:11:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.2764, loss: 0.2764 +2023-12-28 11:30:00,094 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 6:11:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.2730, loss: 0.2730 +2023-12-28 11:30:23,172 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 6:10:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.2681, loss: 0.2681 +2023-12-28 11:30:46,123 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 6:10:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2362, loss: 0.2362 +2023-12-28 11:31:09,064 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 6:09:56, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.2662, loss: 0.2662 +2023-12-28 11:31:32,025 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 6:09:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9906, loss_cls: 0.2860, loss: 0.2860 +2023-12-28 11:31:55,018 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 6:09:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9900, loss_cls: 0.3064, loss: 0.3064 +2023-12-28 11:32:18,085 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 6:08:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3085, loss: 0.3085 +2023-12-28 11:32:41,276 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 6:08:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9875, loss_cls: 0.3329, loss: 0.3329 +2023-12-28 11:33:04,480 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 6:07:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.3085, loss: 0.3085 +2023-12-28 11:33:27,501 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 6:07:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9900, loss_cls: 0.3059, loss: 0.3059 +2023-12-28 11:33:50,529 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 6:07:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.2835, loss: 0.2835 +2023-12-28 11:34:13,531 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 6:06:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 0.2815, loss: 0.2815 +2023-12-28 11:34:36,530 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 6:06:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.2522, loss: 0.2522 +2023-12-28 11:34:59,506 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 6:06:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.2883, loss: 0.2883 +2023-12-28 11:35:22,523 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 6:05:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 0.3145, loss: 0.3145 +2023-12-28 11:35:45,508 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 6:05:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9906, loss_cls: 0.3012, loss: 0.3012 +2023-12-28 11:35:58,247 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-28 11:37:30,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:37:30,486 - pyskl - INFO - +top1_acc 0.9341 +top5_acc 0.9937 +2023-12-28 11:37:30,490 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_109.pth was removed +2023-12-28 11:37:30,611 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2023-12-28 11:37:30,611 - pyskl - INFO - Best top1_acc is 0.9341 at 110 epoch. +2023-12-28 11:37:30,616 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9341, top5_acc: 0.9937 +2023-12-28 11:38:10,704 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 6:04:41, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 0.2400, loss: 0.2400 +2023-12-28 11:38:33,764 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 6:04:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.2530, loss: 0.2530 +2023-12-28 11:38:56,863 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 6:03:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9919, loss_cls: 0.2563, loss: 0.2563 +2023-12-28 11:39:19,922 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 6:03:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.2830, loss: 0.2830 +2023-12-28 11:39:43,073 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 6:03:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.2715, loss: 0.2715 +2023-12-28 11:40:06,138 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 6:02:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.2560, loss: 0.2560 +2023-12-28 11:40:29,335 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 6:02:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.2575, loss: 0.2575 +2023-12-28 11:40:52,538 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 6:01:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 0.2611, loss: 0.2611 +2023-12-28 11:41:15,789 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 6:01:35, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 0.2410, loss: 0.2410 +2023-12-28 11:41:38,992 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 6:01:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.2366, loss: 0.2366 +2023-12-28 11:42:02,071 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 6:00:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.2701, loss: 0.2701 +2023-12-28 11:42:25,077 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 6:00:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 0.2998, loss: 0.2998 +2023-12-28 11:42:48,045 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 6:00:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.2783, loss: 0.2783 +2023-12-28 11:43:11,062 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 5:59:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.2476, loss: 0.2476 +2023-12-28 11:43:34,142 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 5:59:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.2641, loss: 0.2641 +2023-12-28 11:43:57,362 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 5:58:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 0.2615, loss: 0.2615 +2023-12-28 11:44:20,333 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 5:58:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.2698, loss: 0.2698 +2023-12-28 11:44:43,391 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 5:58:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.2902, loss: 0.2902 +2023-12-28 11:45:06,462 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 5:57:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9925, loss_cls: 0.2771, loss: 0.2771 +2023-12-28 11:45:29,472 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 5:57:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.3310, loss: 0.3310 +2023-12-28 11:45:52,472 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 5:56:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9919, loss_cls: 0.2663, loss: 0.2663 +2023-12-28 11:46:15,498 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 5:56:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 0.2329, loss: 0.2329 +2023-12-28 11:46:38,484 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 5:56:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.2354, loss: 0.2354 +2023-12-28 11:46:51,199 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-28 11:48:22,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:48:23,072 - pyskl - INFO - +top1_acc 0.9283 +top5_acc 0.9932 +2023-12-28 11:48:23,077 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9283, top5_acc: 0.9932 +2023-12-28 11:49:03,051 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 5:55:34, time: 0.400, data_time: 0.168, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.2695, loss: 0.2695 +2023-12-28 11:49:26,165 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 5:55:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.2530, loss: 0.2530 +2023-12-28 11:49:49,209 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 5:54:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2280, loss: 0.2280 +2023-12-28 11:50:12,340 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 5:54:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 0.2447, loss: 0.2447 +2023-12-28 11:50:35,542 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 5:54:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.2925, loss: 0.2925 +2023-12-28 11:50:58,717 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 5:53:37, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.2509, loss: 0.2509 +2023-12-28 11:51:21,934 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 5:53:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.2281, loss: 0.2281 +2023-12-28 11:51:45,185 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 5:52:51, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 0.2232, loss: 0.2232 +2023-12-28 11:52:08,286 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 5:52:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9906, loss_cls: 0.2549, loss: 0.2549 +2023-12-28 11:52:31,396 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 5:52:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.2577, loss: 0.2577 +2023-12-28 11:52:54,501 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 5:51:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.2509, loss: 0.2509 +2023-12-28 11:53:17,619 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 5:51:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.2442, loss: 0.2442 +2023-12-28 11:53:40,760 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 5:50:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.2453, loss: 0.2453 +2023-12-28 11:54:03,974 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 5:50:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2227, loss: 0.2227 +2023-12-28 11:54:27,154 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 5:50:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.3172, loss: 0.3172 +2023-12-28 11:54:50,220 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 5:49:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.2862, loss: 0.2862 +2023-12-28 11:55:13,411 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 5:49:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2504, loss: 0.2504 +2023-12-28 11:55:36,610 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 5:48:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.3081, loss: 0.3081 +2023-12-28 11:55:59,807 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 5:48:34, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 0.2759, loss: 0.2759 +2023-12-28 11:56:22,918 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 5:48:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.2802, loss: 0.2802 +2023-12-28 11:56:46,021 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 5:47:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.2950, loss: 0.2950 +2023-12-28 11:57:09,269 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 5:47:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.2824, loss: 0.2824 +2023-12-28 11:57:32,421 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 5:47:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3001, loss: 0.3001 +2023-12-28 11:57:45,117 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-28 11:59:17,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:59:17,657 - pyskl - INFO - +top1_acc 0.9304 +top5_acc 0.9930 +2023-12-28 11:59:17,662 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9304, top5_acc: 0.9930 +2023-12-28 11:59:57,410 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 5:46:27, time: 0.397, data_time: 0.167, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2056, loss: 0.2056 +2023-12-28 12:00:20,388 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 5:46:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9919, loss_cls: 0.2461, loss: 0.2461 +2023-12-28 12:00:43,523 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 5:45:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 0.2144, loss: 0.2144 +2023-12-28 12:01:06,569 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 5:45:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 0.2135, loss: 0.2135 +2023-12-28 12:01:29,704 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 5:44:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.2399, loss: 0.2399 +2023-12-28 12:01:52,826 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 5:44:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.1991, loss: 0.1991 +2023-12-28 12:02:15,988 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 5:44:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 0.2133, loss: 0.2133 +2023-12-28 12:02:39,083 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 5:43:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.2377, loss: 0.2377 +2023-12-28 12:03:02,071 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 5:43:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9906, loss_cls: 0.2258, loss: 0.2258 +2023-12-28 12:03:25,014 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 5:42:57, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.2274, loss: 0.2274 +2023-12-28 12:03:47,974 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 5:42:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.2628, loss: 0.2628 +2023-12-28 12:04:10,943 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 5:42:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.2133, loss: 0.2133 +2023-12-28 12:04:33,924 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 5:41:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.2801, loss: 0.2801 +2023-12-28 12:04:56,934 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 5:41:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.2818, loss: 0.2818 +2023-12-28 12:05:19,970 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 5:41:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 0.2851, loss: 0.2851 +2023-12-28 12:05:43,091 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 5:40:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 0.2952, loss: 0.2952 +2023-12-28 12:06:06,308 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 5:40:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 0.2223, loss: 0.2223 +2023-12-28 12:06:29,481 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 5:39:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 0.2629, loss: 0.2629 +2023-12-28 12:06:52,601 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 5:39:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.2705, loss: 0.2705 +2023-12-28 12:07:15,789 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 5:39:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 0.2482, loss: 0.2482 +2023-12-28 12:07:38,957 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 5:38:40, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.3102, loss: 0.3102 +2023-12-28 12:08:02,044 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 5:38:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.2820, loss: 0.2820 +2023-12-28 12:08:25,108 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 5:37:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.2759, loss: 0.2759 +2023-12-28 12:08:37,831 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-28 12:10:10,248 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:10:10,326 - pyskl - INFO - +top1_acc 0.9248 +top5_acc 0.9937 +2023-12-28 12:10:10,330 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9248, top5_acc: 0.9937 +2023-12-28 12:10:50,407 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 5:37:19, time: 0.401, data_time: 0.169, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.2181, loss: 0.2181 +2023-12-28 12:11:13,501 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 5:36:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9925, loss_cls: 0.2357, loss: 0.2357 +2023-12-28 12:11:36,510 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 5:36:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9925, loss_cls: 0.2287, loss: 0.2287 +2023-12-28 12:11:59,546 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 5:36:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9906, loss_cls: 0.2265, loss: 0.2265 +2023-12-28 12:12:22,575 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 5:35:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.2585, loss: 0.2585 +2023-12-28 12:12:45,687 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 5:35:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2142, loss: 0.2142 +2023-12-28 12:13:08,768 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 5:34:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2339, loss: 0.2339 +2023-12-28 12:13:31,904 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 5:34:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2258, loss: 0.2258 +2023-12-28 12:13:54,926 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 5:34:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2377, loss: 0.2377 +2023-12-28 12:14:18,067 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 5:33:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 0.2239, loss: 0.2239 +2023-12-28 12:14:41,086 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 5:33:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.2336, loss: 0.2336 +2023-12-28 12:15:04,102 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 5:33:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2024, loss: 0.2024 +2023-12-28 12:15:27,172 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 5:32:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.2472, loss: 0.2472 +2023-12-28 12:15:50,189 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 5:32:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.2296, loss: 0.2296 +2023-12-28 12:16:13,194 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 5:31:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.2444, loss: 0.2444 +2023-12-28 12:16:36,195 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 5:31:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.2464, loss: 0.2464 +2023-12-28 12:16:59,196 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 5:31:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.2261, loss: 0.2261 +2023-12-28 12:17:22,226 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 5:30:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.2661, loss: 0.2661 +2023-12-28 12:17:45,256 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 5:30:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.2568, loss: 0.2568 +2023-12-28 12:18:08,345 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 5:29:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2133, loss: 0.2133 +2023-12-28 12:18:31,366 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 5:29:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2443, loss: 0.2443 +2023-12-28 12:18:54,325 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 5:29:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.2492, loss: 0.2492 +2023-12-28 12:19:17,296 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 5:28:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9912, loss_cls: 0.2484, loss: 0.2484 +2023-12-28 12:19:29,950 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-28 12:21:02,189 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:21:02,267 - pyskl - INFO - +top1_acc 0.9389 +top5_acc 0.9940 +2023-12-28 12:21:02,272 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_110.pth was removed +2023-12-28 12:21:02,394 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2023-12-28 12:21:02,395 - pyskl - INFO - Best top1_acc is 0.9389 at 114 epoch. +2023-12-28 12:21:02,399 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9389, top5_acc: 0.9940 +2023-12-28 12:21:42,758 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 5:28:11, time: 0.404, data_time: 0.172, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.2556, loss: 0.2556 +2023-12-28 12:22:05,993 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 5:27:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2065, loss: 0.2065 +2023-12-28 12:22:29,149 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 5:27:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9938, loss_cls: 0.2037, loss: 0.2037 +2023-12-28 12:22:52,247 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 5:27:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 0.2381, loss: 0.2381 +2023-12-28 12:23:15,325 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 5:26:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2137, loss: 0.2137 +2023-12-28 12:23:38,498 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 5:26:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 0.2044, loss: 0.2044 +2023-12-28 12:24:01,544 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 5:25:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2097, loss: 0.2097 +2023-12-28 12:24:24,590 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 5:25:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2151, loss: 0.2151 +2023-12-28 12:24:47,658 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 5:25:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 0.2199, loss: 0.2199 +2023-12-28 12:25:10,761 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 5:24:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9944, loss_cls: 0.1846, loss: 0.1846 +2023-12-28 12:25:33,870 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 5:24:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2237, loss: 0.2237 +2023-12-28 12:25:57,076 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 5:23:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.2416, loss: 0.2416 +2023-12-28 12:26:20,134 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 5:23:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9925, loss_cls: 0.2418, loss: 0.2418 +2023-12-28 12:26:43,314 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 5:23:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2139, loss: 0.2139 +2023-12-28 12:27:06,571 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 5:22:45, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9900, loss_cls: 0.2387, loss: 0.2387 +2023-12-28 12:27:29,719 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 5:22:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2359, loss: 0.2359 +2023-12-28 12:27:52,951 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 5:21:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.2154, loss: 0.2154 +2023-12-28 12:28:16,037 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 5:21:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 0.2582, loss: 0.2582 +2023-12-28 12:28:39,120 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 5:21:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2211, loss: 0.2211 +2023-12-28 12:29:02,176 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 5:20:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2380, loss: 0.2380 +2023-12-28 12:29:25,197 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 5:20:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2232, loss: 0.2232 +2023-12-28 12:29:48,229 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 5:20:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.2397, loss: 0.2397 +2023-12-28 12:30:11,275 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 5:19:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.2580, loss: 0.2580 +2023-12-28 12:30:23,909 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-28 12:31:55,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:31:56,033 - pyskl - INFO - +top1_acc 0.9390 +top5_acc 0.9940 +2023-12-28 12:31:56,037 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_114.pth was removed +2023-12-28 12:31:56,164 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-28 12:31:56,164 - pyskl - INFO - Best top1_acc is 0.9390 at 115 epoch. +2023-12-28 12:31:56,169 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9390, top5_acc: 0.9940 +2023-12-28 12:32:36,136 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 5:19:04, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9931, loss_cls: 0.2145, loss: 0.2145 +2023-12-28 12:32:59,147 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 5:18:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 0.2186, loss: 0.2186 +2023-12-28 12:33:22,149 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 5:18:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9944, loss_cls: 0.1836, loss: 0.1836 +2023-12-28 12:33:45,309 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 5:17:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9925, loss_cls: 0.2005, loss: 0.2005 +2023-12-28 12:34:08,420 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 5:17:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2242, loss: 0.2242 +2023-12-28 12:34:31,694 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 5:17:07, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 0.2382, loss: 0.2382 +2023-12-28 12:34:54,822 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 5:16:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9925, loss_cls: 0.2139, loss: 0.2139 +2023-12-28 12:35:17,932 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 5:16:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.1889, loss: 0.1889 +2023-12-28 12:35:41,026 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 5:15:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2295, loss: 0.2295 +2023-12-28 12:36:04,086 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 5:15:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 0.2011, loss: 0.2011 +2023-12-28 12:36:27,096 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 5:15:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2051, loss: 0.2051 +2023-12-28 12:36:50,099 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 5:14:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2110, loss: 0.2110 +2023-12-28 12:37:13,117 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 5:14:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2013, loss: 0.2013 +2023-12-28 12:37:36,184 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 5:14:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 0.2394, loss: 0.2394 +2023-12-28 12:37:59,228 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 5:13:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9912, loss_cls: 0.2265, loss: 0.2265 +2023-12-28 12:38:22,282 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 5:13:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2194, loss: 0.2194 +2023-12-28 12:38:45,391 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 5:12:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2220, loss: 0.2220 +2023-12-28 12:39:08,429 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 5:12:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.2504, loss: 0.2504 +2023-12-28 12:39:31,439 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 5:12:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 0.2260, loss: 0.2260 +2023-12-28 12:39:54,465 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 5:11:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2275, loss: 0.2275 +2023-12-28 12:40:17,521 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 5:11:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2069, loss: 0.2069 +2023-12-28 12:40:40,597 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 5:10:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9894, loss_cls: 0.2803, loss: 0.2803 +2023-12-28 12:41:03,634 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 5:10:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9919, loss_cls: 0.2306, loss: 0.2306 +2023-12-28 12:41:16,383 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-28 12:42:48,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:42:48,600 - pyskl - INFO - +top1_acc 0.9341 +top5_acc 0.9947 +2023-12-28 12:42:48,604 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9341, top5_acc: 0.9947 +2023-12-28 12:43:28,730 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 5:09:56, time: 0.401, data_time: 0.171, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 0.2020, loss: 0.2020 +2023-12-28 12:43:51,683 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 5:09:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2156, loss: 0.2156 +2023-12-28 12:44:14,665 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 5:09:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.1940, loss: 0.1940 +2023-12-28 12:44:37,701 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 5:08:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2044, loss: 0.2044 +2023-12-28 12:45:00,803 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 5:08:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 0.2126, loss: 0.2126 +2023-12-28 12:45:23,862 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 5:08:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9944, loss_cls: 0.1816, loss: 0.1816 +2023-12-28 12:45:46,912 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 5:07:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.1958, loss: 0.1958 +2023-12-28 12:46:09,997 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 5:07:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.1946, loss: 0.1946 +2023-12-28 12:46:33,112 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 5:06:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9950, loss_cls: 0.2062, loss: 0.2062 +2023-12-28 12:46:56,152 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 5:06:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2306, loss: 0.2306 +2023-12-28 12:47:19,485 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 5:06:03, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.1863, loss: 0.1863 +2023-12-28 12:47:42,918 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 5:05:40, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2105, loss: 0.2105 +2023-12-28 12:48:06,031 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 5:05:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9944, loss_cls: 0.1954, loss: 0.1954 +2023-12-28 12:48:29,087 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 5:04:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.1818, loss: 0.1818 +2023-12-28 12:48:52,113 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 5:04:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.1964, loss: 0.1964 +2023-12-28 12:49:15,150 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 5:04:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2030, loss: 0.2030 +2023-12-28 12:49:38,182 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 5:03:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2168, loss: 0.2168 +2023-12-28 12:50:01,276 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 5:03:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.2159, loss: 0.2159 +2023-12-28 12:50:24,546 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 5:02:56, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 0.2257, loss: 0.2257 +2023-12-28 12:50:47,673 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 5:02:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9919, loss_cls: 0.2198, loss: 0.2198 +2023-12-28 12:51:10,664 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 5:02:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.2733, loss: 0.2733 +2023-12-28 12:51:33,641 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 5:01:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2059, loss: 0.2059 +2023-12-28 12:51:56,702 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 5:01:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2144, loss: 0.2144 +2023-12-28 12:52:09,411 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-28 12:53:41,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:53:41,837 - pyskl - INFO - +top1_acc 0.9405 +top5_acc 0.9943 +2023-12-28 12:53:41,842 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_115.pth was removed +2023-12-28 12:53:41,969 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2023-12-28 12:53:41,969 - pyskl - INFO - Best top1_acc is 0.9405 at 117 epoch. +2023-12-28 12:53:41,975 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9405, top5_acc: 0.9943 +2023-12-28 12:54:21,875 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 5:00:49, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.2246, loss: 0.2246 +2023-12-28 12:54:44,812 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 5:00:25, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9944, loss_cls: 0.1908, loss: 0.1908 +2023-12-28 12:55:07,821 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 5:00:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1658, loss: 0.1658 +2023-12-28 12:55:30,894 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 4:59:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9962, loss_cls: 0.1693, loss: 0.1693 +2023-12-28 12:55:53,910 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 4:59:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.1766, loss: 0.1766 +2023-12-28 12:56:16,915 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 4:58:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2051, loss: 0.2051 +2023-12-28 12:56:39,919 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 4:58:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.1695, loss: 0.1695 +2023-12-28 12:57:02,991 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 4:58:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9944, loss_cls: 0.1940, loss: 0.1940 +2023-12-28 12:57:26,187 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 4:57:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 0.1928, loss: 0.1928 +2023-12-28 12:57:49,333 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 4:57:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.1736, loss: 0.1736 +2023-12-28 12:58:12,376 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 4:56:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9931, loss_cls: 0.1876, loss: 0.1876 +2023-12-28 12:58:35,427 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 4:56:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9931, loss_cls: 0.1868, loss: 0.1868 +2023-12-28 12:58:58,464 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 4:56:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.2374, loss: 0.2374 +2023-12-28 12:59:21,494 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 4:55:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1793, loss: 0.1793 +2023-12-28 12:59:44,525 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 4:55:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.2182, loss: 0.2182 +2023-12-28 13:00:07,532 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 4:54:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2279, loss: 0.2279 +2023-12-28 13:00:30,521 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 4:54:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 0.1705, loss: 0.1705 +2023-12-28 13:00:53,510 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 4:54:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.1954, loss: 0.1954 +2023-12-28 13:01:16,626 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 4:53:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2119, loss: 0.2119 +2023-12-28 13:01:39,646 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 4:53:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.1865, loss: 0.1865 +2023-12-28 13:02:02,864 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 4:53:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.2042, loss: 0.2042 +2023-12-28 13:02:25,897 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 4:52:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2120, loss: 0.2120 +2023-12-28 13:02:48,914 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 4:52:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.2091, loss: 0.2091 +2023-12-28 13:03:01,667 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-28 13:04:33,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:04:34,073 - pyskl - INFO - +top1_acc 0.9474 +top5_acc 0.9947 +2023-12-28 13:04:34,077 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_117.pth was removed +2023-12-28 13:04:34,202 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2023-12-28 13:04:34,203 - pyskl - INFO - Best top1_acc is 0.9474 at 118 epoch. +2023-12-28 13:04:34,209 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9474, top5_acc: 0.9947 +2023-12-28 13:05:14,175 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 4:51:41, time: 0.400, data_time: 0.168, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9950, loss_cls: 0.1483, loss: 0.1483 +2023-12-28 13:05:37,326 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 4:51:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.1599, loss: 0.1599 +2023-12-28 13:06:00,397 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 4:50:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 0.1503, loss: 0.1503 +2023-12-28 13:06:23,556 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 4:50:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1746, loss: 0.1746 +2023-12-28 13:06:46,679 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 4:50:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 0.1957, loss: 0.1957 +2023-12-28 13:07:09,706 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 4:49:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.1701, loss: 0.1701 +2023-12-28 13:07:32,694 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 4:49:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 0.1689, loss: 0.1689 +2023-12-28 13:07:55,859 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 4:48:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.1635, loss: 0.1635 +2023-12-28 13:08:18,915 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 4:48:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 0.1790, loss: 0.1790 +2023-12-28 13:08:41,909 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 4:48:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.1774, loss: 0.1774 +2023-12-28 13:09:04,936 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 4:47:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.1697, loss: 0.1697 +2023-12-28 13:09:27,975 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 4:47:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.1815, loss: 0.1815 +2023-12-28 13:09:51,184 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 4:47:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.1786, loss: 0.1786 +2023-12-28 13:10:14,280 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 4:46:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.1959, loss: 0.1959 +2023-12-28 13:10:37,303 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 4:46:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 0.2169, loss: 0.2169 +2023-12-28 13:11:00,435 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 4:45:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2026, loss: 0.2026 +2023-12-28 13:11:23,523 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 4:45:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 0.1740, loss: 0.1740 +2023-12-28 13:11:46,581 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 4:45:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 0.2068, loss: 0.2068 +2023-12-28 13:12:09,647 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 4:44:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2089, loss: 0.2089 +2023-12-28 13:12:32,681 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 4:44:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 0.1951, loss: 0.1951 +2023-12-28 13:12:55,684 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 4:43:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2140, loss: 0.2140 +2023-12-28 13:13:18,666 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 4:43:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.1985, loss: 0.1985 +2023-12-28 13:13:41,756 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 4:43:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9912, loss_cls: 0.2158, loss: 0.2158 +2023-12-28 13:13:54,381 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-28 13:15:26,244 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:15:26,322 - pyskl - INFO - +top1_acc 0.9415 +top5_acc 0.9942 +2023-12-28 13:15:26,326 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9415, top5_acc: 0.9942 +2023-12-28 13:16:06,413 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 4:42:33, time: 0.401, data_time: 0.171, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.1643, loss: 0.1643 +2023-12-28 13:16:29,500 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 4:42:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9938, loss_cls: 0.1836, loss: 0.1836 +2023-12-28 13:16:52,688 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 4:41:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1482, loss: 0.1482 +2023-12-28 13:17:15,845 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 4:41:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.1680, loss: 0.1680 +2023-12-28 13:17:38,901 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 4:41:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.1719, loss: 0.1719 +2023-12-28 13:18:01,928 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 4:40:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.1926, loss: 0.1926 +2023-12-28 13:18:24,902 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 4:40:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 0.1686, loss: 0.1686 +2023-12-28 13:18:47,890 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 4:39:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.1700, loss: 0.1700 +2023-12-28 13:19:11,013 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 4:39:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2009, loss: 0.2009 +2023-12-28 13:19:34,027 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 4:39:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.1858, loss: 0.1858 +2023-12-28 13:19:56,965 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 4:38:40, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.1907, loss: 0.1907 +2023-12-28 13:20:19,890 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 4:38:17, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9944, loss_cls: 0.1689, loss: 0.1689 +2023-12-28 13:20:42,833 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 4:37:53, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1527, loss: 0.1527 +2023-12-28 13:21:05,749 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 4:37:30, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.1680, loss: 0.1680 +2023-12-28 13:21:28,706 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 4:37:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.1823, loss: 0.1823 +2023-12-28 13:21:51,677 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 4:36:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 0.1838, loss: 0.1838 +2023-12-28 13:22:14,658 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 4:36:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1549, loss: 0.1549 +2023-12-28 13:22:37,625 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 4:35:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.1650, loss: 0.1650 +2023-12-28 13:23:00,616 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 4:35:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1555, loss: 0.1555 +2023-12-28 13:23:23,855 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 4:35:10, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 0.1753, loss: 0.1753 +2023-12-28 13:23:46,895 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 4:34:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1703, loss: 0.1703 +2023-12-28 13:24:09,847 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 4:34:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.1888, loss: 0.1888 +2023-12-28 13:24:32,794 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 4:34:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.1814, loss: 0.1814 +2023-12-28 13:24:45,388 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-28 13:26:17,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:26:17,469 - pyskl - INFO - +top1_acc 0.9412 +top5_acc 0.9940 +2023-12-28 13:26:17,473 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9412, top5_acc: 0.9940 +2023-12-28 13:26:57,325 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 4:33:25, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1417, loss: 0.1417 +2023-12-28 13:27:20,319 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 4:33:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.1661, loss: 0.1661 +2023-12-28 13:27:43,271 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 4:32:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1484, loss: 0.1484 +2023-12-28 13:28:06,368 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 4:32:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.1640, loss: 0.1640 +2023-12-28 13:28:29,390 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 4:31:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.1788, loss: 0.1788 +2023-12-28 13:28:52,367 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 4:31:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1697, loss: 0.1697 +2023-12-28 13:29:15,390 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 4:31:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1559, loss: 0.1559 +2023-12-28 13:29:38,581 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 4:30:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1712, loss: 0.1712 +2023-12-28 13:30:01,642 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 4:30:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1504, loss: 0.1504 +2023-12-28 13:30:24,705 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 4:29:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.1586, loss: 0.1586 +2023-12-28 13:30:47,777 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 4:29:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1617, loss: 0.1617 +2023-12-28 13:31:10,800 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 4:29:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 0.1713, loss: 0.1713 +2023-12-28 13:31:33,814 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 4:28:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1538, loss: 0.1538 +2023-12-28 13:31:56,833 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 4:28:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9956, loss_cls: 0.1566, loss: 0.1566 +2023-12-28 13:32:19,896 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 4:27:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.1599, loss: 0.1599 +2023-12-28 13:32:42,930 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 4:27:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.1980, loss: 0.1980 +2023-12-28 13:33:06,092 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 4:27:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.1685, loss: 0.1685 +2023-12-28 13:33:29,124 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 4:26:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9950, loss_cls: 0.1661, loss: 0.1661 +2023-12-28 13:33:52,132 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 4:26:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 0.1482, loss: 0.1482 +2023-12-28 13:34:15,160 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 4:26:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9950, loss_cls: 0.1731, loss: 0.1731 +2023-12-28 13:34:38,177 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 4:25:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 0.1808, loss: 0.1808 +2023-12-28 13:35:01,182 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 4:25:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.1760, loss: 0.1760 +2023-12-28 13:35:24,147 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 4:24:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.1698, loss: 0.1698 +2023-12-28 13:35:36,801 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-28 13:37:08,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:37:08,880 - pyskl - INFO - +top1_acc 0.9414 +top5_acc 0.9951 +2023-12-28 13:37:08,884 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9414, top5_acc: 0.9951 +2023-12-28 13:37:49,063 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 4:24:17, time: 0.402, data_time: 0.172, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1406, loss: 0.1406 +2023-12-28 13:38:12,027 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 4:23:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 0.1789, loss: 0.1789 +2023-12-28 13:38:35,051 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 4:23:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 0.1403, loss: 0.1403 +2023-12-28 13:38:58,090 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 4:23:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.1670, loss: 0.1670 +2023-12-28 13:39:21,235 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 4:22:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.1460, loss: 0.1460 +2023-12-28 13:39:44,298 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 4:22:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9956, loss_cls: 0.1495, loss: 0.1495 +2023-12-28 13:40:07,324 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 4:21:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1604, loss: 0.1604 +2023-12-28 13:40:30,351 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 4:21:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1529, loss: 0.1529 +2023-12-28 13:40:53,399 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 4:21:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9962, loss_cls: 0.1349, loss: 0.1349 +2023-12-28 13:41:16,454 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 4:20:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 0.1357, loss: 0.1357 +2023-12-28 13:41:39,502 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 4:20:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9956, loss_cls: 0.1465, loss: 0.1465 +2023-12-28 13:42:02,557 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 4:20:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 0.1704, loss: 0.1704 +2023-12-28 13:42:25,647 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 4:19:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1348, loss: 0.1348 +2023-12-28 13:42:48,857 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 4:19:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 0.1474, loss: 0.1474 +2023-12-28 13:43:12,075 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 4:18:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 0.1713, loss: 0.1713 +2023-12-28 13:43:35,076 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 4:18:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.1673, loss: 0.1673 +2023-12-28 13:43:58,049 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 4:18:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 0.1465, loss: 0.1465 +2023-12-28 13:44:21,031 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 4:17:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.1755, loss: 0.1755 +2023-12-28 13:44:44,035 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 4:17:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1628, loss: 0.1628 +2023-12-28 13:45:07,080 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 4:16:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1505, loss: 0.1505 +2023-12-28 13:45:30,106 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 4:16:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 0.1652, loss: 0.1652 +2023-12-28 13:45:53,059 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 4:16:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.1674, loss: 0.1674 +2023-12-28 13:46:16,046 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 4:15:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 0.1532, loss: 0.1532 +2023-12-28 13:46:28,844 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-28 13:48:01,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:48:01,236 - pyskl - INFO - +top1_acc 0.9505 +top5_acc 0.9948 +2023-12-28 13:48:01,240 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_118.pth was removed +2023-12-28 13:48:01,360 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2023-12-28 13:48:01,361 - pyskl - INFO - Best top1_acc is 0.9505 at 122 epoch. +2023-12-28 13:48:01,365 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9505, top5_acc: 0.9948 +2023-12-28 13:48:42,007 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 4:15:10, time: 0.406, data_time: 0.175, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1371, loss: 0.1371 +2023-12-28 13:49:05,158 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 4:14:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9950, loss_cls: 0.1527, loss: 0.1527 +2023-12-28 13:49:28,311 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 4:14:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1443, loss: 0.1443 +2023-12-28 13:49:51,423 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 4:14:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1289, loss: 0.1289 +2023-12-28 13:50:14,467 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 4:13:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1169, loss: 0.1169 +2023-12-28 13:50:37,479 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 4:13:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9956, loss_cls: 0.1242, loss: 0.1242 +2023-12-28 13:51:00,481 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 4:12:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1349, loss: 0.1349 +2023-12-28 13:51:23,675 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 4:12:27, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9950, loss_cls: 0.1523, loss: 0.1523 +2023-12-28 13:51:46,844 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 4:12:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9962, loss_cls: 0.1280, loss: 0.1280 +2023-12-28 13:52:09,966 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 4:11:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 0.1412, loss: 0.1412 +2023-12-28 13:52:32,943 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 4:11:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9956, loss_cls: 0.1440, loss: 0.1440 +2023-12-28 13:52:55,951 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 4:10:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1572, loss: 0.1572 +2023-12-28 13:53:18,945 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 4:10:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 0.1611, loss: 0.1611 +2023-12-28 13:53:41,953 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 4:10:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9962, loss_cls: 0.1369, loss: 0.1369 +2023-12-28 13:54:04,931 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 4:09:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 0.1281, loss: 0.1281 +2023-12-28 13:54:27,919 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 4:09:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9944, loss_cls: 0.1667, loss: 0.1667 +2023-12-28 13:54:50,950 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 4:08:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1667, loss: 0.1667 +2023-12-28 13:55:13,957 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 4:08:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1603, loss: 0.1603 +2023-12-28 13:55:36,934 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 4:08:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.1540, loss: 0.1540 +2023-12-28 13:56:00,016 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 4:07:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1368, loss: 0.1368 +2023-12-28 13:56:23,132 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 4:07:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 0.1748, loss: 0.1748 +2023-12-28 13:56:46,224 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 4:07:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.1384, loss: 0.1384 +2023-12-28 13:57:09,259 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 4:06:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 0.1545, loss: 0.1545 +2023-12-28 13:57:21,962 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-28 13:58:54,341 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:58:54,419 - pyskl - INFO - +top1_acc 0.9471 +top5_acc 0.9950 +2023-12-28 13:58:54,423 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9471, top5_acc: 0.9950 +2023-12-28 13:59:34,554 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 4:06:02, time: 0.401, data_time: 0.172, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1119, loss: 0.1119 +2023-12-28 13:59:57,505 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 4:05:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.1526, loss: 0.1526 +2023-12-28 14:00:20,573 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 4:05:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 0.1432, loss: 0.1432 +2023-12-28 14:00:43,585 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 4:04:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1466, loss: 0.1466 +2023-12-28 14:01:06,541 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 4:04:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1417, loss: 0.1417 +2023-12-28 14:01:29,494 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 4:04:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1416, loss: 0.1416 +2023-12-28 14:01:52,560 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 4:03:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1238, loss: 0.1238 +2023-12-28 14:02:15,663 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 4:03:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1096, loss: 0.1096 +2023-12-28 14:02:38,848 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 4:02:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.1408, loss: 0.1408 +2023-12-28 14:03:01,942 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 4:02:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1392, loss: 0.1392 +2023-12-28 14:03:25,011 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 4:02:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1232, loss: 0.1232 +2023-12-28 14:03:48,094 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 4:01:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 0.1430, loss: 0.1430 +2023-12-28 14:04:11,114 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 4:01:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1459, loss: 0.1459 +2023-12-28 14:04:34,283 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 4:00:59, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1383, loss: 0.1383 +2023-12-28 14:04:57,413 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 4:00:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1522, loss: 0.1522 +2023-12-28 14:05:20,548 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 4:00:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 0.1451, loss: 0.1451 +2023-12-28 14:05:43,674 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 3:59:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.1530, loss: 0.1530 +2023-12-28 14:06:06,811 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 3:59:26, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1495, loss: 0.1495 +2023-12-28 14:06:29,951 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 3:59:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1298, loss: 0.1298 +2023-12-28 14:06:52,953 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 3:58:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.1696, loss: 0.1696 +2023-12-28 14:07:15,918 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 3:58:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.1509, loss: 0.1509 +2023-12-28 14:07:38,926 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 3:57:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1478, loss: 0.1478 +2023-12-28 14:08:01,919 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 3:57:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1357, loss: 0.1357 +2023-12-28 14:08:14,563 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-28 14:09:46,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:09:46,837 - pyskl - INFO - +top1_acc 0.9421 +top5_acc 0.9938 +2023-12-28 14:09:46,841 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9421, top5_acc: 0.9938 +2023-12-28 14:10:26,816 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 3:56:54, time: 0.400, data_time: 0.168, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1390, loss: 0.1390 +2023-12-28 14:10:49,978 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 3:56:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 0.1392, loss: 0.1392 +2023-12-28 14:11:13,118 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 3:56:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1259, loss: 0.1259 +2023-12-28 14:11:36,248 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 3:55:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9950, loss_cls: 0.1334, loss: 0.1334 +2023-12-28 14:11:59,265 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 3:55:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9956, loss_cls: 0.1425, loss: 0.1425 +2023-12-28 14:12:22,312 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 3:54:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9944, loss_cls: 0.1489, loss: 0.1489 +2023-12-28 14:12:45,439 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 3:54:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.0953, loss: 0.0953 +2023-12-28 14:13:08,494 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 3:54:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.1256, loss: 0.1256 +2023-12-28 14:13:31,610 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 3:53:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1242, loss: 0.1242 +2023-12-28 14:13:54,648 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 3:53:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1163, loss: 0.1163 +2023-12-28 14:14:17,756 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 3:53:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1267, loss: 0.1267 +2023-12-28 14:14:41,049 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 3:52:38, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9956, loss_cls: 0.1096, loss: 0.1096 +2023-12-28 14:15:04,377 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 3:52:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1229, loss: 0.1229 +2023-12-28 14:15:27,578 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 3:51:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1088, loss: 0.1088 +2023-12-28 14:15:50,796 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 3:51:28, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.1149, loss: 0.1149 +2023-12-28 14:16:13,965 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 3:51:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 0.1368, loss: 0.1368 +2023-12-28 14:16:37,084 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 3:50:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1104, loss: 0.1104 +2023-12-28 14:17:00,160 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 3:50:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 0.1223, loss: 0.1223 +2023-12-28 14:17:23,275 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 3:49:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1108, loss: 0.1108 +2023-12-28 14:17:46,447 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 3:49:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.1526, loss: 0.1526 +2023-12-28 14:18:09,518 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 3:49:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 0.1070, loss: 0.1070 +2023-12-28 14:18:32,476 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 3:48:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 0.1434, loss: 0.1434 +2023-12-28 14:18:55,471 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 3:48:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.0997, loss: 0.0997 +2023-12-28 14:19:08,111 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-28 14:20:40,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:20:40,340 - pyskl - INFO - +top1_acc 0.9499 +top5_acc 0.9946 +2023-12-28 14:20:40,345 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9499, top5_acc: 0.9946 +2023-12-28 14:21:20,229 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 3:47:47, time: 0.399, data_time: 0.168, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.1202, loss: 0.1202 +2023-12-28 14:21:43,288 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 3:47:24, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0882, loss: 0.0882 +2023-12-28 14:22:06,230 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 3:47:00, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0874, loss: 0.0874 +2023-12-28 14:22:29,259 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 3:46:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 0.0997, loss: 0.0997 +2023-12-28 14:22:52,391 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 3:46:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 0.1166, loss: 0.1166 +2023-12-28 14:23:15,490 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 3:45:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9956, loss_cls: 0.1079, loss: 0.1079 +2023-12-28 14:23:38,630 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 3:45:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1123, loss: 0.1123 +2023-12-28 14:24:01,679 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 3:45:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1028, loss: 0.1028 +2023-12-28 14:24:24,671 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 3:44:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1253, loss: 0.1253 +2023-12-28 14:24:47,801 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 3:44:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1098, loss: 0.1098 +2023-12-28 14:25:10,999 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 3:43:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 0.1241, loss: 0.1241 +2023-12-28 14:25:34,117 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 3:43:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 0.1145, loss: 0.1145 +2023-12-28 14:25:57,152 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 3:43:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9962, loss_cls: 0.1137, loss: 0.1137 +2023-12-28 14:26:20,153 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 3:42:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1043, loss: 0.1043 +2023-12-28 14:26:43,146 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 3:42:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1114, loss: 0.1114 +2023-12-28 14:27:06,122 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 3:41:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9962, loss_cls: 0.1243, loss: 0.1243 +2023-12-28 14:27:29,103 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 3:41:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1362, loss: 0.1362 +2023-12-28 14:27:52,206 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 3:41:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1152, loss: 0.1152 +2023-12-28 14:28:15,436 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 3:40:47, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9962, loss_cls: 0.1134, loss: 0.1134 +2023-12-28 14:28:38,482 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 3:40:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1170, loss: 0.1170 +2023-12-28 14:29:01,554 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 3:40:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9950, loss_cls: 0.1342, loss: 0.1342 +2023-12-28 14:29:24,640 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 3:39:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1378, loss: 0.1378 +2023-12-28 14:29:47,721 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 3:39:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1144, loss: 0.1144 +2023-12-28 14:30:00,406 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-28 14:31:32,149 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:31:32,228 - pyskl - INFO - +top1_acc 0.9518 +top5_acc 0.9948 +2023-12-28 14:31:32,231 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_122.pth was removed +2023-12-28 14:31:32,349 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-28 14:31:32,349 - pyskl - INFO - Best top1_acc is 0.9518 at 126 epoch. +2023-12-28 14:31:32,353 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9518, top5_acc: 0.9948 +2023-12-28 14:32:12,133 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 3:38:39, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.1144, loss: 0.1144 +2023-12-28 14:32:35,113 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 3:38:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.0951, loss: 0.0951 +2023-12-28 14:32:58,111 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 3:37:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 0.0783, loss: 0.0783 +2023-12-28 14:33:21,077 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 3:37:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1001, loss: 0.1001 +2023-12-28 14:33:44,054 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 3:37:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.0954, loss: 0.0954 +2023-12-28 14:34:07,044 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 3:36:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0786, loss: 0.0786 +2023-12-28 14:34:30,041 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 3:36:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.0944, loss: 0.0944 +2023-12-28 14:34:53,034 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 3:35:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.0926, loss: 0.0926 +2023-12-28 14:35:16,006 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 3:35:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0976, loss: 0.0976 +2023-12-28 14:35:39,053 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 3:35:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9969, loss_cls: 0.1054, loss: 0.1054 +2023-12-28 14:36:02,187 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 3:34:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1107, loss: 0.1107 +2023-12-28 14:36:25,342 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 3:34:23, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1023, loss: 0.1023 +2023-12-28 14:36:48,477 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 3:33:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1092, loss: 0.1092 +2023-12-28 14:37:11,717 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 3:33:36, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1061, loss: 0.1061 +2023-12-28 14:37:34,887 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 3:33:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 0.1357, loss: 0.1357 +2023-12-28 14:37:58,117 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 3:32:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1370, loss: 0.1370 +2023-12-28 14:38:21,315 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 3:32:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 0.1092, loss: 0.1092 +2023-12-28 14:38:44,409 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 3:32:03, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1198, loss: 0.1198 +2023-12-28 14:39:07,500 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 3:31:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 0.1104, loss: 0.1104 +2023-12-28 14:39:30,533 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 3:31:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1270, loss: 0.1270 +2023-12-28 14:39:53,546 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 3:30:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1053, loss: 0.1053 +2023-12-28 14:40:16,619 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 3:30:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9969, loss_cls: 0.1082, loss: 0.1082 +2023-12-28 14:40:39,670 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 3:30:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1056, loss: 0.1056 +2023-12-28 14:40:52,389 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-28 14:42:24,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:42:24,378 - pyskl - INFO - +top1_acc 0.9482 +top5_acc 0.9950 +2023-12-28 14:42:24,382 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9482, top5_acc: 0.9950 +2023-12-28 14:43:03,843 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 3:29:32, time: 0.395, data_time: 0.164, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1007, loss: 0.1007 +2023-12-28 14:43:26,946 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 3:29:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1045, loss: 0.1045 +2023-12-28 14:43:50,133 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 3:28:45, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 0.0926, loss: 0.0926 +2023-12-28 14:44:13,228 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 3:28:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1184, loss: 0.1184 +2023-12-28 14:44:36,369 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 3:27:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 0.1357, loss: 0.1357 +2023-12-28 14:44:59,446 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 3:27:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0860, loss: 0.0860 +2023-12-28 14:45:22,505 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 3:27:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1034, loss: 0.1034 +2023-12-28 14:45:45,616 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 3:26:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1132, loss: 0.1132 +2023-12-28 14:46:08,737 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 3:26:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1012, loss: 0.1012 +2023-12-28 14:46:31,934 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 3:26:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1004, loss: 0.1004 +2023-12-28 14:46:55,038 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 3:25:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 0.1063, loss: 0.1063 +2023-12-28 14:47:18,146 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 3:25:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.0956, loss: 0.0956 +2023-12-28 14:47:41,310 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 3:24:52, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0894, loss: 0.0894 +2023-12-28 14:48:04,428 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 3:24:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.0952, loss: 0.0952 +2023-12-28 14:48:27,494 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 3:24:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9962, loss_cls: 0.1125, loss: 0.1125 +2023-12-28 14:48:50,575 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 3:23:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1326, loss: 0.1326 +2023-12-28 14:49:13,610 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 3:23:19, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1016, loss: 0.1016 +2023-12-28 14:49:36,747 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 3:22:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0804, loss: 0.0804 +2023-12-28 14:49:59,965 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 3:22:32, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 0.1166, loss: 0.1166 +2023-12-28 14:50:23,095 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 3:22:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9969, loss_cls: 0.0984, loss: 0.0984 +2023-12-28 14:50:46,158 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 3:21:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1073, loss: 0.1073 +2023-12-28 14:51:09,208 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 3:21:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9956, loss_cls: 0.1177, loss: 0.1177 +2023-12-28 14:51:32,275 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 3:20:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0886, loss: 0.0886 +2023-12-28 14:51:44,953 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-28 14:53:17,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:53:17,400 - pyskl - INFO - +top1_acc 0.9526 +top5_acc 0.9952 +2023-12-28 14:53:17,405 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_126.pth was removed +2023-12-28 14:53:17,524 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2023-12-28 14:53:17,524 - pyskl - INFO - Best top1_acc is 0.9526 at 128 epoch. +2023-12-28 14:53:17,528 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9526, top5_acc: 0.9952 +2023-12-28 14:53:57,202 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 3:20:24, time: 0.397, data_time: 0.166, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.0953, loss: 0.0953 +2023-12-28 14:54:20,254 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 3:20:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.0950, loss: 0.0950 +2023-12-28 14:54:43,343 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 3:19:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.0962, loss: 0.0962 +2023-12-28 14:55:06,360 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 3:19:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1083, loss: 0.1083 +2023-12-28 14:55:29,366 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 3:18:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 0.1081, loss: 0.1081 +2023-12-28 14:55:52,398 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 3:18:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 0.0904, loss: 0.0904 +2023-12-28 14:56:15,616 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 3:18:04, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0848, loss: 0.0848 +2023-12-28 14:56:38,775 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 3:17:41, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 0.1127, loss: 0.1127 +2023-12-28 14:57:01,961 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 3:17:18, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0877, loss: 0.0877 +2023-12-28 14:57:25,261 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 3:16:54, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.0845, loss: 0.0845 +2023-12-28 14:57:48,350 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 3:16:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.0905, loss: 0.0905 +2023-12-28 14:58:11,372 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 3:16:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0840, loss: 0.0840 +2023-12-28 14:58:34,435 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 3:15:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.0857, loss: 0.0857 +2023-12-28 14:58:57,459 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 3:15:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 0.0980, loss: 0.0980 +2023-12-28 14:59:20,480 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 3:14:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.0889, loss: 0.0889 +2023-12-28 14:59:43,430 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 3:14:34, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9962, loss_cls: 0.1177, loss: 0.1177 +2023-12-28 15:00:06,403 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 3:14:11, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.0872, loss: 0.0872 +2023-12-28 15:00:29,397 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 3:13:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0900, loss: 0.0900 +2023-12-28 15:00:52,388 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 3:13:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0919, loss: 0.0919 +2023-12-28 15:01:15,470 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 3:13:01, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.0992, loss: 0.0992 +2023-12-28 15:01:38,686 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 3:12:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0847, loss: 0.0847 +2023-12-28 15:02:01,846 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 3:12:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9956, loss_cls: 0.1215, loss: 0.1215 +2023-12-28 15:02:25,003 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 3:11:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0767, loss: 0.0767 +2023-12-28 15:02:37,728 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-28 15:04:10,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:04:10,470 - pyskl - INFO - +top1_acc 0.9524 +top5_acc 0.9942 +2023-12-28 15:04:10,475 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9524, top5_acc: 0.9942 +2023-12-28 15:04:50,930 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 3:11:16, time: 0.405, data_time: 0.174, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 0.0957, loss: 0.0957 +2023-12-28 15:05:14,006 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 3:10:53, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0808, loss: 0.0808 +2023-12-28 15:05:37,053 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 3:10:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.0781, loss: 0.0781 +2023-12-28 15:06:00,088 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 3:10:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.0924, loss: 0.0924 +2023-12-28 15:06:23,138 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 3:09:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2023-12-28 15:06:46,186 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 3:09:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.0834, loss: 0.0834 +2023-12-28 15:07:09,228 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 3:08:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.0863, loss: 0.0863 +2023-12-28 15:07:32,440 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 3:08:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9962, loss_cls: 0.0979, loss: 0.0979 +2023-12-28 15:07:55,576 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 3:08:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1090, loss: 0.1090 +2023-12-28 15:08:18,662 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 3:07:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0932, loss: 0.0932 +2023-12-28 15:08:41,764 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 3:07:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9956, loss_cls: 0.1089, loss: 0.1089 +2023-12-28 15:09:04,803 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 3:07:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0798, loss: 0.0798 +2023-12-28 15:09:27,869 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 3:06:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0667, loss: 0.0667 +2023-12-28 15:09:50,877 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 3:06:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9969, loss_cls: 0.0856, loss: 0.0856 +2023-12-28 15:10:13,899 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 3:05:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.0909, loss: 0.0909 +2023-12-28 15:10:36,925 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 3:05:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9956, loss_cls: 0.1052, loss: 0.1052 +2023-12-28 15:10:59,976 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 3:05:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.0992, loss: 0.0992 +2023-12-28 15:11:22,972 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 3:04:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9969, loss_cls: 0.1003, loss: 0.1003 +2023-12-28 15:11:46,009 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 3:04:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.0995, loss: 0.0995 +2023-12-28 15:12:09,066 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 3:03:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0810, loss: 0.0810 +2023-12-28 15:12:32,141 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 3:03:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0672, loss: 0.0672 +2023-12-28 15:12:55,266 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 3:03:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.0838, loss: 0.0838 +2023-12-28 15:13:18,396 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 3:02:44, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.0977, loss: 0.0977 +2023-12-28 15:13:31,041 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-28 15:15:03,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:15:04,016 - pyskl - INFO - +top1_acc 0.9534 +top5_acc 0.9945 +2023-12-28 15:15:04,020 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_128.pth was removed +2023-12-28 15:15:04,150 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2023-12-28 15:15:04,150 - pyskl - INFO - Best top1_acc is 0.9534 at 130 epoch. +2023-12-28 15:15:04,156 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9534, top5_acc: 0.9945 +2023-12-28 15:15:44,270 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 3:02:09, time: 0.401, data_time: 0.169, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0787, loss: 0.0787 +2023-12-28 15:16:07,313 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 3:01:46, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0769, loss: 0.0769 +2023-12-28 15:16:30,338 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 3:01:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2023-12-28 15:16:53,373 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 3:00:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.0819, loss: 0.0819 +2023-12-28 15:17:16,404 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 3:00:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0766, loss: 0.0766 +2023-12-28 15:17:39,373 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 3:00:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0756, loss: 0.0756 +2023-12-28 15:18:02,600 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 2:59:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0808, loss: 0.0808 +2023-12-28 15:18:25,754 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 2:59:26, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0725, loss: 0.0725 +2023-12-28 15:18:48,842 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 2:59:02, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0700, loss: 0.0700 +2023-12-28 15:19:11,904 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 2:58:39, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.0733, loss: 0.0733 +2023-12-28 15:19:34,990 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 2:58:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0740, loss: 0.0740 +2023-12-28 15:19:58,048 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 2:57:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9962, loss_cls: 0.0873, loss: 0.0873 +2023-12-28 15:20:21,078 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 2:57:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0795, loss: 0.0795 +2023-12-28 15:20:44,131 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 2:57:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2023-12-28 15:21:07,227 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 2:56:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0717, loss: 0.0717 +2023-12-28 15:21:30,307 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 2:56:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.0973, loss: 0.0973 +2023-12-28 15:21:53,363 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 2:55:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0741, loss: 0.0741 +2023-12-28 15:22:16,452 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 2:55:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.0935, loss: 0.0935 +2023-12-28 15:22:39,525 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 2:55:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.0873, loss: 0.0873 +2023-12-28 15:23:02,599 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 2:54:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0791, loss: 0.0791 +2023-12-28 15:23:25,654 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 2:54:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.0815, loss: 0.0815 +2023-12-28 15:23:48,733 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 2:53:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 0.1082, loss: 0.1082 +2023-12-28 15:24:11,749 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 2:53:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0843, loss: 0.0843 +2023-12-28 15:24:24,410 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-28 15:25:57,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:25:57,210 - pyskl - INFO - +top1_acc 0.9552 +top5_acc 0.9953 +2023-12-28 15:25:57,214 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_130.pth was removed +2023-12-28 15:25:57,336 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-28 15:25:57,337 - pyskl - INFO - Best top1_acc is 0.9552 at 131 epoch. +2023-12-28 15:25:57,341 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9552, top5_acc: 0.9953 +2023-12-28 15:26:37,378 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 2:53:01, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0798, loss: 0.0798 +2023-12-28 15:27:00,425 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 2:52:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 0.0801, loss: 0.0801 +2023-12-28 15:27:23,503 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 2:52:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0632, loss: 0.0632 +2023-12-28 15:27:46,564 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 2:51:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0680, loss: 0.0680 +2023-12-28 15:28:09,608 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 2:51:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775 +2023-12-28 15:28:32,752 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 2:51:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0900, loss: 0.0900 +2023-12-28 15:28:55,753 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 2:50:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0668, loss: 0.0668 +2023-12-28 15:29:18,774 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 2:50:18, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9956, loss_cls: 0.0998, loss: 0.0998 +2023-12-28 15:29:41,865 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 2:49:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0741, loss: 0.0741 +2023-12-28 15:30:05,003 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 2:49:31, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0763, loss: 0.0763 +2023-12-28 15:30:28,104 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 2:49:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0780, loss: 0.0780 +2023-12-28 15:30:51,184 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 2:48:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 0.0769, loss: 0.0769 +2023-12-28 15:31:14,335 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 2:48:22, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.0956, loss: 0.0956 +2023-12-28 15:31:37,476 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 2:47:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0836, loss: 0.0836 +2023-12-28 15:32:00,507 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 2:47:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0775, loss: 0.0775 +2023-12-28 15:32:23,519 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 2:47:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.0927, loss: 0.0927 +2023-12-28 15:32:46,507 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 2:46:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0781, loss: 0.0781 +2023-12-28 15:33:09,475 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 2:46:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0717, loss: 0.0717 +2023-12-28 15:33:32,482 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 2:46:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.0695, loss: 0.0695 +2023-12-28 15:33:55,576 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 2:45:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 0.0812, loss: 0.0812 +2023-12-28 15:34:18,591 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 2:45:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9969, loss_cls: 0.0841, loss: 0.0841 +2023-12-28 15:34:41,600 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 2:44:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2023-12-28 15:35:04,596 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 2:44:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0669, loss: 0.0669 +2023-12-28 15:35:17,280 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-28 15:36:50,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:36:50,298 - pyskl - INFO - +top1_acc 0.9562 +top5_acc 0.9946 +2023-12-28 15:36:50,302 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_131.pth was removed +2023-12-28 15:36:50,424 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2023-12-28 15:36:50,425 - pyskl - INFO - Best top1_acc is 0.9562 at 132 epoch. +2023-12-28 15:36:50,429 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9562, top5_acc: 0.9946 +2023-12-28 15:37:30,255 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 2:43:53, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 0.0742, loss: 0.0742 +2023-12-28 15:37:53,247 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 2:43:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0655, loss: 0.0655 +2023-12-28 15:38:16,302 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 2:43:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.0895, loss: 0.0895 +2023-12-28 15:38:39,329 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 2:42:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 0.0856, loss: 0.0856 +2023-12-28 15:39:02,481 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 2:42:20, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.0769, loss: 0.0769 +2023-12-28 15:39:25,523 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 2:41:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0629, loss: 0.0629 +2023-12-28 15:39:48,559 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 2:41:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0699, loss: 0.0699 +2023-12-28 15:40:11,655 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 2:41:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0731, loss: 0.0731 +2023-12-28 15:40:34,762 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 2:40:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0829, loss: 0.0829 +2023-12-28 15:40:57,961 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 2:40:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0730, loss: 0.0730 +2023-12-28 15:41:21,103 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 2:40:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0765, loss: 0.0765 +2023-12-28 15:41:44,227 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 2:39:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0685, loss: 0.0685 +2023-12-28 15:42:07,335 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 2:39:14, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0752, loss: 0.0752 +2023-12-28 15:42:30,566 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 2:38:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0733, loss: 0.0733 +2023-12-28 15:42:53,649 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 2:38:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0641, loss: 0.0641 +2023-12-28 15:43:16,729 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 2:38:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9969, loss_cls: 0.0929, loss: 0.0929 +2023-12-28 15:43:39,785 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 2:37:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0705, loss: 0.0705 +2023-12-28 15:44:02,881 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 2:37:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.0827, loss: 0.0827 +2023-12-28 15:44:25,960 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 2:36:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0670, loss: 0.0670 +2023-12-28 15:44:48,972 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 2:36:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2023-12-28 15:45:11,989 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 2:36:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0733, loss: 0.0733 +2023-12-28 15:45:35,022 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 2:35:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0662, loss: 0.0662 +2023-12-28 15:45:58,093 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 2:35:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0767, loss: 0.0767 +2023-12-28 15:46:10,750 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-28 15:47:43,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:47:43,371 - pyskl - INFO - +top1_acc 0.9547 +top5_acc 0.9949 +2023-12-28 15:47:43,375 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9547, top5_acc: 0.9949 +2023-12-28 15:48:23,079 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 2:34:46, time: 0.397, data_time: 0.166, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0632, loss: 0.0632 +2023-12-28 15:48:46,120 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 2:34:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0725, loss: 0.0725 +2023-12-28 15:49:09,185 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 2:33:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0548, loss: 0.0548 +2023-12-28 15:49:32,194 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 2:33:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0774, loss: 0.0774 +2023-12-28 15:49:55,253 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 2:33:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0694, loss: 0.0694 +2023-12-28 15:50:18,182 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 2:32:49, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 +2023-12-28 15:50:41,119 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 2:32:26, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0596, loss: 0.0596 +2023-12-28 15:51:04,064 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 2:32:03, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0683, loss: 0.0683 +2023-12-28 15:51:27,080 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 2:31:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 +2023-12-28 15:51:50,028 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 2:31:16, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0589, loss: 0.0589 +2023-12-28 15:52:13,010 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 2:30:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0650, loss: 0.0650 +2023-12-28 15:52:36,009 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 2:30:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 0.0737, loss: 0.0737 +2023-12-28 15:52:58,984 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 2:30:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0670, loss: 0.0670 +2023-12-28 15:53:22,045 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 2:29:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0594, loss: 0.0594 +2023-12-28 15:53:45,025 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 2:29:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0657, loss: 0.0657 +2023-12-28 15:54:07,994 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 2:28:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0885, loss: 0.0885 +2023-12-28 15:54:30,947 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 2:28:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0609, loss: 0.0609 +2023-12-28 15:54:53,880 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 2:28:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0746, loss: 0.0746 +2023-12-28 15:55:16,802 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 2:27:46, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0691, loss: 0.0691 +2023-12-28 15:55:39,725 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 2:27:23, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0616, loss: 0.0616 +2023-12-28 15:56:02,737 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 2:27:00, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2023-12-28 15:56:25,700 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 2:26:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0560, loss: 0.0560 +2023-12-28 15:56:48,748 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 2:26:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0703, loss: 0.0703 +2023-12-28 15:57:01,429 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-28 15:58:33,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:58:33,397 - pyskl - INFO - +top1_acc 0.9579 +top5_acc 0.9950 +2023-12-28 15:58:33,401 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_132.pth was removed +2023-12-28 15:58:33,520 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-28 15:58:33,521 - pyskl - INFO - Best top1_acc is 0.9579 at 134 epoch. +2023-12-28 15:58:33,525 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9579, top5_acc: 0.9950 +2023-12-28 15:59:13,369 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 2:25:38, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0633, loss: 0.0633 +2023-12-28 15:59:36,479 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 2:25:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0572, loss: 0.0572 +2023-12-28 15:59:59,531 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 2:24:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0576, loss: 0.0576 +2023-12-28 16:00:22,669 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 2:24:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0737, loss: 0.0737 +2023-12-28 16:00:45,762 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 2:24:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0700, loss: 0.0700 +2023-12-28 16:01:08,764 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 2:23:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0729, loss: 0.0729 +2023-12-28 16:01:31,890 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 2:23:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0523, loss: 0.0523 +2023-12-28 16:01:55,125 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 2:22:55, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 0.0676, loss: 0.0676 +2023-12-28 16:02:18,194 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 2:22:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0679, loss: 0.0679 +2023-12-28 16:02:41,223 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 2:22:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0623, loss: 0.0623 +2023-12-28 16:03:04,242 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 2:21:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0613, loss: 0.0613 +2023-12-28 16:03:27,258 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 2:21:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 0.0660, loss: 0.0660 +2023-12-28 16:03:50,244 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 2:20:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0512, loss: 0.0512 +2023-12-28 16:04:13,244 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 2:20:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0575, loss: 0.0575 +2023-12-28 16:04:36,240 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 2:20:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.0868, loss: 0.0868 +2023-12-28 16:04:59,230 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 2:19:48, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0627, loss: 0.0627 +2023-12-28 16:05:22,203 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 2:19:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0488, loss: 0.0488 +2023-12-28 16:05:45,244 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 2:19:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0718, loss: 0.0718 +2023-12-28 16:06:08,468 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 2:18:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0614, loss: 0.0614 +2023-12-28 16:06:31,517 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 2:18:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9956, loss_cls: 0.0884, loss: 0.0884 +2023-12-28 16:06:54,537 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 2:17:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0616, loss: 0.0616 +2023-12-28 16:07:17,669 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 2:17:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0589, loss: 0.0589 +2023-12-28 16:07:40,982 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 2:17:05, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0691, loss: 0.0691 +2023-12-28 16:07:53,625 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-28 16:09:25,779 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:09:25,856 - pyskl - INFO - +top1_acc 0.9580 +top5_acc 0.9952 +2023-12-28 16:09:25,860 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_134.pth was removed +2023-12-28 16:09:25,979 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-28 16:09:25,979 - pyskl - INFO - Best top1_acc is 0.9580 at 135 epoch. +2023-12-28 16:09:25,984 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9580, top5_acc: 0.9952 +2023-12-28 16:10:05,947 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 2:16:30, time: 0.400, data_time: 0.169, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0691, loss: 0.0691 +2023-12-28 16:10:28,942 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 2:16:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0686, loss: 0.0686 +2023-12-28 16:10:51,959 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 2:15:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0547, loss: 0.0547 +2023-12-28 16:11:14,952 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 2:15:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 +2023-12-28 16:11:37,933 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 2:14:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0589, loss: 0.0589 +2023-12-28 16:12:00,928 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 2:14:34, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0554, loss: 0.0554 +2023-12-28 16:12:23,985 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 2:14:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0577, loss: 0.0577 +2023-12-28 16:12:46,989 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 2:13:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 0.0520, loss: 0.0520 +2023-12-28 16:13:09,967 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 2:13:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0489, loss: 0.0489 +2023-12-28 16:13:32,924 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 2:13:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0403, loss: 0.0403 +2023-12-28 16:13:55,875 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 2:12:37, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0598, loss: 0.0598 +2023-12-28 16:14:18,822 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 2:12:14, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9962, loss_cls: 0.0684, loss: 0.0684 +2023-12-28 16:14:41,764 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 2:11:51, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0558, loss: 0.0558 +2023-12-28 16:15:04,716 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 2:11:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2023-12-28 16:15:27,698 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 2:11:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0705, loss: 0.0705 +2023-12-28 16:15:50,696 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 2:10:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9956, loss_cls: 0.0688, loss: 0.0688 +2023-12-28 16:16:13,714 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 2:10:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0738, loss: 0.0738 +2023-12-28 16:16:36,698 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 2:09:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.0721, loss: 0.0721 +2023-12-28 16:16:59,856 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 2:09:31, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0652, loss: 0.0652 +2023-12-28 16:17:23,071 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 2:09:08, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0545, loss: 0.0545 +2023-12-28 16:17:46,254 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 2:08:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0714, loss: 0.0714 +2023-12-28 16:18:09,282 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 2:08:21, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0680, loss: 0.0680 +2023-12-28 16:18:32,403 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 2:07:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0619, loss: 0.0619 +2023-12-28 16:18:45,096 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-28 16:20:17,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:20:17,918 - pyskl - INFO - +top1_acc 0.9577 +top5_acc 0.9947 +2023-12-28 16:20:17,923 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9577, top5_acc: 0.9947 +2023-12-28 16:20:57,938 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 2:07:23, time: 0.400, data_time: 0.170, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0709, loss: 0.0709 +2023-12-28 16:21:21,054 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 2:06:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0615, loss: 0.0615 +2023-12-28 16:21:44,151 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 2:06:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0492, loss: 0.0492 +2023-12-28 16:22:07,209 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 2:06:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0628, loss: 0.0628 +2023-12-28 16:22:30,263 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 2:05:49, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0542, loss: 0.0542 +2023-12-28 16:22:53,259 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 2:05:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0467, loss: 0.0467 +2023-12-28 16:23:16,282 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 2:05:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0465, loss: 0.0465 +2023-12-28 16:23:39,378 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 2:04:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0563, loss: 0.0563 +2023-12-28 16:24:02,419 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 2:04:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0471, loss: 0.0471 +2023-12-28 16:24:25,597 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 2:03:53, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0578, loss: 0.0578 +2023-12-28 16:24:48,663 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 2:03:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.0652, loss: 0.0652 +2023-12-28 16:25:11,715 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 2:03:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0506, loss: 0.0506 +2023-12-28 16:25:34,749 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 2:02:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0521, loss: 0.0521 +2023-12-28 16:25:57,804 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 2:02:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0531, loss: 0.0531 +2023-12-28 16:26:20,819 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 2:01:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0476, loss: 0.0476 +2023-12-28 16:26:43,832 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 2:01:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 +2023-12-28 16:27:06,841 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 2:01:10, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0612, loss: 0.0612 +2023-12-28 16:27:29,860 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 2:00:47, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0498, loss: 0.0498 +2023-12-28 16:27:52,856 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 2:00:23, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-28 16:28:15,936 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 2:00:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0511, loss: 0.0511 +2023-12-28 16:28:39,038 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 1:59:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0441, loss: 0.0441 +2023-12-28 16:29:02,072 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 1:59:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0538, loss: 0.0538 +2023-12-28 16:29:25,108 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 1:58:50, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0499, loss: 0.0499 +2023-12-28 16:29:37,728 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-28 16:31:10,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:31:10,105 - pyskl - INFO - +top1_acc 0.9585 +top5_acc 0.9955 +2023-12-28 16:31:10,110 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_135.pth was removed +2023-12-28 16:31:10,232 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2023-12-28 16:31:10,233 - pyskl - INFO - Best top1_acc is 0.9585 at 137 epoch. +2023-12-28 16:31:10,237 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9585, top5_acc: 0.9955 +2023-12-28 16:31:50,187 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 1:58:15, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2023-12-28 16:32:13,295 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 1:57:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0596, loss: 0.0596 +2023-12-28 16:32:36,317 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 1:57:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0461, loss: 0.0461 +2023-12-28 16:32:59,438 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 1:57:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 +2023-12-28 16:33:22,566 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 1:56:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9962, loss_cls: 0.0740, loss: 0.0740 +2023-12-28 16:33:45,643 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 1:56:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0502, loss: 0.0502 +2023-12-28 16:34:08,685 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 1:55:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0512, loss: 0.0512 +2023-12-28 16:34:31,705 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 1:55:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0455, loss: 0.0455 +2023-12-28 16:34:54,749 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 1:55:09, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0478, loss: 0.0478 +2023-12-28 16:35:17,794 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 1:54:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0430, loss: 0.0430 +2023-12-28 16:35:40,793 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 1:54:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0632, loss: 0.0632 +2023-12-28 16:36:03,772 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 1:53:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0535, loss: 0.0535 +2023-12-28 16:36:26,747 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 1:53:35, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0519, loss: 0.0519 +2023-12-28 16:36:49,766 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 1:53:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0607, loss: 0.0607 +2023-12-28 16:37:12,763 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 1:52:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0575, loss: 0.0575 +2023-12-28 16:37:35,729 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 1:52:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0653, loss: 0.0653 +2023-12-28 16:37:58,673 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 1:52:02, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0525, loss: 0.0525 +2023-12-28 16:38:21,640 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 1:51:39, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0684, loss: 0.0684 +2023-12-28 16:38:44,707 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 1:51:16, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0618, loss: 0.0618 +2023-12-28 16:39:07,757 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 1:50:52, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0581, loss: 0.0581 +2023-12-28 16:39:30,772 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 1:50:29, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0568, loss: 0.0568 +2023-12-28 16:39:53,931 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 1:50:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0436, loss: 0.0436 +2023-12-28 16:40:17,041 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 1:49:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0508, loss: 0.0508 +2023-12-28 16:40:29,713 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-28 16:42:01,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:42:01,576 - pyskl - INFO - +top1_acc 0.9589 +top5_acc 0.9955 +2023-12-28 16:42:01,580 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_137.pth was removed +2023-12-28 16:42:01,704 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2023-12-28 16:42:01,704 - pyskl - INFO - Best top1_acc is 0.9589 at 138 epoch. +2023-12-28 16:42:01,708 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9589, top5_acc: 0.9955 +2023-12-28 16:42:41,973 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 1:49:07, time: 0.403, data_time: 0.171, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0531, loss: 0.0531 +2023-12-28 16:43:05,127 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 1:48:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0529, loss: 0.0529 +2023-12-28 16:43:28,236 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 1:48:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0538, loss: 0.0538 +2023-12-28 16:43:51,349 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 1:47:57, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9956, loss_cls: 0.0711, loss: 0.0711 +2023-12-28 16:44:14,445 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 1:47:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 0.0519, loss: 0.0519 +2023-12-28 16:44:37,610 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 1:47:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9981, loss_cls: 0.0432, loss: 0.0432 +2023-12-28 16:45:00,928 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 1:46:48, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0506, loss: 0.0506 +2023-12-28 16:45:24,292 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 1:46:24, time: 0.234, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0387, loss: 0.0387 +2023-12-28 16:45:47,467 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 1:46:01, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0440, loss: 0.0440 +2023-12-28 16:46:10,680 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 1:45:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-28 16:46:33,793 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 1:45:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0557, loss: 0.0557 +2023-12-28 16:46:56,997 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 1:44:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0489, loss: 0.0489 +2023-12-28 16:47:20,109 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 1:44:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2023-12-28 16:47:43,195 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 1:44:05, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0477, loss: 0.0477 +2023-12-28 16:48:06,269 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 1:43:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0698, loss: 0.0698 +2023-12-28 16:48:29,343 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 1:43:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 0.0584, loss: 0.0584 +2023-12-28 16:48:52,382 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 1:42:55, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0544, loss: 0.0544 +2023-12-28 16:49:15,465 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 1:42:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0556, loss: 0.0556 +2023-12-28 16:49:38,518 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 1:42:08, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0547, loss: 0.0547 +2023-12-28 16:50:01,584 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 1:41:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468 +2023-12-28 16:50:24,639 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 1:41:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0436, loss: 0.0436 +2023-12-28 16:50:47,670 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 1:40:58, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0500, loss: 0.0500 +2023-12-28 16:51:10,732 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 1:40:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9962, loss_cls: 0.0682, loss: 0.0682 +2023-12-28 16:51:23,428 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-28 16:52:55,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:52:55,317 - pyskl - INFO - +top1_acc 0.9593 +top5_acc 0.9954 +2023-12-28 16:52:55,321 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_138.pth was removed +2023-12-28 16:52:55,442 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2023-12-28 16:52:55,442 - pyskl - INFO - Best top1_acc is 0.9593 at 139 epoch. +2023-12-28 16:52:55,446 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9593, top5_acc: 0.9954 +2023-12-28 16:53:35,422 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 1:40:00, time: 0.400, data_time: 0.168, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0515, loss: 0.0515 +2023-12-28 16:53:58,492 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 1:39:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0505, loss: 0.0505 +2023-12-28 16:54:21,656 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 1:39:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0585, loss: 0.0585 +2023-12-28 16:54:44,737 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 1:38:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0491, loss: 0.0491 +2023-12-28 16:55:07,738 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 1:38:27, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0486, loss: 0.0486 +2023-12-28 16:55:30,735 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 1:38:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0606, loss: 0.0606 +2023-12-28 16:55:53,742 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 1:37:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0523, loss: 0.0523 +2023-12-28 16:56:16,754 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 1:37:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0607, loss: 0.0607 +2023-12-28 16:56:39,726 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 1:36:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0456, loss: 0.0456 +2023-12-28 16:57:02,684 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 1:36:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0485, loss: 0.0485 +2023-12-28 16:57:25,702 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 1:36:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0416, loss: 0.0416 +2023-12-28 16:57:48,693 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 1:35:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0482, loss: 0.0482 +2023-12-28 16:58:11,698 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 1:35:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 +2023-12-28 16:58:34,706 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 1:34:57, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2023-12-28 16:58:57,788 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 1:34:34, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0540, loss: 0.0540 +2023-12-28 16:59:20,888 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 1:34:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0501, loss: 0.0501 +2023-12-28 16:59:43,969 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 1:33:47, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0526, loss: 0.0526 +2023-12-28 17:00:06,936 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 1:33:24, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 0.0571, loss: 0.0571 +2023-12-28 17:00:29,899 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 1:33:01, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0572, loss: 0.0572 +2023-12-28 17:00:52,848 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 1:32:37, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 +2023-12-28 17:01:15,818 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 1:32:14, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0521, loss: 0.0521 +2023-12-28 17:01:38,898 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 1:31:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0646, loss: 0.0646 +2023-12-28 17:02:01,817 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 1:31:27, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0505, loss: 0.0505 +2023-12-28 17:02:14,482 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-28 17:03:46,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:03:47,070 - pyskl - INFO - +top1_acc 0.9599 +top5_acc 0.9955 +2023-12-28 17:03:47,074 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_139.pth was removed +2023-12-28 17:03:47,190 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2023-12-28 17:03:47,190 - pyskl - INFO - Best top1_acc is 0.9599 at 140 epoch. +2023-12-28 17:03:47,194 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9599, top5_acc: 0.9955 +2023-12-28 17:04:26,789 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 1:30:52, time: 0.396, data_time: 0.166, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0484, loss: 0.0484 +2023-12-28 17:04:49,977 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 1:30:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2023-12-28 17:05:13,235 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 1:30:06, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0574, loss: 0.0574 +2023-12-28 17:05:36,413 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 1:29:42, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0465, loss: 0.0465 +2023-12-28 17:05:59,524 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 1:29:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-28 17:06:22,576 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 1:28:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2023-12-28 17:06:45,655 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 1:28:32, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0511, loss: 0.0511 +2023-12-28 17:07:08,759 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 1:28:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0450, loss: 0.0450 +2023-12-28 17:07:31,822 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 1:27:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0491, loss: 0.0491 +2023-12-28 17:07:54,879 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 1:27:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0386, loss: 0.0386 +2023-12-28 17:08:17,975 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 1:26:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0666, loss: 0.0666 +2023-12-28 17:08:40,941 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 1:26:36, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2023-12-28 17:09:03,981 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 1:26:13, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0488, loss: 0.0488 +2023-12-28 17:09:26,955 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 1:25:49, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0519, loss: 0.0519 +2023-12-28 17:09:49,918 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 1:25:26, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0425, loss: 0.0425 +2023-12-28 17:10:12,919 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 1:25:03, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0575, loss: 0.0575 +2023-12-28 17:10:35,966 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 1:24:40, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0507, loss: 0.0507 +2023-12-28 17:10:58,967 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 1:24:16, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0566, loss: 0.0566 +2023-12-28 17:11:21,930 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 1:23:53, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0451, loss: 0.0451 +2023-12-28 17:11:44,921 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 1:23:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0495, loss: 0.0495 +2023-12-28 17:12:08,015 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 1:23:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0464, loss: 0.0464 +2023-12-28 17:12:31,066 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 1:22:43, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0501, loss: 0.0501 +2023-12-28 17:12:54,070 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 1:22:20, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0399, loss: 0.0399 +2023-12-28 17:13:06,679 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-28 17:14:38,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:14:39,017 - pyskl - INFO - +top1_acc 0.9611 +top5_acc 0.9947 +2023-12-28 17:14:39,020 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_140.pth was removed +2023-12-28 17:14:39,142 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-28 17:14:39,142 - pyskl - INFO - Best top1_acc is 0.9611 at 141 epoch. +2023-12-28 17:14:39,147 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9611, top5_acc: 0.9947 +2023-12-28 17:15:19,250 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 1:21:45, time: 0.401, data_time: 0.170, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0477, loss: 0.0477 +2023-12-28 17:15:42,347 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 1:21:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0453, loss: 0.0453 +2023-12-28 17:16:05,461 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 1:20:58, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0464, loss: 0.0464 +2023-12-28 17:16:28,663 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 1:20:35, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429 +2023-12-28 17:16:51,825 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 1:20:11, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.0496, loss: 0.0496 +2023-12-28 17:17:14,920 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 1:19:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0413, loss: 0.0413 +2023-12-28 17:17:37,935 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 1:19:25, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 +2023-12-28 17:18:00,969 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 1:19:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0431, loss: 0.0431 +2023-12-28 17:18:24,086 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 1:18:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0563, loss: 0.0563 +2023-12-28 17:18:47,364 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 1:18:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0492, loss: 0.0492 +2023-12-28 17:19:10,512 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 1:17:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0414, loss: 0.0414 +2023-12-28 17:19:33,610 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 1:17:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0424, loss: 0.0424 +2023-12-28 17:19:56,598 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 1:17:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0476, loss: 0.0476 +2023-12-28 17:20:19,592 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 1:16:42, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0525, loss: 0.0525 +2023-12-28 17:20:42,645 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 1:16:19, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0451, loss: 0.0451 +2023-12-28 17:21:05,747 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 1:15:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0557, loss: 0.0557 +2023-12-28 17:21:28,783 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 1:15:32, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0480, loss: 0.0480 +2023-12-28 17:21:51,877 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 1:15:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0396, loss: 0.0396 +2023-12-28 17:22:14,986 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 1:14:45, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0517, loss: 0.0517 +2023-12-28 17:22:38,087 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 1:14:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0614, loss: 0.0614 +2023-12-28 17:23:01,106 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 1:13:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0468, loss: 0.0468 +2023-12-28 17:23:24,179 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 1:13:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0557, loss: 0.0557 +2023-12-28 17:23:47,195 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 1:13:12, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0480, loss: 0.0480 +2023-12-28 17:23:59,904 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-28 17:25:32,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:25:32,158 - pyskl - INFO - +top1_acc 0.9601 +top5_acc 0.9951 +2023-12-28 17:25:32,162 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9601, top5_acc: 0.9951 +2023-12-28 17:26:12,341 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 1:12:37, time: 0.402, data_time: 0.168, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0544, loss: 0.0544 +2023-12-28 17:26:35,517 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 1:12:14, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9975, loss_cls: 0.0476, loss: 0.0476 +2023-12-28 17:26:58,602 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 1:11:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2023-12-28 17:27:21,666 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 1:11:27, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9975, loss_cls: 0.0529, loss: 0.0529 +2023-12-28 17:27:44,724 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 1:11:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0385, loss: 0.0385 +2023-12-28 17:28:07,762 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 1:10:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0501, loss: 0.0501 +2023-12-28 17:28:30,913 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 1:10:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0449, loss: 0.0449 +2023-12-28 17:28:53,995 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 1:09:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0419, loss: 0.0419 +2023-12-28 17:29:17,017 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 1:09:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0600, loss: 0.0600 +2023-12-28 17:29:39,989 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 1:09:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0426, loss: 0.0426 +2023-12-28 17:30:02,962 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 1:08:44, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0504, loss: 0.0504 +2023-12-28 17:30:26,022 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 1:08:21, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0459, loss: 0.0459 +2023-12-28 17:30:49,278 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 1:07:58, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0470, loss: 0.0470 +2023-12-28 17:31:12,552 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 1:07:34, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0515, loss: 0.0515 +2023-12-28 17:31:35,699 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 1:07:11, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 +2023-12-28 17:31:58,772 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 1:06:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2023-12-28 17:32:21,952 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 1:06:24, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0398, loss: 0.0398 +2023-12-28 17:32:45,206 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 1:06:01, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0581, loss: 0.0581 +2023-12-28 17:33:08,391 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 1:05:38, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0505, loss: 0.0505 +2023-12-28 17:33:31,697 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 1:05:15, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0557, loss: 0.0557 +2023-12-28 17:33:54,945 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:04:51, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0457, loss: 0.0457 +2023-12-28 17:34:18,045 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:04:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0399, loss: 0.0399 +2023-12-28 17:34:41,066 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:04:05, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0519, loss: 0.0519 +2023-12-28 17:34:53,727 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-28 17:36:25,812 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:36:25,891 - pyskl - INFO - +top1_acc 0.9605 +top5_acc 0.9953 +2023-12-28 17:36:25,895 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9605, top5_acc: 0.9953 +2023-12-28 17:37:05,726 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:03:29, time: 0.398, data_time: 0.168, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0414, loss: 0.0414 +2023-12-28 17:37:28,843 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:03:06, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0373, loss: 0.0373 +2023-12-28 17:37:51,935 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:02:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0486, loss: 0.0486 +2023-12-28 17:38:15,036 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:02:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388 +2023-12-28 17:38:38,130 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:01:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0469, loss: 0.0469 +2023-12-28 17:39:01,246 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:01:33, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0536, loss: 0.0536 +2023-12-28 17:39:24,353 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:01:10, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0533, loss: 0.0533 +2023-12-28 17:39:47,420 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:00:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0448, loss: 0.0448 +2023-12-28 17:40:10,538 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:00:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0456, loss: 0.0456 +2023-12-28 17:40:33,617 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:00:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0520, loss: 0.0520 +2023-12-28 17:40:56,680 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 0:59:37, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0513, loss: 0.0513 +2023-12-28 17:41:19,741 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 0:59:13, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0490, loss: 0.0490 +2023-12-28 17:41:42,965 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 0:58:50, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0462, loss: 0.0462 +2023-12-28 17:42:06,235 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 0:58:27, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0451, loss: 0.0451 +2023-12-28 17:42:29,391 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 0:58:03, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0529, loss: 0.0529 +2023-12-28 17:42:52,532 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 0:57:40, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0428, loss: 0.0428 +2023-12-28 17:43:15,655 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 0:57:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 +2023-12-28 17:43:38,823 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 0:56:54, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0459, loss: 0.0459 +2023-12-28 17:44:01,970 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 0:56:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2023-12-28 17:44:25,131 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 0:56:07, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0464, loss: 0.0464 +2023-12-28 17:44:48,374 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 0:55:44, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0397, loss: 0.0397 +2023-12-28 17:45:11,538 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 0:55:21, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0548, loss: 0.0548 +2023-12-28 17:45:34,713 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 0:54:57, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0375, loss: 0.0375 +2023-12-28 17:45:47,475 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-28 17:47:19,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:47:20,039 - pyskl - INFO - +top1_acc 0.9614 +top5_acc 0.9954 +2023-12-28 17:47:20,043 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_141.pth was removed +2023-12-28 17:47:20,166 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2023-12-28 17:47:20,166 - pyskl - INFO - Best top1_acc is 0.9614 at 144 epoch. +2023-12-28 17:47:20,171 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9614, top5_acc: 0.9954 +2023-12-28 17:48:00,550 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 0:54:22, time: 0.404, data_time: 0.172, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0384, loss: 0.0384 +2023-12-28 17:48:23,619 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 0:53:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0533, loss: 0.0533 +2023-12-28 17:48:46,758 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 0:53:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0471, loss: 0.0471 +2023-12-28 17:49:09,853 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 0:53:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0420, loss: 0.0420 +2023-12-28 17:49:33,076 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 0:52:49, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2023-12-28 17:49:56,320 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 0:52:25, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0462, loss: 0.0462 +2023-12-28 17:50:19,573 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 0:52:02, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0391, loss: 0.0391 +2023-12-28 17:50:42,884 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 0:51:39, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0370, loss: 0.0370 +2023-12-28 17:51:06,190 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 0:51:16, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 0.0478, loss: 0.0478 +2023-12-28 17:51:29,457 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 0:50:52, time: 0.233, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2023-12-28 17:51:52,620 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 0:50:29, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0437, loss: 0.0437 +2023-12-28 17:52:15,801 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 0:50:06, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0353, loss: 0.0353 +2023-12-28 17:52:38,996 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 0:49:43, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0451, loss: 0.0451 +2023-12-28 17:53:02,152 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 0:49:19, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0498, loss: 0.0498 +2023-12-28 17:53:25,347 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 0:48:56, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0524, loss: 0.0524 +2023-12-28 17:53:48,500 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 0:48:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0448, loss: 0.0448 +2023-12-28 17:54:11,611 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 0:48:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0402, loss: 0.0402 +2023-12-28 17:54:34,724 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 0:47:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0475, loss: 0.0475 +2023-12-28 17:54:57,812 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 0:47:23, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 +2023-12-28 17:55:20,903 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 0:47:00, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0462, loss: 0.0462 +2023-12-28 17:55:44,027 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 0:46:36, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0471, loss: 0.0471 +2023-12-28 17:56:07,263 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 0:46:13, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0432, loss: 0.0432 +2023-12-28 17:56:30,358 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 0:45:50, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0393, loss: 0.0393 +2023-12-28 17:56:43,048 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-28 17:58:15,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:58:15,625 - pyskl - INFO - +top1_acc 0.9622 +top5_acc 0.9954 +2023-12-28 17:58:15,629 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_144.pth was removed +2023-12-28 17:58:15,751 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-28 17:58:15,752 - pyskl - INFO - Best top1_acc is 0.9622 at 145 epoch. +2023-12-28 17:58:15,756 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9622, top5_acc: 0.9954 +2023-12-28 17:58:55,697 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 0:45:14, time: 0.399, data_time: 0.168, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0359, loss: 0.0359 +2023-12-28 17:59:18,748 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 0:44:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0538, loss: 0.0538 +2023-12-28 17:59:41,892 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 0:44:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0450, loss: 0.0450 +2023-12-28 18:00:05,068 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 0:44:05, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0462, loss: 0.0462 +2023-12-28 18:00:28,156 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 0:43:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2023-12-28 18:00:51,231 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 0:43:18, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0430, loss: 0.0430 +2023-12-28 18:01:14,284 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 0:42:55, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2023-12-28 18:01:37,314 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 0:42:31, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 0.0453, loss: 0.0453 +2023-12-28 18:02:00,324 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 0:42:08, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0434, loss: 0.0434 +2023-12-28 18:02:23,343 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 0:41:45, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0429, loss: 0.0429 +2023-12-28 18:02:46,318 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 0:41:22, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0325, loss: 0.0325 +2023-12-28 18:03:09,539 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 0:40:58, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 0.0574, loss: 0.0574 +2023-12-28 18:03:32,661 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 0:40:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0376, loss: 0.0376 +2023-12-28 18:03:55,800 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 0:40:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.0428, loss: 0.0428 +2023-12-28 18:04:19,007 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 0:39:48, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0502, loss: 0.0502 +2023-12-28 18:04:42,072 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 0:39:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0626, loss: 0.0626 +2023-12-28 18:05:05,276 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 0:39:02, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2023-12-28 18:05:28,439 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 0:38:39, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0382, loss: 0.0382 +2023-12-28 18:05:51,637 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 0:38:15, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2023-12-28 18:06:14,755 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 0:37:52, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0615, loss: 0.0615 +2023-12-28 18:06:37,820 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 0:37:29, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2023-12-28 18:07:00,860 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 0:37:06, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 +2023-12-28 18:07:23,960 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 0:36:42, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0492, loss: 0.0492 +2023-12-28 18:07:36,918 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-28 18:09:09,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:09:09,591 - pyskl - INFO - +top1_acc 0.9624 +top5_acc 0.9954 +2023-12-28 18:09:09,596 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_145.pth was removed +2023-12-28 18:09:09,721 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2023-12-28 18:09:09,722 - pyskl - INFO - Best top1_acc is 0.9624 at 146 epoch. +2023-12-28 18:09:09,726 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9624, top5_acc: 0.9954 +2023-12-28 18:10:06,980 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 0:36:07, time: 0.572, data_time: 0.171, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0484, loss: 0.0484 +2023-12-28 18:10:47,027 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 0:35:44, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0471, loss: 0.0471 +2023-12-28 18:11:27,053 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 0:35:22, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0523, loss: 0.0523 +2023-12-28 18:12:07,049 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 0:34:59, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0448, loss: 0.0448 +2023-12-28 18:12:47,132 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 0:34:36, time: 0.401, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429 +2023-12-28 18:13:27,191 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 0:34:13, time: 0.401, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2023-12-28 18:14:07,170 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 0:33:50, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0389, loss: 0.0389 +2023-12-28 18:14:47,083 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 0:33:27, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 +2023-12-28 18:15:26,966 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 0:33:04, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 +2023-12-28 18:16:06,860 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 0:32:41, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0396, loss: 0.0396 +2023-12-28 18:16:46,735 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:32:18, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0455, loss: 0.0455 +2023-12-28 18:17:26,656 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:31:56, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0465, loss: 0.0465 +2023-12-28 18:18:06,585 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:31:33, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0463, loss: 0.0463 +2023-12-28 18:18:46,611 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:31:10, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2023-12-28 18:19:26,599 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:30:47, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0508, loss: 0.0508 +2023-12-28 18:20:06,488 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:30:24, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0518, loss: 0.0518 +2023-12-28 18:20:46,407 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:30:01, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0460, loss: 0.0460 +2023-12-28 18:21:26,360 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:29:38, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 +2023-12-28 18:22:06,270 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:29:15, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0457, loss: 0.0457 +2023-12-28 18:22:46,176 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:28:52, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0507, loss: 0.0507 +2023-12-28 18:23:26,099 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:28:29, time: 0.399, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0429, loss: 0.0429 +2023-12-28 18:24:06,179 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:28:06, time: 0.401, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0428, loss: 0.0428 +2023-12-28 18:24:46,156 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:27:43, time: 0.400, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0425, loss: 0.0425 +2023-12-28 18:25:07,729 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-28 18:28:09,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:28:09,150 - pyskl - INFO - +top1_acc 0.9627 +top5_acc 0.9955 +2023-12-28 18:28:09,154 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_146.pth was removed +2023-12-28 18:28:09,280 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2023-12-28 18:28:09,280 - pyskl - INFO - Best top1_acc is 0.9627 at 147 epoch. +2023-12-28 18:28:09,285 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9627, top5_acc: 0.9955 +2023-12-28 18:29:06,047 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:27:07, time: 0.568, data_time: 0.166, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 +2023-12-28 18:29:46,207 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:26:44, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0449, loss: 0.0449 +2023-12-28 18:30:26,393 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:26:21, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 0.0455, loss: 0.0455 +2023-12-28 18:31:06,645 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:25:58, time: 0.403, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0463, loss: 0.0463 +2023-12-28 18:31:46,877 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:25:35, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2023-12-28 18:32:27,051 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:25:12, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2023-12-28 18:33:07,284 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:24:49, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2023-12-28 18:33:47,488 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:24:26, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2023-12-28 18:34:27,645 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:24:03, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0536, loss: 0.0536 +2023-12-28 18:35:07,816 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:23:39, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0326, loss: 0.0326 +2023-12-28 18:35:47,958 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:23:16, time: 0.401, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0423, loss: 0.0423 +2023-12-28 18:36:28,160 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:22:53, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 0.0473, loss: 0.0473 +2023-12-28 18:37:08,332 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:22:30, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0440, loss: 0.0440 +2023-12-28 18:37:48,502 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:22:07, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0420, loss: 0.0420 +2023-12-28 18:38:28,630 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:21:44, time: 0.401, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0412, loss: 0.0412 +2023-12-28 18:39:08,871 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:21:20, time: 0.402, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0417, loss: 0.0417 +2023-12-28 18:39:49,168 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:20:57, time: 0.403, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.0345, loss: 0.0345 +2023-12-28 18:40:29,443 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:20:34, time: 0.403, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0451, loss: 0.0451 +2023-12-28 18:41:09,745 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:20:11, time: 0.403, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0409, loss: 0.0409 +2023-12-28 18:41:50,100 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:19:47, time: 0.404, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0482, loss: 0.0482 +2023-12-28 18:42:30,472 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:19:24, time: 0.404, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0397, loss: 0.0397 +2023-12-28 18:43:10,790 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:19:01, time: 0.403, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0364, loss: 0.0364 +2023-12-28 18:43:51,054 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:18:38, time: 0.403, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0543, loss: 0.0543 +2023-12-28 18:44:12,800 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-28 18:47:17,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:47:17,654 - pyskl - INFO - +top1_acc 0.9620 +top5_acc 0.9952 +2023-12-28 18:47:17,659 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9620, top5_acc: 0.9952 +2023-12-28 18:47:58,133 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:18:02, time: 0.405, data_time: 0.176, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0457, loss: 0.0457 +2023-12-28 18:48:21,126 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:17:38, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0461, loss: 0.0461 +2023-12-28 18:48:44,161 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:17:15, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0481, loss: 0.0481 +2023-12-28 18:49:07,202 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:16:51, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0387, loss: 0.0387 +2023-12-28 18:49:30,224 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:16:28, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0520, loss: 0.0520 +2023-12-28 18:49:53,214 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:16:04, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0446, loss: 0.0446 +2023-12-28 18:50:16,210 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:15:41, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0349, loss: 0.0349 +2023-12-28 18:50:39,245 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:15:17, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0381, loss: 0.0381 +2023-12-28 18:51:02,260 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:14:54, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2023-12-28 18:51:25,291 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:14:30, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 0.0445, loss: 0.0445 +2023-12-28 18:51:48,285 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:14:07, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2023-12-28 18:52:11,434 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:13:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0438, loss: 0.0438 +2023-12-28 18:52:34,564 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:13:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0390, loss: 0.0390 +2023-12-28 18:52:57,704 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:12:56, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 0.0381, loss: 0.0381 +2023-12-28 18:53:20,886 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:12:33, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0475, loss: 0.0475 +2023-12-28 18:53:44,032 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:12:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0425, loss: 0.0425 +2023-12-28 18:54:07,195 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:11:46, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0449, loss: 0.0449 +2023-12-28 18:54:30,326 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:11:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 0.0364, loss: 0.0364 +2023-12-28 18:54:53,430 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:10:59, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0445, loss: 0.0445 +2023-12-28 18:55:16,542 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:10:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0401, loss: 0.0401 +2023-12-28 18:55:39,651 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:10:12, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0460, loss: 0.0460 +2023-12-28 18:56:02,715 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:09:48, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0483, loss: 0.0483 +2023-12-28 18:56:25,784 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:09:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0359, loss: 0.0359 +2023-12-28 18:56:38,475 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-28 18:58:11,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:58:11,105 - pyskl - INFO - +top1_acc 0.9624 +top5_acc 0.9952 +2023-12-28 18:58:11,109 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9624, top5_acc: 0.9952 +2023-12-28 18:58:51,035 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:08:49, time: 0.399, data_time: 0.169, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0538, loss: 0.0538 +2023-12-28 18:59:14,095 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:08:25, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0513, loss: 0.0513 +2023-12-28 18:59:37,129 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:08:02, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.0508, loss: 0.0508 +2023-12-28 19:00:00,182 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:07:38, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0503, loss: 0.0503 +2023-12-28 19:00:23,311 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:07:15, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0479, loss: 0.0479 +2023-12-28 19:00:46,449 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:06:51, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0460, loss: 0.0460 +2023-12-28 19:01:09,581 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:06:28, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0353, loss: 0.0353 +2023-12-28 19:01:32,673 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:06:04, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 +2023-12-28 19:01:55,772 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:05:41, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0445, loss: 0.0445 +2023-12-28 19:02:18,858 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:05:17, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0469, loss: 0.0469 +2023-12-28 19:02:41,983 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:04:54, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0448, loss: 0.0448 +2023-12-28 19:03:05,051 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:04:30, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0570, loss: 0.0570 +2023-12-28 19:03:28,162 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:04:07, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0452, loss: 0.0452 +2023-12-28 19:03:51,263 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:03:43, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0494, loss: 0.0494 +2023-12-28 19:04:14,323 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:03:20, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0525, loss: 0.0525 +2023-12-28 19:04:37,355 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:02:56, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0524, loss: 0.0524 +2023-12-28 19:05:00,382 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:02:33, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0410, loss: 0.0410 +2023-12-28 19:05:23,482 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:02:09, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0431, loss: 0.0431 +2023-12-28 19:05:46,560 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:01:46, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 +2023-12-28 19:06:09,661 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:01:22, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0348, loss: 0.0348 +2023-12-28 19:06:32,710 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:00:59, time: 0.230, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0410, loss: 0.0410 +2023-12-28 19:06:55,789 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:00:35, time: 0.231, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0462, loss: 0.0462 +2023-12-28 19:07:19,024 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:12, time: 0.232, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0544, loss: 0.0544 +2023-12-28 19:07:31,758 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-28 19:09:04,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 19:09:04,369 - pyskl - INFO - +top1_acc 0.9619 +top5_acc 0.9952 +2023-12-28 19:09:04,374 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9619, top5_acc: 0.9952 +2023-12-28 19:09:13,015 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-28 19:21:21,743 - pyskl - INFO - Testing results of the last checkpoint +2023-12-28 19:21:21,743 - pyskl - INFO - top1_acc: 0.9643 +2023-12-28 19:21:21,743 - pyskl - INFO - top5_acc: 0.9957 +2023-12-28 19:21:21,744 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xview/k_2/best_top1_acc_epoch_147.pth +2023-12-28 19:33:29,027 - pyskl - INFO - Testing results of the best checkpoint +2023-12-28 19:33:29,028 - pyskl - INFO - top1_acc: 0.9641 +2023-12-28 19:33:29,028 - pyskl - INFO - top5_acc: 0.9957