diff --git "a/ntu60_xsub/j_1/20240703_082538.log" "b/ntu60_xsub/j_1/20240703_082538.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/j_1/20240703_082538.log" @@ -0,0 +1,3005 @@ +2024-07-03 08:25:38,120 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] +CUDA available: True +GPU 0,1: Tesla V100-PCIE-32GB +CUDA_HOME: /usr/local/cuda-11.7 +NVCC: Cuda compilation tools, release 11.7, V11.7.64 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.2) 9.4.0 +PyTorch: 1.11.0 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - 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 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, 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 -DEDGE_PROFILER_USE_KINETO -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-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=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.12.0 +OpenCV: 4.8.0 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2024-07-03 08:25:38,269 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu60_xsub/j_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module', + gcn_ratio=0.125, + gcn_ctr='T', + gcn_ada='T', + 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', data_cfg='ntu60', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.05, 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, 2) + +2024-07-03 08:25:40,948 - pyskl - INFO - Set random seed to 2130319699, deterministic: False +2024-07-03 08:25:46,302 - pyskl - INFO - 40091 videos remain after valid thresholding +2024-07-03 08:25:52,425 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-03 08:25:52,451 - pyskl - INFO - Start running, host: lhd@zkyd, work_dir: /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1 +2024-07-03 08:25:52,451 - 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 + -------------------- +2024-07-03 08:25:52,452 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-07-03 08:25:52,452 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1 by HardDiskBackend. +2024-07-03 08:26:38,289 - pyskl - INFO - Epoch [1][100/1253] lr: 5.000e-02, eta: 23:54:53, time: 0.458, data_time: 0.212, memory: 5176, top1_acc: 0.0522, top5_acc: 0.2109, loss_cls: 4.2561, loss: 4.2561 +2024-07-03 08:27:02,070 - pyskl - INFO - Epoch [1][200/1253] lr: 5.000e-02, eta: 18:09:07, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.0841, top5_acc: 0.3219, loss_cls: 4.0381, loss: 4.0381 +2024-07-03 08:27:25,830 - pyskl - INFO - Epoch [1][300/1253] lr: 5.000e-02, eta: 16:13:24, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.1334, top5_acc: 0.4272, loss_cls: 3.7457, loss: 3.7457 +2024-07-03 08:27:49,470 - pyskl - INFO - Epoch [1][400/1253] lr: 5.000e-02, eta: 15:14:23, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.1650, top5_acc: 0.5038, loss_cls: 3.4850, loss: 3.4850 +2024-07-03 08:28:13,098 - pyskl - INFO - Epoch [1][500/1253] lr: 5.000e-02, eta: 14:38:45, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.2206, top5_acc: 0.5797, loss_cls: 3.2774, loss: 3.2774 +2024-07-03 08:28:36,723 - pyskl - INFO - Epoch [1][600/1253] lr: 5.000e-02, eta: 14:14:51, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.2800, top5_acc: 0.6787, loss_cls: 2.9879, loss: 2.9879 +2024-07-03 08:29:00,353 - pyskl - INFO - Epoch [1][700/1253] lr: 5.000e-02, eta: 13:57:41, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.3103, top5_acc: 0.7141, loss_cls: 2.8350, loss: 2.8350 +2024-07-03 08:29:23,944 - pyskl - INFO - Epoch [1][800/1253] lr: 5.000e-02, eta: 13:44:33, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.3509, top5_acc: 0.7678, loss_cls: 2.6665, loss: 2.6665 +2024-07-03 08:29:47,537 - pyskl - INFO - Epoch [1][900/1253] lr: 5.000e-02, eta: 13:34:16, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.3853, top5_acc: 0.7703, loss_cls: 2.5658, loss: 2.5658 +2024-07-03 08:30:11,127 - pyskl - INFO - Epoch [1][1000/1253] lr: 5.000e-02, eta: 13:25:57, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.4034, top5_acc: 0.8059, loss_cls: 2.4463, loss: 2.4463 +2024-07-03 08:30:34,726 - pyskl - INFO - Epoch [1][1100/1253] lr: 5.000e-02, eta: 13:19:06, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.4391, top5_acc: 0.8206, loss_cls: 2.3446, loss: 2.3446 +2024-07-03 08:30:58,481 - pyskl - INFO - Epoch [1][1200/1253] lr: 4.999e-02, eta: 13:13:43, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.4469, top5_acc: 0.8281, loss_cls: 2.2986, loss: 2.2986 +2024-07-03 08:31:11,887 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-07-03 08:32:00,435 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 08:32:00,501 - pyskl - INFO - +top1_acc 0.5003 +top5_acc 0.8476 +2024-07-03 08:32:00,735 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-07-03 08:32:00,736 - pyskl - INFO - Best top1_acc is 0.5003 at 1 epoch. +2024-07-03 08:32:00,741 - pyskl - INFO - Epoch(val) [1][516] top1_acc: 0.5003, top5_acc: 0.8476 +2024-07-03 08:32:45,803 - pyskl - INFO - Epoch [2][100/1253] lr: 4.999e-02, eta: 13:26:57, time: 0.451, data_time: 0.212, memory: 5176, top1_acc: 0.4956, top5_acc: 0.8581, loss_cls: 2.1172, loss: 2.1172 +2024-07-03 08:33:09,445 - pyskl - INFO - Epoch [2][200/1253] lr: 4.999e-02, eta: 13:21:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.5178, top5_acc: 0.8694, loss_cls: 2.0441, loss: 2.0441 +2024-07-03 08:33:33,110 - pyskl - INFO - Epoch [2][300/1253] lr: 4.999e-02, eta: 13:16:55, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.5356, top5_acc: 0.8725, loss_cls: 1.9883, loss: 1.9883 +2024-07-03 08:33:56,733 - pyskl - INFO - Epoch [2][400/1253] lr: 4.999e-02, eta: 13:12:40, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.5378, top5_acc: 0.8819, loss_cls: 1.9591, loss: 1.9591 +2024-07-03 08:34:20,370 - pyskl - INFO - Epoch [2][500/1253] lr: 4.999e-02, eta: 13:08:53, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.5575, top5_acc: 0.8972, loss_cls: 1.8923, loss: 1.8923 +2024-07-03 08:34:44,007 - pyskl - INFO - Epoch [2][600/1253] lr: 4.999e-02, eta: 13:05:29, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.5637, top5_acc: 0.8934, loss_cls: 1.8794, loss: 1.8794 +2024-07-03 08:35:07,658 - pyskl - INFO - Epoch [2][700/1253] lr: 4.999e-02, eta: 13:02:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.5966, top5_acc: 0.9034, loss_cls: 1.7842, loss: 1.7842 +2024-07-03 08:35:31,288 - pyskl - INFO - Epoch [2][800/1253] lr: 4.999e-02, eta: 12:59:33, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.5816, top5_acc: 0.8956, loss_cls: 1.8156, loss: 1.8156 +2024-07-03 08:35:54,917 - pyskl - INFO - Epoch [2][900/1253] lr: 4.998e-02, eta: 12:56:56, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.5947, top5_acc: 0.9050, loss_cls: 1.7556, loss: 1.7556 +2024-07-03 08:36:18,556 - pyskl - INFO - Epoch [2][1000/1253] lr: 4.998e-02, eta: 12:54:31, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.5994, top5_acc: 0.9003, loss_cls: 1.7550, loss: 1.7550 +2024-07-03 08:36:42,182 - pyskl - INFO - Epoch [2][1100/1253] lr: 4.998e-02, eta: 12:52:15, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.6022, top5_acc: 0.9178, loss_cls: 1.6904, loss: 1.6904 +2024-07-03 08:37:05,968 - pyskl - INFO - Epoch [2][1200/1253] lr: 4.998e-02, eta: 12:50:21, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.6159, top5_acc: 0.9106, loss_cls: 1.6741, loss: 1.6741 +2024-07-03 08:37:19,269 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-07-03 08:38:07,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 08:38:08,021 - pyskl - INFO - +top1_acc 0.5889 +top5_acc 0.8920 +2024-07-03 08:38:08,025 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_1.pth was removed +2024-07-03 08:38:08,254 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-07-03 08:38:08,255 - pyskl - INFO - Best top1_acc is 0.5889 at 2 epoch. +2024-07-03 08:38:08,259 - pyskl - INFO - Epoch(val) [2][516] top1_acc: 0.5889, top5_acc: 0.8920 +2024-07-03 08:38:53,218 - pyskl - INFO - Epoch [3][100/1253] lr: 4.998e-02, eta: 12:57:49, time: 0.450, data_time: 0.209, memory: 5176, top1_acc: 0.6325, top5_acc: 0.9206, loss_cls: 1.6342, loss: 1.6342 +2024-07-03 08:39:17,256 - pyskl - INFO - Epoch [3][200/1253] lr: 4.997e-02, eta: 12:56:05, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6272, top5_acc: 0.9203, loss_cls: 1.6043, loss: 1.6043 +2024-07-03 08:39:41,253 - pyskl - INFO - Epoch [3][300/1253] lr: 4.997e-02, eta: 12:54:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6288, top5_acc: 0.9275, loss_cls: 1.6070, loss: 1.6070 +2024-07-03 08:40:05,238 - pyskl - INFO - Epoch [3][400/1253] lr: 4.997e-02, eta: 12:52:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6453, top5_acc: 0.9341, loss_cls: 1.5543, loss: 1.5543 +2024-07-03 08:40:29,225 - pyskl - INFO - Epoch [3][500/1253] lr: 4.997e-02, eta: 12:51:18, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6494, top5_acc: 0.9341, loss_cls: 1.5356, loss: 1.5356 +2024-07-03 08:40:53,207 - pyskl - INFO - Epoch [3][600/1253] lr: 4.997e-02, eta: 12:49:51, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6578, top5_acc: 0.9431, loss_cls: 1.4791, loss: 1.4791 +2024-07-03 08:41:17,183 - pyskl - INFO - Epoch [3][700/1253] lr: 4.996e-02, eta: 12:48:28, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6703, top5_acc: 0.9369, loss_cls: 1.4487, loss: 1.4487 +2024-07-03 08:41:41,160 - pyskl - INFO - Epoch [3][800/1253] lr: 4.996e-02, eta: 12:47:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6578, top5_acc: 0.9322, loss_cls: 1.5197, loss: 1.5197 +2024-07-03 08:42:05,126 - pyskl - INFO - Epoch [3][900/1253] lr: 4.996e-02, eta: 12:45:51, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6575, top5_acc: 0.9347, loss_cls: 1.4792, loss: 1.4792 +2024-07-03 08:42:29,096 - pyskl - INFO - Epoch [3][1000/1253] lr: 4.996e-02, eta: 12:44:37, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6881, top5_acc: 0.9375, loss_cls: 1.4218, loss: 1.4218 +2024-07-03 08:42:53,061 - pyskl - INFO - Epoch [3][1100/1253] lr: 4.995e-02, eta: 12:43:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.6747, top5_acc: 0.9403, loss_cls: 1.4379, loss: 1.4379 +2024-07-03 08:43:16,958 - pyskl - INFO - Epoch [3][1200/1253] lr: 4.995e-02, eta: 12:42:13, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.6813, top5_acc: 0.9372, loss_cls: 1.4092, loss: 1.4092 +2024-07-03 08:43:30,264 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-07-03 08:44:18,958 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 08:44:19,020 - pyskl - INFO - +top1_acc 0.6360 +top5_acc 0.9185 +2024-07-03 08:44:19,025 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_2.pth was removed +2024-07-03 08:44:19,256 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-07-03 08:44:19,257 - pyskl - INFO - Best top1_acc is 0.6360 at 3 epoch. +2024-07-03 08:44:19,262 - pyskl - INFO - Epoch(val) [3][516] top1_acc: 0.6360, top5_acc: 0.9185 +2024-07-03 08:45:04,101 - pyskl - INFO - Epoch [4][100/1253] lr: 4.995e-02, eta: 12:47:02, time: 0.448, data_time: 0.212, memory: 5176, top1_acc: 0.6925, top5_acc: 0.9409, loss_cls: 1.3989, loss: 1.3989 +2024-07-03 08:45:27,728 - pyskl - INFO - Epoch [4][200/1253] lr: 4.995e-02, eta: 12:45:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.6922, top5_acc: 0.9428, loss_cls: 1.3784, loss: 1.3784 +2024-07-03 08:45:51,344 - pyskl - INFO - Epoch [4][300/1253] lr: 4.994e-02, eta: 12:44:07, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.6997, top5_acc: 0.9359, loss_cls: 1.3630, loss: 1.3630 +2024-07-03 08:46:14,952 - pyskl - INFO - Epoch [4][400/1253] lr: 4.994e-02, eta: 12:42:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.6909, top5_acc: 0.9437, loss_cls: 1.3623, loss: 1.3623 +2024-07-03 08:46:38,541 - pyskl - INFO - Epoch [4][500/1253] lr: 4.994e-02, eta: 12:41:22, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.6822, top5_acc: 0.9372, loss_cls: 1.3864, loss: 1.3864 +2024-07-03 08:47:02,127 - pyskl - INFO - Epoch [4][600/1253] lr: 4.993e-02, eta: 12:40:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.6922, top5_acc: 0.9400, loss_cls: 1.3613, loss: 1.3613 +2024-07-03 08:47:25,724 - pyskl - INFO - Epoch [4][700/1253] lr: 4.993e-02, eta: 12:38:47, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.6956, top5_acc: 0.9466, loss_cls: 1.3553, loss: 1.3553 +2024-07-03 08:47:49,330 - pyskl - INFO - Epoch [4][800/1253] lr: 4.993e-02, eta: 12:37:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7037, top5_acc: 0.9450, loss_cls: 1.3416, loss: 1.3416 +2024-07-03 08:48:12,923 - pyskl - INFO - Epoch [4][900/1253] lr: 4.992e-02, eta: 12:36:22, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.6987, top5_acc: 0.9453, loss_cls: 1.3382, loss: 1.3382 +2024-07-03 08:48:36,511 - pyskl - INFO - Epoch [4][1000/1253] lr: 4.992e-02, eta: 12:35:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7178, top5_acc: 0.9463, loss_cls: 1.3118, loss: 1.3118 +2024-07-03 08:49:00,186 - pyskl - INFO - Epoch [4][1100/1253] lr: 4.992e-02, eta: 12:34:08, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7059, top5_acc: 0.9487, loss_cls: 1.3110, loss: 1.3110 +2024-07-03 08:49:23,922 - pyskl - INFO - Epoch [4][1200/1253] lr: 4.991e-02, eta: 12:33:07, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7184, top5_acc: 0.9475, loss_cls: 1.2704, loss: 1.2704 +2024-07-03 08:49:37,130 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-07-03 08:50:25,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 08:50:25,695 - pyskl - INFO - +top1_acc 0.7016 +top5_acc 0.9398 +2024-07-03 08:50:25,699 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_3.pth was removed +2024-07-03 08:50:25,930 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-07-03 08:50:25,931 - pyskl - INFO - Best top1_acc is 0.7016 at 4 epoch. +2024-07-03 08:50:25,935 - pyskl - INFO - Epoch(val) [4][516] top1_acc: 0.7016, top5_acc: 0.9398 +2024-07-03 08:51:10,857 - pyskl - INFO - Epoch [5][100/1253] lr: 4.991e-02, eta: 12:36:44, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.7278, top5_acc: 0.9572, loss_cls: 1.2293, loss: 1.2293 +2024-07-03 08:51:34,868 - pyskl - INFO - Epoch [5][200/1253] lr: 4.991e-02, eta: 12:35:51, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7206, top5_acc: 0.9506, loss_cls: 1.2746, loss: 1.2746 +2024-07-03 08:51:58,809 - pyskl - INFO - Epoch [5][300/1253] lr: 4.990e-02, eta: 12:34:56, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.7075, top5_acc: 0.9484, loss_cls: 1.3200, loss: 1.3200 +2024-07-03 08:52:22,367 - pyskl - INFO - Epoch [5][400/1253] lr: 4.990e-02, eta: 12:33:49, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7278, top5_acc: 0.9503, loss_cls: 1.2232, loss: 1.2232 +2024-07-03 08:52:45,907 - pyskl - INFO - Epoch [5][500/1253] lr: 4.989e-02, eta: 12:32:43, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.7212, top5_acc: 0.9613, loss_cls: 1.2288, loss: 1.2288 +2024-07-03 08:53:09,450 - pyskl - INFO - Epoch [5][600/1253] lr: 4.989e-02, eta: 12:31:39, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.7169, top5_acc: 0.9453, loss_cls: 1.2910, loss: 1.2910 +2024-07-03 08:53:33,003 - pyskl - INFO - Epoch [5][700/1253] lr: 4.989e-02, eta: 12:30:37, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7400, top5_acc: 0.9606, loss_cls: 1.1932, loss: 1.1932 +2024-07-03 08:53:56,719 - pyskl - INFO - Epoch [5][800/1253] lr: 4.988e-02, eta: 12:29:41, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 1.2308, loss: 1.2308 +2024-07-03 08:54:20,482 - pyskl - INFO - Epoch [5][900/1253] lr: 4.988e-02, eta: 12:28:47, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7212, top5_acc: 0.9466, loss_cls: 1.2791, loss: 1.2791 +2024-07-03 08:54:44,285 - pyskl - INFO - Epoch [5][1000/1253] lr: 4.987e-02, eta: 12:27:56, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7216, top5_acc: 0.9556, loss_cls: 1.2681, loss: 1.2681 +2024-07-03 08:55:08,128 - pyskl - INFO - Epoch [5][1100/1253] lr: 4.987e-02, eta: 12:27:07, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7269, top5_acc: 0.9487, loss_cls: 1.2442, loss: 1.2442 +2024-07-03 08:55:32,129 - pyskl - INFO - Epoch [5][1200/1253] lr: 4.987e-02, eta: 12:26:23, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7534, top5_acc: 0.9587, loss_cls: 1.1646, loss: 1.1646 +2024-07-03 08:55:45,561 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-07-03 08:56:34,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 08:56:34,233 - pyskl - INFO - +top1_acc 0.6966 +top5_acc 0.9288 +2024-07-03 08:56:34,236 - pyskl - INFO - Epoch(val) [5][516] top1_acc: 0.6966, top5_acc: 0.9288 +2024-07-03 08:57:19,343 - pyskl - INFO - Epoch [6][100/1253] lr: 4.986e-02, eta: 12:29:16, time: 0.451, data_time: 0.212, memory: 5176, top1_acc: 0.7403, top5_acc: 0.9597, loss_cls: 1.1748, loss: 1.1748 +2024-07-03 08:57:43,346 - pyskl - INFO - Epoch [6][200/1253] lr: 4.985e-02, eta: 12:28:30, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7381, top5_acc: 0.9516, loss_cls: 1.2070, loss: 1.2070 +2024-07-03 08:58:07,343 - pyskl - INFO - Epoch [6][300/1253] lr: 4.985e-02, eta: 12:27:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7431, top5_acc: 0.9609, loss_cls: 1.1858, loss: 1.1858 +2024-07-03 08:58:31,345 - pyskl - INFO - Epoch [6][400/1253] lr: 4.985e-02, eta: 12:27:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7331, top5_acc: 0.9491, loss_cls: 1.2175, loss: 1.2175 +2024-07-03 08:58:54,988 - pyskl - INFO - Epoch [6][500/1253] lr: 4.984e-02, eta: 12:26:07, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7303, top5_acc: 0.9566, loss_cls: 1.2217, loss: 1.2217 +2024-07-03 08:59:18,567 - pyskl - INFO - Epoch [6][600/1253] lr: 4.984e-02, eta: 12:25:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7556, top5_acc: 0.9534, loss_cls: 1.1946, loss: 1.1946 +2024-07-03 08:59:42,165 - pyskl - INFO - Epoch [6][700/1253] lr: 4.983e-02, eta: 12:24:19, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7316, top5_acc: 0.9525, loss_cls: 1.2269, loss: 1.2269 +2024-07-03 09:00:05,722 - pyskl - INFO - Epoch [6][800/1253] lr: 4.983e-02, eta: 12:23:26, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7491, top5_acc: 0.9584, loss_cls: 1.1511, loss: 1.1511 +2024-07-03 09:00:29,310 - pyskl - INFO - Epoch [6][900/1253] lr: 4.982e-02, eta: 12:22:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7553, top5_acc: 0.9559, loss_cls: 1.1467, loss: 1.1467 +2024-07-03 09:00:52,897 - pyskl - INFO - Epoch [6][1000/1253] lr: 4.982e-02, eta: 12:21:43, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7597, top5_acc: 0.9594, loss_cls: 1.1357, loss: 1.1357 +2024-07-03 09:01:16,583 - pyskl - INFO - Epoch [6][1100/1253] lr: 4.981e-02, eta: 12:20:55, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7491, top5_acc: 0.9609, loss_cls: 1.1627, loss: 1.1627 +2024-07-03 09:01:40,515 - pyskl - INFO - Epoch [6][1200/1253] lr: 4.981e-02, eta: 12:20:14, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.7331, top5_acc: 0.9553, loss_cls: 1.1912, loss: 1.1912 +2024-07-03 09:01:53,771 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-07-03 09:02:42,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:02:42,437 - pyskl - INFO - +top1_acc 0.7358 +top5_acc 0.9520 +2024-07-03 09:02:42,441 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_4.pth was removed +2024-07-03 09:02:42,670 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2024-07-03 09:02:42,671 - pyskl - INFO - Best top1_acc is 0.7358 at 6 epoch. +2024-07-03 09:02:42,675 - pyskl - INFO - Epoch(val) [6][516] top1_acc: 0.7358, top5_acc: 0.9520 +2024-07-03 09:03:27,501 - pyskl - INFO - Epoch [7][100/1253] lr: 4.980e-02, eta: 12:22:26, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.7556, top5_acc: 0.9609, loss_cls: 1.1306, loss: 1.1306 +2024-07-03 09:03:51,058 - pyskl - INFO - Epoch [7][200/1253] lr: 4.979e-02, eta: 12:21:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7384, top5_acc: 0.9559, loss_cls: 1.2080, loss: 1.2080 +2024-07-03 09:04:14,610 - pyskl - INFO - Epoch [7][300/1253] lr: 4.979e-02, eta: 12:20:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7628, top5_acc: 0.9634, loss_cls: 1.1115, loss: 1.1115 +2024-07-03 09:04:38,168 - pyskl - INFO - Epoch [7][400/1253] lr: 4.978e-02, eta: 12:19:54, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7394, top5_acc: 0.9600, loss_cls: 1.1936, loss: 1.1936 +2024-07-03 09:05:01,742 - pyskl - INFO - Epoch [7][500/1253] lr: 4.978e-02, eta: 12:19:05, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7397, top5_acc: 0.9544, loss_cls: 1.2044, loss: 1.2044 +2024-07-03 09:05:25,309 - pyskl - INFO - Epoch [7][600/1253] lr: 4.977e-02, eta: 12:18:16, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 1.1621, loss: 1.1621 +2024-07-03 09:05:48,858 - pyskl - INFO - Epoch [7][700/1253] lr: 4.976e-02, eta: 12:17:28, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.7394, top5_acc: 0.9581, loss_cls: 1.1578, loss: 1.1578 +2024-07-03 09:06:12,420 - pyskl - INFO - Epoch [7][800/1253] lr: 4.976e-02, eta: 12:16:40, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7522, top5_acc: 0.9594, loss_cls: 1.1554, loss: 1.1554 +2024-07-03 09:06:35,973 - pyskl - INFO - Epoch [7][900/1253] lr: 4.975e-02, eta: 12:15:53, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7519, top5_acc: 0.9622, loss_cls: 1.1300, loss: 1.1300 +2024-07-03 09:06:59,519 - pyskl - INFO - Epoch [7][1000/1253] lr: 4.975e-02, eta: 12:15:06, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.7659, top5_acc: 0.9578, loss_cls: 1.1248, loss: 1.1248 +2024-07-03 09:07:23,122 - pyskl - INFO - Epoch [7][1100/1253] lr: 4.974e-02, eta: 12:14:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7538, top5_acc: 0.9625, loss_cls: 1.1019, loss: 1.1019 +2024-07-03 09:07:47,001 - pyskl - INFO - Epoch [7][1200/1253] lr: 4.974e-02, eta: 12:13:43, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.7484, top5_acc: 0.9553, loss_cls: 1.1680, loss: 1.1680 +2024-07-03 09:08:00,277 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-07-03 09:08:48,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:08:48,840 - pyskl - INFO - +top1_acc 0.7408 +top5_acc 0.9522 +2024-07-03 09:08:48,844 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_6.pth was removed +2024-07-03 09:08:49,077 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2024-07-03 09:08:49,078 - pyskl - INFO - Best top1_acc is 0.7408 at 7 epoch. +2024-07-03 09:08:49,083 - pyskl - INFO - Epoch(val) [7][516] top1_acc: 0.7408, top5_acc: 0.9522 +2024-07-03 09:09:33,987 - pyskl - INFO - Epoch [8][100/1253] lr: 4.973e-02, eta: 12:15:33, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.7566, top5_acc: 0.9669, loss_cls: 1.0972, loss: 1.0972 +2024-07-03 09:09:57,991 - pyskl - INFO - Epoch [8][200/1253] lr: 4.972e-02, eta: 12:14:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7497, top5_acc: 0.9559, loss_cls: 1.1342, loss: 1.1342 +2024-07-03 09:10:21,842 - pyskl - INFO - Epoch [8][300/1253] lr: 4.971e-02, eta: 12:14:15, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 1.1181, loss: 1.1181 +2024-07-03 09:10:45,423 - pyskl - INFO - Epoch [8][400/1253] lr: 4.971e-02, eta: 12:13:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7556, top5_acc: 0.9584, loss_cls: 1.1349, loss: 1.1349 +2024-07-03 09:11:08,993 - pyskl - INFO - Epoch [8][500/1253] lr: 4.970e-02, eta: 12:12:45, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7547, top5_acc: 0.9628, loss_cls: 1.1356, loss: 1.1356 +2024-07-03 09:11:32,581 - pyskl - INFO - Epoch [8][600/1253] lr: 4.969e-02, eta: 12:12:01, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7650, top5_acc: 0.9600, loss_cls: 1.1133, loss: 1.1133 +2024-07-03 09:11:56,166 - pyskl - INFO - Epoch [8][700/1253] lr: 4.969e-02, eta: 12:11:18, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7550, top5_acc: 0.9609, loss_cls: 1.1267, loss: 1.1267 +2024-07-03 09:12:19,738 - pyskl - INFO - Epoch [8][800/1253] lr: 4.968e-02, eta: 12:10:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7859, top5_acc: 0.9650, loss_cls: 1.0317, loss: 1.0317 +2024-07-03 09:12:43,308 - pyskl - INFO - Epoch [8][900/1253] lr: 4.967e-02, eta: 12:09:51, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7656, top5_acc: 0.9641, loss_cls: 1.0847, loss: 1.0847 +2024-07-03 09:13:06,890 - pyskl - INFO - Epoch [8][1000/1253] lr: 4.967e-02, eta: 12:09:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7594, top5_acc: 0.9597, loss_cls: 1.1175, loss: 1.1175 +2024-07-03 09:13:30,498 - pyskl - INFO - Epoch [8][1100/1253] lr: 4.966e-02, eta: 12:08:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7544, top5_acc: 0.9634, loss_cls: 1.1171, loss: 1.1171 +2024-07-03 09:13:54,325 - pyskl - INFO - Epoch [8][1200/1253] lr: 4.965e-02, eta: 12:07:50, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 1.1586, loss: 1.1586 +2024-07-03 09:14:07,584 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-07-03 09:14:55,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:14:55,936 - pyskl - INFO - +top1_acc 0.6964 +top5_acc 0.9432 +2024-07-03 09:14:55,938 - pyskl - INFO - Epoch(val) [8][516] top1_acc: 0.6964, top5_acc: 0.9432 +2024-07-03 09:15:40,695 - pyskl - INFO - Epoch [9][100/1253] lr: 4.964e-02, eta: 12:09:19, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.7675, top5_acc: 0.9656, loss_cls: 1.0988, loss: 1.0988 +2024-07-03 09:16:04,648 - pyskl - INFO - Epoch [9][200/1253] lr: 4.964e-02, eta: 12:08:43, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7603, top5_acc: 0.9603, loss_cls: 1.1305, loss: 1.1305 +2024-07-03 09:16:28,624 - pyskl - INFO - Epoch [9][300/1253] lr: 4.963e-02, eta: 12:08:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7756, top5_acc: 0.9628, loss_cls: 1.0661, loss: 1.0661 +2024-07-03 09:16:52,608 - pyskl - INFO - Epoch [9][400/1253] lr: 4.962e-02, eta: 12:07:32, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7594, top5_acc: 0.9653, loss_cls: 1.1219, loss: 1.1219 +2024-07-03 09:17:16,610 - pyskl - INFO - Epoch [9][500/1253] lr: 4.961e-02, eta: 12:06:58, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7697, top5_acc: 0.9631, loss_cls: 1.0872, loss: 1.0872 +2024-07-03 09:17:40,607 - pyskl - INFO - Epoch [9][600/1253] lr: 4.961e-02, eta: 12:06:23, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 1.0656, loss: 1.0656 +2024-07-03 09:18:04,602 - pyskl - INFO - Epoch [9][700/1253] lr: 4.960e-02, eta: 12:05:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7853, top5_acc: 0.9659, loss_cls: 1.0285, loss: 1.0285 +2024-07-03 09:18:28,592 - pyskl - INFO - Epoch [9][800/1253] lr: 4.959e-02, eta: 12:05:15, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7672, top5_acc: 0.9634, loss_cls: 1.0725, loss: 1.0725 +2024-07-03 09:18:52,276 - pyskl - INFO - Epoch [9][900/1253] lr: 4.958e-02, eta: 12:04:36, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7562, top5_acc: 0.9637, loss_cls: 1.1099, loss: 1.1099 +2024-07-03 09:19:15,859 - pyskl - INFO - Epoch [9][1000/1253] lr: 4.958e-02, eta: 12:03:56, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7612, top5_acc: 0.9591, loss_cls: 1.1205, loss: 1.1205 +2024-07-03 09:19:39,497 - pyskl - INFO - Epoch [9][1100/1253] lr: 4.957e-02, eta: 12:03:17, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 1.0697, loss: 1.0697 +2024-07-03 09:20:03,220 - pyskl - INFO - Epoch [9][1200/1253] lr: 4.956e-02, eta: 12:02:39, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7644, top5_acc: 0.9547, loss_cls: 1.0981, loss: 1.0981 +2024-07-03 09:20:16,448 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-07-03 09:21:05,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:21:05,084 - pyskl - INFO - +top1_acc 0.7138 +top5_acc 0.9483 +2024-07-03 09:21:05,087 - pyskl - INFO - Epoch(val) [9][516] top1_acc: 0.7138, top5_acc: 0.9483 +2024-07-03 09:21:49,880 - pyskl - INFO - Epoch [10][100/1253] lr: 4.955e-02, eta: 12:03:54, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.7631, top5_acc: 0.9628, loss_cls: 1.1007, loss: 1.1007 +2024-07-03 09:22:13,884 - pyskl - INFO - Epoch [10][200/1253] lr: 4.954e-02, eta: 12:03:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7691, top5_acc: 0.9675, loss_cls: 1.0495, loss: 1.0495 +2024-07-03 09:22:37,888 - pyskl - INFO - Epoch [10][300/1253] lr: 4.953e-02, eta: 12:02:47, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7784, top5_acc: 0.9666, loss_cls: 1.0564, loss: 1.0564 +2024-07-03 09:23:01,895 - pyskl - INFO - Epoch [10][400/1253] lr: 4.953e-02, eta: 12:02:14, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7706, top5_acc: 0.9666, loss_cls: 1.0696, loss: 1.0696 +2024-07-03 09:23:25,898 - pyskl - INFO - Epoch [10][500/1253] lr: 4.952e-02, eta: 12:01:40, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7756, top5_acc: 0.9647, loss_cls: 1.0668, loss: 1.0668 +2024-07-03 09:23:49,919 - pyskl - INFO - Epoch [10][600/1253] lr: 4.951e-02, eta: 12:01:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7619, top5_acc: 0.9628, loss_cls: 1.1101, loss: 1.1101 +2024-07-03 09:24:13,924 - pyskl - INFO - Epoch [10][700/1253] lr: 4.950e-02, eta: 12:00:35, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7803, top5_acc: 0.9613, loss_cls: 1.0704, loss: 1.0704 +2024-07-03 09:24:37,926 - pyskl - INFO - Epoch [10][800/1253] lr: 4.949e-02, eta: 12:00:02, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7703, top5_acc: 0.9650, loss_cls: 1.0437, loss: 1.0437 +2024-07-03 09:25:01,932 - pyskl - INFO - Epoch [10][900/1253] lr: 4.948e-02, eta: 11:59:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7738, top5_acc: 0.9609, loss_cls: 1.0911, loss: 1.0911 +2024-07-03 09:25:25,946 - pyskl - INFO - Epoch [10][1000/1253] lr: 4.948e-02, eta: 11:58:57, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7859, top5_acc: 0.9656, loss_cls: 1.0144, loss: 1.0144 +2024-07-03 09:25:49,932 - pyskl - INFO - Epoch [10][1100/1253] lr: 4.947e-02, eta: 11:58:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7809, top5_acc: 0.9697, loss_cls: 1.0421, loss: 1.0421 +2024-07-03 09:26:13,869 - pyskl - INFO - Epoch [10][1200/1253] lr: 4.946e-02, eta: 11:57:51, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.7628, top5_acc: 0.9581, loss_cls: 1.1136, loss: 1.1136 +2024-07-03 09:26:27,108 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-07-03 09:27:15,780 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:27:15,843 - pyskl - INFO - +top1_acc 0.6870 +top5_acc 0.9400 +2024-07-03 09:27:15,847 - pyskl - INFO - Epoch(val) [10][516] top1_acc: 0.6870, top5_acc: 0.9400 +2024-07-03 09:28:00,945 - pyskl - INFO - Epoch [11][100/1253] lr: 4.945e-02, eta: 11:58:58, time: 0.451, data_time: 0.211, memory: 5176, top1_acc: 0.7772, top5_acc: 0.9706, loss_cls: 1.0266, loss: 1.0266 +2024-07-03 09:28:24,648 - pyskl - INFO - Epoch [11][200/1253] lr: 4.944e-02, eta: 11:58:21, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7597, top5_acc: 0.9609, loss_cls: 1.0752, loss: 1.0752 +2024-07-03 09:28:48,244 - pyskl - INFO - Epoch [11][300/1253] lr: 4.943e-02, eta: 11:57:43, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 1.0728, loss: 1.0728 +2024-07-03 09:29:11,810 - pyskl - INFO - Epoch [11][400/1253] lr: 4.942e-02, eta: 11:57:04, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7772, top5_acc: 0.9616, loss_cls: 1.0459, loss: 1.0459 +2024-07-03 09:29:35,408 - pyskl - INFO - Epoch [11][500/1253] lr: 4.941e-02, eta: 11:56:26, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7903, top5_acc: 0.9728, loss_cls: 0.9689, loss: 0.9689 +2024-07-03 09:29:58,989 - pyskl - INFO - Epoch [11][600/1253] lr: 4.940e-02, eta: 11:55:49, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 1.0464, loss: 1.0464 +2024-07-03 09:30:22,572 - pyskl - INFO - Epoch [11][700/1253] lr: 4.939e-02, eta: 11:55:11, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7816, top5_acc: 0.9681, loss_cls: 1.0146, loss: 1.0146 +2024-07-03 09:30:46,139 - pyskl - INFO - Epoch [11][800/1253] lr: 4.938e-02, eta: 11:54:33, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7809, top5_acc: 0.9669, loss_cls: 1.0300, loss: 1.0300 +2024-07-03 09:31:09,706 - pyskl - INFO - Epoch [11][900/1253] lr: 4.937e-02, eta: 11:53:56, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7866, top5_acc: 0.9734, loss_cls: 0.9732, loss: 0.9732 +2024-07-03 09:31:33,404 - pyskl - INFO - Epoch [11][1000/1253] lr: 4.936e-02, eta: 11:53:21, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7659, top5_acc: 0.9609, loss_cls: 1.0794, loss: 1.0794 +2024-07-03 09:31:56,968 - pyskl - INFO - Epoch [11][1100/1253] lr: 4.935e-02, eta: 11:52:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7837, top5_acc: 0.9641, loss_cls: 1.0430, loss: 1.0430 +2024-07-03 09:32:20,742 - pyskl - INFO - Epoch [11][1200/1253] lr: 4.934e-02, eta: 11:52:09, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7772, top5_acc: 0.9669, loss_cls: 1.0203, loss: 1.0203 +2024-07-03 09:32:33,903 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-07-03 09:33:22,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:33:22,568 - pyskl - INFO - +top1_acc 0.7098 +top5_acc 0.9418 +2024-07-03 09:33:22,570 - pyskl - INFO - Epoch(val) [11][516] top1_acc: 0.7098, top5_acc: 0.9418 +2024-07-03 09:34:07,753 - pyskl - INFO - Epoch [12][100/1253] lr: 4.933e-02, eta: 11:53:08, time: 0.452, data_time: 0.208, memory: 5176, top1_acc: 0.7725, top5_acc: 0.9647, loss_cls: 1.0569, loss: 1.0569 +2024-07-03 09:34:32,066 - pyskl - INFO - Epoch [12][200/1253] lr: 4.932e-02, eta: 11:52:40, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 0.9994, loss: 0.9994 +2024-07-03 09:34:56,360 - pyskl - INFO - Epoch [12][300/1253] lr: 4.931e-02, eta: 11:52:12, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 0.9879, loss: 0.9879 +2024-07-03 09:35:20,666 - pyskl - INFO - Epoch [12][400/1253] lr: 4.930e-02, eta: 11:51:44, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8009, top5_acc: 0.9719, loss_cls: 0.9448, loss: 0.9448 +2024-07-03 09:35:44,964 - pyskl - INFO - Epoch [12][500/1253] lr: 4.929e-02, eta: 11:51:16, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.7781, top5_acc: 0.9663, loss_cls: 1.0328, loss: 1.0328 +2024-07-03 09:36:09,276 - pyskl - INFO - Epoch [12][600/1253] lr: 4.928e-02, eta: 11:50:48, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.7934, top5_acc: 0.9650, loss_cls: 0.9876, loss: 0.9876 +2024-07-03 09:36:33,596 - pyskl - INFO - Epoch [12][700/1253] lr: 4.927e-02, eta: 11:50:20, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.7684, top5_acc: 0.9688, loss_cls: 1.0565, loss: 1.0565 +2024-07-03 09:36:57,906 - pyskl - INFO - Epoch [12][800/1253] lr: 4.926e-02, eta: 11:49:53, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.7816, top5_acc: 0.9600, loss_cls: 1.0435, loss: 1.0435 +2024-07-03 09:37:22,204 - pyskl - INFO - Epoch [12][900/1253] lr: 4.925e-02, eta: 11:49:25, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.7822, top5_acc: 0.9653, loss_cls: 1.0142, loss: 1.0142 +2024-07-03 09:37:46,510 - pyskl - INFO - Epoch [12][1000/1253] lr: 4.924e-02, eta: 11:48:57, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.7850, top5_acc: 0.9609, loss_cls: 1.0351, loss: 1.0351 +2024-07-03 09:38:10,430 - pyskl - INFO - Epoch [12][1100/1253] lr: 4.923e-02, eta: 11:48:25, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.7791, top5_acc: 0.9684, loss_cls: 1.0472, loss: 1.0472 +2024-07-03 09:38:34,194 - pyskl - INFO - Epoch [12][1200/1253] lr: 4.922e-02, eta: 11:47:52, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7831, top5_acc: 0.9672, loss_cls: 1.0182, loss: 1.0182 +2024-07-03 09:38:47,509 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-07-03 09:39:35,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:39:36,030 - pyskl - INFO - +top1_acc 0.7506 +top5_acc 0.9501 +2024-07-03 09:39:36,034 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_7.pth was removed +2024-07-03 09:39:36,261 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2024-07-03 09:39:36,262 - pyskl - INFO - Best top1_acc is 0.7506 at 12 epoch. +2024-07-03 09:39:36,266 - pyskl - INFO - Epoch(val) [12][516] top1_acc: 0.7506, top5_acc: 0.9501 +2024-07-03 09:40:20,910 - pyskl - INFO - Epoch [13][100/1253] lr: 4.920e-02, eta: 11:48:35, time: 0.446, data_time: 0.207, memory: 5176, top1_acc: 0.7928, top5_acc: 0.9669, loss_cls: 0.9856, loss: 0.9856 +2024-07-03 09:40:44,902 - pyskl - INFO - Epoch [13][200/1253] lr: 4.919e-02, eta: 11:48:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7837, top5_acc: 0.9641, loss_cls: 0.9990, loss: 0.9990 +2024-07-03 09:41:08,900 - pyskl - INFO - Epoch [13][300/1253] lr: 4.918e-02, eta: 11:47:32, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7859, top5_acc: 0.9641, loss_cls: 1.0138, loss: 1.0138 +2024-07-03 09:41:32,882 - pyskl - INFO - Epoch [13][400/1253] lr: 4.917e-02, eta: 11:47:01, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7662, top5_acc: 0.9663, loss_cls: 1.0656, loss: 1.0656 +2024-07-03 09:41:56,887 - pyskl - INFO - Epoch [13][500/1253] lr: 4.916e-02, eta: 11:46:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7953, top5_acc: 0.9659, loss_cls: 0.9793, loss: 0.9793 +2024-07-03 09:42:20,883 - pyskl - INFO - Epoch [13][600/1253] lr: 4.915e-02, eta: 11:45:58, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7969, top5_acc: 0.9691, loss_cls: 1.0156, loss: 1.0156 +2024-07-03 09:42:44,690 - pyskl - INFO - Epoch [13][700/1253] lr: 4.914e-02, eta: 11:45:25, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 0.9816, loss: 0.9816 +2024-07-03 09:43:08,270 - pyskl - INFO - Epoch [13][800/1253] lr: 4.913e-02, eta: 11:44:50, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7869, top5_acc: 0.9722, loss_cls: 1.0012, loss: 1.0012 +2024-07-03 09:43:31,856 - pyskl - INFO - Epoch [13][900/1253] lr: 4.912e-02, eta: 11:44:15, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7863, top5_acc: 0.9653, loss_cls: 1.0134, loss: 1.0134 +2024-07-03 09:43:55,431 - pyskl - INFO - Epoch [13][1000/1253] lr: 4.911e-02, eta: 11:43:39, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7866, top5_acc: 0.9656, loss_cls: 0.9967, loss: 0.9967 +2024-07-03 09:44:19,216 - pyskl - INFO - Epoch [13][1100/1253] lr: 4.910e-02, eta: 11:43:07, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 0.9505, loss: 0.9505 +2024-07-03 09:44:43,247 - pyskl - INFO - Epoch [13][1200/1253] lr: 4.909e-02, eta: 11:42:37, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 0.9622, loss: 0.9622 +2024-07-03 09:44:56,612 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-07-03 09:45:45,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:45:45,450 - pyskl - INFO - +top1_acc 0.7228 +top5_acc 0.9508 +2024-07-03 09:45:45,452 - pyskl - INFO - Epoch(val) [13][516] top1_acc: 0.7228, top5_acc: 0.9508 +2024-07-03 09:46:30,250 - pyskl - INFO - Epoch [14][100/1253] lr: 4.907e-02, eta: 11:43:15, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.7984, top5_acc: 0.9706, loss_cls: 0.9511, loss: 0.9511 +2024-07-03 09:46:54,212 - pyskl - INFO - Epoch [14][200/1253] lr: 4.906e-02, eta: 11:42:43, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7750, top5_acc: 0.9716, loss_cls: 1.0283, loss: 1.0283 +2024-07-03 09:47:18,191 - pyskl - INFO - Epoch [14][300/1253] lr: 4.905e-02, eta: 11:42:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7794, top5_acc: 0.9678, loss_cls: 1.0131, loss: 1.0131 +2024-07-03 09:47:42,165 - pyskl - INFO - Epoch [14][400/1253] lr: 4.903e-02, eta: 11:41:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 0.9670, loss: 0.9670 +2024-07-03 09:48:06,127 - pyskl - INFO - Epoch [14][500/1253] lr: 4.902e-02, eta: 11:41:11, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.9320, loss: 0.9320 +2024-07-03 09:48:30,097 - pyskl - INFO - Epoch [14][600/1253] lr: 4.901e-02, eta: 11:40:40, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 0.9668, loss: 0.9668 +2024-07-03 09:48:54,062 - pyskl - INFO - Epoch [14][700/1253] lr: 4.900e-02, eta: 11:40:09, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7925, top5_acc: 0.9634, loss_cls: 0.9893, loss: 0.9893 +2024-07-03 09:49:18,028 - pyskl - INFO - Epoch [14][800/1253] lr: 4.899e-02, eta: 11:39:39, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7950, top5_acc: 0.9697, loss_cls: 0.9996, loss: 0.9996 +2024-07-03 09:49:42,003 - pyskl - INFO - Epoch [14][900/1253] lr: 4.898e-02, eta: 11:39:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 0.9926, loss: 0.9926 +2024-07-03 09:50:05,967 - pyskl - INFO - Epoch [14][1000/1253] lr: 4.896e-02, eta: 11:38:38, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8059, top5_acc: 0.9728, loss_cls: 0.9623, loss: 0.9623 +2024-07-03 09:50:29,998 - pyskl - INFO - Epoch [14][1100/1253] lr: 4.895e-02, eta: 11:38:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7934, top5_acc: 0.9606, loss_cls: 1.0063, loss: 1.0063 +2024-07-03 09:50:53,699 - pyskl - INFO - Epoch [14][1200/1253] lr: 4.894e-02, eta: 11:37:35, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7828, top5_acc: 0.9663, loss_cls: 1.0118, loss: 1.0118 +2024-07-03 09:51:06,941 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-07-03 09:51:55,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:51:55,477 - pyskl - INFO - +top1_acc 0.7757 +top5_acc 0.9578 +2024-07-03 09:51:55,481 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_12.pth was removed +2024-07-03 09:51:55,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2024-07-03 09:51:55,709 - pyskl - INFO - Best top1_acc is 0.7757 at 14 epoch. +2024-07-03 09:51:55,713 - pyskl - INFO - Epoch(val) [14][516] top1_acc: 0.7757, top5_acc: 0.9578 +2024-07-03 09:52:40,676 - pyskl - INFO - Epoch [15][100/1253] lr: 4.892e-02, eta: 11:38:09, time: 0.450, data_time: 0.206, memory: 5176, top1_acc: 0.8103, top5_acc: 0.9809, loss_cls: 0.9089, loss: 0.9089 +2024-07-03 09:53:05,015 - pyskl - INFO - Epoch [15][200/1253] lr: 4.891e-02, eta: 11:37:42, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.0047, loss: 1.0047 +2024-07-03 09:53:29,184 - pyskl - INFO - Epoch [15][300/1253] lr: 4.890e-02, eta: 11:37:13, time: 0.242, data_time: 0.000, memory: 5176, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 0.9549, loss: 0.9549 +2024-07-03 09:53:52,949 - pyskl - INFO - Epoch [15][400/1253] lr: 4.888e-02, eta: 11:36:40, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8097, top5_acc: 0.9728, loss_cls: 0.9362, loss: 0.9362 +2024-07-03 09:54:16,701 - pyskl - INFO - Epoch [15][500/1253] lr: 4.887e-02, eta: 11:36:08, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7956, top5_acc: 0.9659, loss_cls: 0.9824, loss: 0.9824 +2024-07-03 09:54:40,451 - pyskl - INFO - Epoch [15][600/1253] lr: 4.886e-02, eta: 11:35:36, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 0.9741, loss: 0.9741 +2024-07-03 09:55:04,213 - pyskl - INFO - Epoch [15][700/1253] lr: 4.885e-02, eta: 11:35:03, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 0.9399, loss: 0.9399 +2024-07-03 09:55:27,979 - pyskl - INFO - Epoch [15][800/1253] lr: 4.883e-02, eta: 11:34:31, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8059, top5_acc: 0.9697, loss_cls: 0.9427, loss: 0.9427 +2024-07-03 09:55:51,739 - pyskl - INFO - Epoch [15][900/1253] lr: 4.882e-02, eta: 11:33:59, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7966, top5_acc: 0.9697, loss_cls: 0.9702, loss: 0.9702 +2024-07-03 09:56:15,512 - pyskl - INFO - Epoch [15][1000/1253] lr: 4.881e-02, eta: 11:33:28, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7928, top5_acc: 0.9703, loss_cls: 0.9576, loss: 0.9576 +2024-07-03 09:56:39,458 - pyskl - INFO - Epoch [15][1100/1253] lr: 4.880e-02, eta: 11:32:57, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8078, top5_acc: 0.9691, loss_cls: 0.9290, loss: 0.9290 +2024-07-03 09:57:03,281 - pyskl - INFO - Epoch [15][1200/1253] lr: 4.878e-02, eta: 11:32:26, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7884, top5_acc: 0.9669, loss_cls: 1.0002, loss: 1.0002 +2024-07-03 09:57:16,470 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-07-03 09:58:04,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 09:58:04,930 - pyskl - INFO - +top1_acc 0.7684 +top5_acc 0.9554 +2024-07-03 09:58:04,933 - pyskl - INFO - Epoch(val) [15][516] top1_acc: 0.7684, top5_acc: 0.9554 +2024-07-03 09:58:49,365 - pyskl - INFO - Epoch [16][100/1253] lr: 4.876e-02, eta: 11:32:50, time: 0.444, data_time: 0.207, memory: 5176, top1_acc: 0.7987, top5_acc: 0.9753, loss_cls: 0.9309, loss: 0.9309 +2024-07-03 09:59:13,025 - pyskl - INFO - Epoch [16][200/1253] lr: 4.875e-02, eta: 11:32:17, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8003, top5_acc: 0.9700, loss_cls: 0.9643, loss: 0.9643 +2024-07-03 09:59:36,587 - pyskl - INFO - Epoch [16][300/1253] lr: 4.874e-02, eta: 11:31:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 0.9107, loss: 0.9107 +2024-07-03 10:00:00,195 - pyskl - INFO - Epoch [16][400/1253] lr: 4.872e-02, eta: 11:31:10, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8006, top5_acc: 0.9734, loss_cls: 0.9237, loss: 0.9237 +2024-07-03 10:00:23,767 - pyskl - INFO - Epoch [16][500/1253] lr: 4.871e-02, eta: 11:30:37, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8037, top5_acc: 0.9759, loss_cls: 0.9009, loss: 0.9009 +2024-07-03 10:00:47,342 - pyskl - INFO - Epoch [16][600/1253] lr: 4.870e-02, eta: 11:30:04, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 0.9461, loss: 0.9461 +2024-07-03 10:01:11,033 - pyskl - INFO - Epoch [16][700/1253] lr: 4.868e-02, eta: 11:29:32, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7931, top5_acc: 0.9728, loss_cls: 0.9594, loss: 0.9594 +2024-07-03 10:01:34,581 - pyskl - INFO - Epoch [16][800/1253] lr: 4.867e-02, eta: 11:28:58, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8059, top5_acc: 0.9709, loss_cls: 0.9453, loss: 0.9453 +2024-07-03 10:01:58,141 - pyskl - INFO - Epoch [16][900/1253] lr: 4.866e-02, eta: 11:28:25, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7931, top5_acc: 0.9672, loss_cls: 0.9727, loss: 0.9727 +2024-07-03 10:02:21,752 - pyskl - INFO - Epoch [16][1000/1253] lr: 4.864e-02, eta: 11:27:53, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7991, top5_acc: 0.9722, loss_cls: 0.9564, loss: 0.9564 +2024-07-03 10:02:45,611 - pyskl - INFO - Epoch [16][1100/1253] lr: 4.863e-02, eta: 11:27:23, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.7800, top5_acc: 0.9647, loss_cls: 1.0218, loss: 1.0218 +2024-07-03 10:03:09,383 - pyskl - INFO - Epoch [16][1200/1253] lr: 4.862e-02, eta: 11:26:52, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7969, top5_acc: 0.9684, loss_cls: 0.9782, loss: 0.9782 +2024-07-03 10:03:22,720 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-07-03 10:04:11,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:04:11,567 - pyskl - INFO - +top1_acc 0.7624 +top5_acc 0.9599 +2024-07-03 10:04:11,569 - pyskl - INFO - Epoch(val) [16][516] top1_acc: 0.7624, top5_acc: 0.9599 +2024-07-03 10:04:56,545 - pyskl - INFO - Epoch [17][100/1253] lr: 4.860e-02, eta: 11:27:16, time: 0.450, data_time: 0.209, memory: 5176, top1_acc: 0.8153, top5_acc: 0.9681, loss_cls: 0.9091, loss: 0.9091 +2024-07-03 10:05:20,567 - pyskl - INFO - Epoch [17][200/1253] lr: 4.858e-02, eta: 11:26:47, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8122, top5_acc: 0.9738, loss_cls: 0.8973, loss: 0.8973 +2024-07-03 10:05:44,584 - pyskl - INFO - Epoch [17][300/1253] lr: 4.857e-02, eta: 11:26:18, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8084, top5_acc: 0.9716, loss_cls: 0.9206, loss: 0.9206 +2024-07-03 10:06:08,603 - pyskl - INFO - Epoch [17][400/1253] lr: 4.855e-02, eta: 11:25:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8116, top5_acc: 0.9741, loss_cls: 0.9052, loss: 0.9052 +2024-07-03 10:06:32,627 - pyskl - INFO - Epoch [17][500/1253] lr: 4.854e-02, eta: 11:25:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8106, top5_acc: 0.9784, loss_cls: 0.9079, loss: 0.9079 +2024-07-03 10:06:56,663 - pyskl - INFO - Epoch [17][600/1253] lr: 4.853e-02, eta: 11:24:51, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7956, top5_acc: 0.9684, loss_cls: 0.9485, loss: 0.9485 +2024-07-03 10:07:20,703 - pyskl - INFO - Epoch [17][700/1253] lr: 4.851e-02, eta: 11:24:22, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 0.8977, loss: 0.8977 +2024-07-03 10:07:44,314 - pyskl - INFO - Epoch [17][800/1253] lr: 4.850e-02, eta: 11:23:50, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8028, top5_acc: 0.9672, loss_cls: 0.9401, loss: 0.9401 +2024-07-03 10:08:07,929 - pyskl - INFO - Epoch [17][900/1253] lr: 4.848e-02, eta: 11:23:18, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7866, top5_acc: 0.9694, loss_cls: 0.9720, loss: 0.9720 +2024-07-03 10:08:31,525 - pyskl - INFO - Epoch [17][1000/1253] lr: 4.847e-02, eta: 11:22:46, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8041, top5_acc: 0.9712, loss_cls: 0.9235, loss: 0.9235 +2024-07-03 10:08:55,285 - pyskl - INFO - Epoch [17][1100/1253] lr: 4.845e-02, eta: 11:22:15, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 0.9657, loss: 0.9657 +2024-07-03 10:09:19,031 - pyskl - INFO - Epoch [17][1200/1253] lr: 4.844e-02, eta: 11:21:44, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.7953, top5_acc: 0.9653, loss_cls: 0.9711, loss: 0.9711 +2024-07-03 10:09:32,300 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-07-03 10:10:20,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:10:21,031 - pyskl - INFO - +top1_acc 0.7600 +top5_acc 0.9638 +2024-07-03 10:10:21,034 - pyskl - INFO - Epoch(val) [17][516] top1_acc: 0.7600, top5_acc: 0.9638 +2024-07-03 10:11:05,887 - pyskl - INFO - Epoch [18][100/1253] lr: 4.842e-02, eta: 11:22:03, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.8047, top5_acc: 0.9722, loss_cls: 0.9253, loss: 0.9253 +2024-07-03 10:11:29,881 - pyskl - INFO - Epoch [18][200/1253] lr: 4.840e-02, eta: 11:21:34, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8119, top5_acc: 0.9741, loss_cls: 0.9085, loss: 0.9085 +2024-07-03 10:11:53,887 - pyskl - INFO - Epoch [18][300/1253] lr: 4.839e-02, eta: 11:21:05, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8137, top5_acc: 0.9691, loss_cls: 0.9060, loss: 0.9060 +2024-07-03 10:12:17,885 - pyskl - INFO - Epoch [18][400/1253] lr: 4.837e-02, eta: 11:20:36, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8125, top5_acc: 0.9709, loss_cls: 0.9068, loss: 0.9068 +2024-07-03 10:12:41,864 - pyskl - INFO - Epoch [18][500/1253] lr: 4.836e-02, eta: 11:20:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.8964, loss: 0.8964 +2024-07-03 10:13:05,863 - pyskl - INFO - Epoch [18][600/1253] lr: 4.834e-02, eta: 11:19:39, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8147, top5_acc: 0.9675, loss_cls: 0.9240, loss: 0.9240 +2024-07-03 10:13:29,847 - pyskl - INFO - Epoch [18][700/1253] lr: 4.833e-02, eta: 11:19:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 0.9424, loss: 0.9424 +2024-07-03 10:13:53,838 - pyskl - INFO - Epoch [18][800/1253] lr: 4.831e-02, eta: 11:18:41, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8097, top5_acc: 0.9672, loss_cls: 0.9084, loss: 0.9084 +2024-07-03 10:14:17,845 - pyskl - INFO - Epoch [18][900/1253] lr: 4.830e-02, eta: 11:18:12, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8072, top5_acc: 0.9694, loss_cls: 0.9137, loss: 0.9137 +2024-07-03 10:14:41,761 - pyskl - INFO - Epoch [18][1000/1253] lr: 4.828e-02, eta: 11:17:43, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8050, top5_acc: 0.9741, loss_cls: 0.9341, loss: 0.9341 +2024-07-03 10:15:05,431 - pyskl - INFO - Epoch [18][1100/1253] lr: 4.827e-02, eta: 11:17:12, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8037, top5_acc: 0.9762, loss_cls: 0.9195, loss: 0.9195 +2024-07-03 10:15:29,316 - pyskl - INFO - Epoch [18][1200/1253] lr: 4.825e-02, eta: 11:16:43, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8153, top5_acc: 0.9728, loss_cls: 0.9087, loss: 0.9087 +2024-07-03 10:15:42,945 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-07-03 10:16:31,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:16:31,763 - pyskl - INFO - +top1_acc 0.7616 +top5_acc 0.9629 +2024-07-03 10:16:31,766 - pyskl - INFO - Epoch(val) [18][516] top1_acc: 0.7616, top5_acc: 0.9629 +2024-07-03 10:17:16,985 - pyskl - INFO - Epoch [19][100/1253] lr: 4.823e-02, eta: 11:17:01, time: 0.452, data_time: 0.209, memory: 5176, top1_acc: 0.8250, top5_acc: 0.9759, loss_cls: 0.8522, loss: 0.8522 +2024-07-03 10:17:40,922 - pyskl - INFO - Epoch [19][200/1253] lr: 4.821e-02, eta: 11:16:32, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8234, top5_acc: 0.9756, loss_cls: 0.8712, loss: 0.8712 +2024-07-03 10:18:04,501 - pyskl - INFO - Epoch [19][300/1253] lr: 4.820e-02, eta: 11:16:00, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8034, top5_acc: 0.9700, loss_cls: 0.9226, loss: 0.9226 +2024-07-03 10:18:28,274 - pyskl - INFO - Epoch [19][400/1253] lr: 4.818e-02, eta: 11:15:30, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8100, top5_acc: 0.9741, loss_cls: 0.9020, loss: 0.9020 +2024-07-03 10:18:51,849 - pyskl - INFO - Epoch [19][500/1253] lr: 4.817e-02, eta: 11:14:58, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8169, top5_acc: 0.9747, loss_cls: 0.8873, loss: 0.8873 +2024-07-03 10:19:15,438 - pyskl - INFO - Epoch [19][600/1253] lr: 4.815e-02, eta: 11:14:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8034, top5_acc: 0.9750, loss_cls: 0.9372, loss: 0.9372 +2024-07-03 10:19:39,004 - pyskl - INFO - Epoch [19][700/1253] lr: 4.814e-02, eta: 11:13:55, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7928, top5_acc: 0.9669, loss_cls: 0.9675, loss: 0.9675 +2024-07-03 10:20:02,577 - pyskl - INFO - Epoch [19][800/1253] lr: 4.812e-02, eta: 11:13:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 0.9179, loss: 0.9179 +2024-07-03 10:20:26,158 - pyskl - INFO - Epoch [19][900/1253] lr: 4.810e-02, eta: 11:12:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8078, top5_acc: 0.9731, loss_cls: 0.9269, loss: 0.9269 +2024-07-03 10:20:49,899 - pyskl - INFO - Epoch [19][1000/1253] lr: 4.809e-02, eta: 11:12:22, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8250, top5_acc: 0.9797, loss_cls: 0.8602, loss: 0.8602 +2024-07-03 10:21:13,889 - pyskl - INFO - Epoch [19][1100/1253] lr: 4.807e-02, eta: 11:11:54, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.8850, loss: 0.8850 +2024-07-03 10:21:37,873 - pyskl - INFO - Epoch [19][1200/1253] lr: 4.806e-02, eta: 11:11:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 0.8843, loss: 0.8843 +2024-07-03 10:21:51,205 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-07-03 10:22:39,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:22:39,878 - pyskl - INFO - +top1_acc 0.7906 +top5_acc 0.9633 +2024-07-03 10:22:39,881 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_14.pth was removed +2024-07-03 10:22:40,092 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2024-07-03 10:22:40,093 - pyskl - INFO - Best top1_acc is 0.7906 at 19 epoch. +2024-07-03 10:22:40,097 - pyskl - INFO - Epoch(val) [19][516] top1_acc: 0.7906, top5_acc: 0.9633 +2024-07-03 10:23:24,980 - pyskl - INFO - Epoch [20][100/1253] lr: 4.803e-02, eta: 11:11:38, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.8397, top5_acc: 0.9769, loss_cls: 0.8073, loss: 0.8073 +2024-07-03 10:23:48,986 - pyskl - INFO - Epoch [20][200/1253] lr: 4.801e-02, eta: 11:11:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8187, top5_acc: 0.9753, loss_cls: 0.8677, loss: 0.8677 +2024-07-03 10:24:12,996 - pyskl - INFO - Epoch [20][300/1253] lr: 4.800e-02, eta: 11:10:41, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8100, top5_acc: 0.9741, loss_cls: 0.9148, loss: 0.9148 +2024-07-03 10:24:37,011 - pyskl - INFO - Epoch [20][400/1253] lr: 4.798e-02, eta: 11:10:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8194, top5_acc: 0.9716, loss_cls: 0.8824, loss: 0.8824 +2024-07-03 10:25:01,020 - pyskl - INFO - Epoch [20][500/1253] lr: 4.796e-02, eta: 11:09:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 0.9470, loss: 0.9470 +2024-07-03 10:25:25,064 - pyskl - INFO - Epoch [20][600/1253] lr: 4.795e-02, eta: 11:09:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8084, top5_acc: 0.9728, loss_cls: 0.9137, loss: 0.9137 +2024-07-03 10:25:48,661 - pyskl - INFO - Epoch [20][700/1253] lr: 4.793e-02, eta: 11:08:46, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 0.8626, loss: 0.8626 +2024-07-03 10:26:12,240 - pyskl - INFO - Epoch [20][800/1253] lr: 4.792e-02, eta: 11:08:15, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.7953, top5_acc: 0.9719, loss_cls: 0.9617, loss: 0.9617 +2024-07-03 10:26:35,821 - pyskl - INFO - Epoch [20][900/1253] lr: 4.790e-02, eta: 11:07:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.9118, loss: 0.9118 +2024-07-03 10:26:59,584 - pyskl - INFO - Epoch [20][1000/1253] lr: 4.788e-02, eta: 11:07:14, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8144, top5_acc: 0.9741, loss_cls: 0.8993, loss: 0.8993 +2024-07-03 10:27:23,272 - pyskl - INFO - Epoch [20][1100/1253] lr: 4.786e-02, eta: 11:06:44, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8122, top5_acc: 0.9700, loss_cls: 0.8842, loss: 0.8842 +2024-07-03 10:27:47,150 - pyskl - INFO - Epoch [20][1200/1253] lr: 4.785e-02, eta: 11:06:15, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8131, top5_acc: 0.9716, loss_cls: 0.9075, loss: 0.9075 +2024-07-03 10:28:00,436 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-07-03 10:28:48,928 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:28:48,990 - pyskl - INFO - +top1_acc 0.7770 +top5_acc 0.9634 +2024-07-03 10:28:48,993 - pyskl - INFO - Epoch(val) [20][516] top1_acc: 0.7770, top5_acc: 0.9634 +2024-07-03 10:29:33,850 - pyskl - INFO - Epoch [21][100/1253] lr: 4.782e-02, eta: 11:06:25, time: 0.449, data_time: 0.208, memory: 5176, top1_acc: 0.8100, top5_acc: 0.9722, loss_cls: 0.9005, loss: 0.9005 +2024-07-03 10:29:57,863 - pyskl - INFO - Epoch [21][200/1253] lr: 4.780e-02, eta: 11:05:57, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8197, top5_acc: 0.9762, loss_cls: 0.8705, loss: 0.8705 +2024-07-03 10:30:21,892 - pyskl - INFO - Epoch [21][300/1253] lr: 4.779e-02, eta: 11:05:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8194, top5_acc: 0.9716, loss_cls: 0.9000, loss: 0.9000 +2024-07-03 10:30:45,929 - pyskl - INFO - Epoch [21][400/1253] lr: 4.777e-02, eta: 11:05:01, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8041, top5_acc: 0.9709, loss_cls: 0.9193, loss: 0.9193 +2024-07-03 10:31:09,777 - pyskl - INFO - Epoch [21][500/1253] lr: 4.775e-02, eta: 11:04:32, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8059, top5_acc: 0.9738, loss_cls: 0.9087, loss: 0.9087 +2024-07-03 10:31:33,367 - pyskl - INFO - Epoch [21][600/1253] lr: 4.774e-02, eta: 11:04:01, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8228, top5_acc: 0.9756, loss_cls: 0.8476, loss: 0.8476 +2024-07-03 10:31:56,982 - pyskl - INFO - Epoch [21][700/1253] lr: 4.772e-02, eta: 11:03:31, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.9046, loss: 0.9046 +2024-07-03 10:32:20,588 - pyskl - INFO - Epoch [21][800/1253] lr: 4.770e-02, eta: 11:03:01, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8250, top5_acc: 0.9716, loss_cls: 0.8810, loss: 0.8810 +2024-07-03 10:32:44,270 - pyskl - INFO - Epoch [21][900/1253] lr: 4.768e-02, eta: 11:02:31, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.8985, loss: 0.8985 +2024-07-03 10:33:08,166 - pyskl - INFO - Epoch [21][1000/1253] lr: 4.767e-02, eta: 11:02:02, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8153, top5_acc: 0.9781, loss_cls: 0.8736, loss: 0.8736 +2024-07-03 10:33:32,189 - pyskl - INFO - Epoch [21][1100/1253] lr: 4.765e-02, eta: 11:01:34, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 0.8485, loss: 0.8485 +2024-07-03 10:33:55,878 - pyskl - INFO - Epoch [21][1200/1253] lr: 4.763e-02, eta: 11:01:05, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8169, top5_acc: 0.9728, loss_cls: 0.8882, loss: 0.8882 +2024-07-03 10:34:09,025 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-07-03 10:34:57,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:34:57,732 - pyskl - INFO - +top1_acc 0.7864 +top5_acc 0.9635 +2024-07-03 10:34:57,734 - pyskl - INFO - Epoch(val) [21][516] top1_acc: 0.7864, top5_acc: 0.9635 +2024-07-03 10:35:42,697 - pyskl - INFO - Epoch [22][100/1253] lr: 4.760e-02, eta: 11:01:13, time: 0.450, data_time: 0.209, memory: 5176, top1_acc: 0.8103, top5_acc: 0.9753, loss_cls: 0.8712, loss: 0.8712 +2024-07-03 10:36:06,685 - pyskl - INFO - Epoch [22][200/1253] lr: 4.759e-02, eta: 11:00:44, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8128, top5_acc: 0.9719, loss_cls: 0.8813, loss: 0.8813 +2024-07-03 10:36:30,670 - pyskl - INFO - Epoch [22][300/1253] lr: 4.757e-02, eta: 11:00:16, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8309, top5_acc: 0.9794, loss_cls: 0.8191, loss: 0.8191 +2024-07-03 10:36:54,667 - pyskl - INFO - Epoch [22][400/1253] lr: 4.755e-02, eta: 10:59:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8153, top5_acc: 0.9747, loss_cls: 0.8896, loss: 0.8896 +2024-07-03 10:37:18,661 - pyskl - INFO - Epoch [22][500/1253] lr: 4.753e-02, eta: 10:59:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8116, top5_acc: 0.9756, loss_cls: 0.8809, loss: 0.8809 +2024-07-03 10:37:42,635 - pyskl - INFO - Epoch [22][600/1253] lr: 4.751e-02, eta: 10:58:53, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.8500, loss: 0.8500 +2024-07-03 10:38:06,624 - pyskl - INFO - Epoch [22][700/1253] lr: 4.749e-02, eta: 10:58:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8184, top5_acc: 0.9759, loss_cls: 0.8694, loss: 0.8694 +2024-07-03 10:38:30,603 - pyskl - INFO - Epoch [22][800/1253] lr: 4.748e-02, eta: 10:57:57, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8050, top5_acc: 0.9703, loss_cls: 0.8986, loss: 0.8986 +2024-07-03 10:38:54,583 - pyskl - INFO - Epoch [22][900/1253] lr: 4.746e-02, eta: 10:57:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8166, top5_acc: 0.9741, loss_cls: 0.8940, loss: 0.8940 +2024-07-03 10:39:18,867 - pyskl - INFO - Epoch [22][1000/1253] lr: 4.744e-02, eta: 10:57:03, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.8947, loss: 0.8947 +2024-07-03 10:39:43,251 - pyskl - INFO - Epoch [22][1100/1253] lr: 4.742e-02, eta: 10:56:37, time: 0.244, data_time: 0.000, memory: 5176, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 0.8595, loss: 0.8595 +2024-07-03 10:40:07,233 - pyskl - INFO - Epoch [22][1200/1253] lr: 4.740e-02, eta: 10:56:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7972, top5_acc: 0.9728, loss_cls: 0.9401, loss: 0.9401 +2024-07-03 10:40:20,611 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-07-03 10:41:09,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:41:09,448 - pyskl - INFO - +top1_acc 0.7500 +top5_acc 0.9563 +2024-07-03 10:41:09,451 - pyskl - INFO - Epoch(val) [22][516] top1_acc: 0.7500, top5_acc: 0.9563 +2024-07-03 10:41:54,458 - pyskl - INFO - Epoch [23][100/1253] lr: 4.737e-02, eta: 10:56:15, time: 0.450, data_time: 0.210, memory: 5176, top1_acc: 0.8250, top5_acc: 0.9716, loss_cls: 0.8648, loss: 0.8648 +2024-07-03 10:42:18,505 - pyskl - INFO - Epoch [23][200/1253] lr: 4.736e-02, eta: 10:55:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8228, top5_acc: 0.9800, loss_cls: 0.8303, loss: 0.8303 +2024-07-03 10:42:42,519 - pyskl - INFO - Epoch [23][300/1253] lr: 4.734e-02, eta: 10:55:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.9219, loss: 0.9219 +2024-07-03 10:43:06,541 - pyskl - INFO - Epoch [23][400/1253] lr: 4.732e-02, eta: 10:54:52, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8219, top5_acc: 0.9734, loss_cls: 0.8639, loss: 0.8639 +2024-07-03 10:43:30,549 - pyskl - INFO - Epoch [23][500/1253] lr: 4.730e-02, eta: 10:54:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8222, top5_acc: 0.9738, loss_cls: 0.8663, loss: 0.8663 +2024-07-03 10:43:54,545 - pyskl - INFO - Epoch [23][600/1253] lr: 4.728e-02, eta: 10:53:57, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8172, top5_acc: 0.9747, loss_cls: 0.8794, loss: 0.8794 +2024-07-03 10:44:18,533 - pyskl - INFO - Epoch [23][700/1253] lr: 4.726e-02, eta: 10:53:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 0.8922, loss: 0.8922 +2024-07-03 10:44:42,541 - pyskl - INFO - Epoch [23][800/1253] lr: 4.724e-02, eta: 10:53:01, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8353, top5_acc: 0.9806, loss_cls: 0.8085, loss: 0.8085 +2024-07-03 10:45:06,523 - pyskl - INFO - Epoch [23][900/1253] lr: 4.722e-02, eta: 10:52:34, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 0.9421, loss: 0.9421 +2024-07-03 10:45:30,235 - pyskl - INFO - Epoch [23][1000/1253] lr: 4.720e-02, eta: 10:52:04, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8013, top5_acc: 0.9678, loss_cls: 0.9251, loss: 0.9251 +2024-07-03 10:45:53,843 - pyskl - INFO - Epoch [23][1100/1253] lr: 4.718e-02, eta: 10:51:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.8945, loss: 0.8945 +2024-07-03 10:46:17,574 - pyskl - INFO - Epoch [23][1200/1253] lr: 4.717e-02, eta: 10:51:06, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8159, top5_acc: 0.9784, loss_cls: 0.8719, loss: 0.8719 +2024-07-03 10:46:30,925 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-07-03 10:47:19,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:47:19,665 - pyskl - INFO - +top1_acc 0.7677 +top5_acc 0.9569 +2024-07-03 10:47:19,668 - pyskl - INFO - Epoch(val) [23][516] top1_acc: 0.7677, top5_acc: 0.9569 +2024-07-03 10:48:04,357 - pyskl - INFO - Epoch [24][100/1253] lr: 4.714e-02, eta: 10:51:07, time: 0.447, data_time: 0.209, memory: 5176, top1_acc: 0.8213, top5_acc: 0.9778, loss_cls: 0.8484, loss: 0.8484 +2024-07-03 10:48:28,275 - pyskl - INFO - Epoch [24][200/1253] lr: 4.712e-02, eta: 10:50:39, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.8710, loss: 0.8710 +2024-07-03 10:48:52,270 - pyskl - INFO - Epoch [24][300/1253] lr: 4.710e-02, eta: 10:50:11, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8247, top5_acc: 0.9753, loss_cls: 0.8296, loss: 0.8296 +2024-07-03 10:49:16,275 - pyskl - INFO - Epoch [24][400/1253] lr: 4.708e-02, eta: 10:49:44, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8297, top5_acc: 0.9750, loss_cls: 0.8493, loss: 0.8493 +2024-07-03 10:49:40,283 - pyskl - INFO - Epoch [24][500/1253] lr: 4.706e-02, eta: 10:49:16, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8272, top5_acc: 0.9766, loss_cls: 0.8310, loss: 0.8310 +2024-07-03 10:50:04,289 - pyskl - INFO - Epoch [24][600/1253] lr: 4.704e-02, eta: 10:48:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8281, top5_acc: 0.9747, loss_cls: 0.8380, loss: 0.8380 +2024-07-03 10:50:28,296 - pyskl - INFO - Epoch [24][700/1253] lr: 4.702e-02, eta: 10:48:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8128, top5_acc: 0.9722, loss_cls: 0.8938, loss: 0.8938 +2024-07-03 10:50:52,302 - pyskl - INFO - Epoch [24][800/1253] lr: 4.700e-02, eta: 10:47:54, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8275, top5_acc: 0.9809, loss_cls: 0.8226, loss: 0.8226 +2024-07-03 10:51:16,295 - pyskl - INFO - Epoch [24][900/1253] lr: 4.698e-02, eta: 10:47:26, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8244, top5_acc: 0.9747, loss_cls: 0.8719, loss: 0.8719 +2024-07-03 10:51:40,017 - pyskl - INFO - Epoch [24][1000/1253] lr: 4.696e-02, eta: 10:46:57, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8097, top5_acc: 0.9731, loss_cls: 0.8988, loss: 0.8988 +2024-07-03 10:52:03,656 - pyskl - INFO - Epoch [24][1100/1253] lr: 4.694e-02, eta: 10:46:28, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8172, top5_acc: 0.9766, loss_cls: 0.8689, loss: 0.8689 +2024-07-03 10:52:27,496 - pyskl - INFO - Epoch [24][1200/1253] lr: 4.692e-02, eta: 10:46:00, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8166, top5_acc: 0.9788, loss_cls: 0.8456, loss: 0.8456 +2024-07-03 10:52:40,773 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-07-03 10:53:29,264 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:53:29,326 - pyskl - INFO - +top1_acc 0.7737 +top5_acc 0.9641 +2024-07-03 10:53:29,328 - pyskl - INFO - Epoch(val) [24][516] top1_acc: 0.7737, top5_acc: 0.9641 +2024-07-03 10:54:13,884 - pyskl - INFO - Epoch [25][100/1253] lr: 4.689e-02, eta: 10:45:59, time: 0.446, data_time: 0.209, memory: 5176, top1_acc: 0.8291, top5_acc: 0.9791, loss_cls: 0.8084, loss: 0.8084 +2024-07-03 10:54:37,481 - pyskl - INFO - Epoch [25][200/1253] lr: 4.687e-02, eta: 10:45:29, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8334, loss: 0.8334 +2024-07-03 10:55:01,058 - pyskl - INFO - Epoch [25][300/1253] lr: 4.685e-02, eta: 10:44:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8175, top5_acc: 0.9772, loss_cls: 0.8606, loss: 0.8606 +2024-07-03 10:55:24,638 - pyskl - INFO - Epoch [25][400/1253] lr: 4.683e-02, eta: 10:44:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8259, top5_acc: 0.9759, loss_cls: 0.8269, loss: 0.8269 +2024-07-03 10:55:48,622 - pyskl - INFO - Epoch [25][500/1253] lr: 4.681e-02, eta: 10:44:02, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8191, top5_acc: 0.9791, loss_cls: 0.8677, loss: 0.8677 +2024-07-03 10:56:12,612 - pyskl - INFO - Epoch [25][600/1253] lr: 4.679e-02, eta: 10:43:35, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8244, top5_acc: 0.9734, loss_cls: 0.8708, loss: 0.8708 +2024-07-03 10:56:36,619 - pyskl - INFO - Epoch [25][700/1253] lr: 4.677e-02, eta: 10:43:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8378, top5_acc: 0.9753, loss_cls: 0.8147, loss: 0.8147 +2024-07-03 10:57:00,503 - pyskl - INFO - Epoch [25][800/1253] lr: 4.674e-02, eta: 10:42:40, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8184, top5_acc: 0.9756, loss_cls: 0.8566, loss: 0.8566 +2024-07-03 10:57:24,222 - pyskl - INFO - Epoch [25][900/1253] lr: 4.672e-02, eta: 10:42:11, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.8833, loss: 0.8833 +2024-07-03 10:57:48,231 - pyskl - INFO - Epoch [25][1000/1253] lr: 4.670e-02, eta: 10:41:44, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8147, top5_acc: 0.9769, loss_cls: 0.8814, loss: 0.8814 +2024-07-03 10:58:12,229 - pyskl - INFO - Epoch [25][1100/1253] lr: 4.668e-02, eta: 10:41:16, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8247, top5_acc: 0.9766, loss_cls: 0.8550, loss: 0.8550 +2024-07-03 10:58:36,106 - pyskl - INFO - Epoch [25][1200/1253] lr: 4.666e-02, eta: 10:40:48, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.8833, loss: 0.8833 +2024-07-03 10:58:49,518 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-07-03 10:59:38,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 10:59:38,229 - pyskl - INFO - +top1_acc 0.7884 +top5_acc 0.9625 +2024-07-03 10:59:38,234 - pyskl - INFO - Epoch(val) [25][516] top1_acc: 0.7884, top5_acc: 0.9625 +2024-07-03 11:00:23,055 - pyskl - INFO - Epoch [26][100/1253] lr: 4.663e-02, eta: 10:40:47, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.8165, loss: 0.8165 +2024-07-03 11:00:46,892 - pyskl - INFO - Epoch [26][200/1253] lr: 4.661e-02, eta: 10:40:19, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 0.8686, loss: 0.8686 +2024-07-03 11:01:10,494 - pyskl - INFO - Epoch [26][300/1253] lr: 4.659e-02, eta: 10:39:50, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8244, top5_acc: 0.9772, loss_cls: 0.8556, loss: 0.8556 +2024-07-03 11:01:34,068 - pyskl - INFO - Epoch [26][400/1253] lr: 4.657e-02, eta: 10:39:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.8056, loss: 0.8056 +2024-07-03 11:01:57,615 - pyskl - INFO - Epoch [26][500/1253] lr: 4.655e-02, eta: 10:38:51, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8209, top5_acc: 0.9703, loss_cls: 0.8391, loss: 0.8391 +2024-07-03 11:02:21,185 - pyskl - INFO - Epoch [26][600/1253] lr: 4.652e-02, eta: 10:38:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8253, top5_acc: 0.9738, loss_cls: 0.8648, loss: 0.8648 +2024-07-03 11:02:44,858 - pyskl - INFO - Epoch [26][700/1253] lr: 4.650e-02, eta: 10:37:53, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8197, top5_acc: 0.9762, loss_cls: 0.8394, loss: 0.8394 +2024-07-03 11:03:08,620 - pyskl - INFO - Epoch [26][800/1253] lr: 4.648e-02, eta: 10:37:24, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8294, top5_acc: 0.9784, loss_cls: 0.8153, loss: 0.8153 +2024-07-03 11:03:32,510 - pyskl - INFO - Epoch [26][900/1253] lr: 4.646e-02, eta: 10:36:56, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8316, top5_acc: 0.9734, loss_cls: 0.8254, loss: 0.8254 +2024-07-03 11:03:56,552 - pyskl - INFO - Epoch [26][1000/1253] lr: 4.644e-02, eta: 10:36:30, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8166, top5_acc: 0.9747, loss_cls: 0.8546, loss: 0.8546 +2024-07-03 11:04:20,545 - pyskl - INFO - Epoch [26][1100/1253] lr: 4.642e-02, eta: 10:36:02, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8222, top5_acc: 0.9784, loss_cls: 0.8490, loss: 0.8490 +2024-07-03 11:04:44,317 - pyskl - INFO - Epoch [26][1200/1253] lr: 4.640e-02, eta: 10:35:34, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8081, top5_acc: 0.9691, loss_cls: 0.9083, loss: 0.9083 +2024-07-03 11:04:57,482 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-07-03 11:05:46,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 11:05:46,254 - pyskl - INFO - +top1_acc 0.7951 +top5_acc 0.9673 +2024-07-03 11:05:46,257 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_19.pth was removed +2024-07-03 11:05:46,484 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2024-07-03 11:05:46,484 - pyskl - INFO - Best top1_acc is 0.7951 at 26 epoch. +2024-07-03 11:05:46,489 - pyskl - INFO - Epoch(val) [26][516] top1_acc: 0.7951, top5_acc: 0.9673 +2024-07-03 11:06:31,391 - pyskl - INFO - Epoch [27][100/1253] lr: 4.636e-02, eta: 10:35:32, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.8303, top5_acc: 0.9766, loss_cls: 0.8067, loss: 0.8067 +2024-07-03 11:06:55,360 - pyskl - INFO - Epoch [27][200/1253] lr: 4.634e-02, eta: 10:35:04, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8353, top5_acc: 0.9744, loss_cls: 0.8153, loss: 0.8153 +2024-07-03 11:07:19,324 - pyskl - INFO - Epoch [27][300/1253] lr: 4.632e-02, eta: 10:34:37, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8141, top5_acc: 0.9753, loss_cls: 0.8689, loss: 0.8689 +2024-07-03 11:07:43,285 - pyskl - INFO - Epoch [27][400/1253] lr: 4.630e-02, eta: 10:34:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8053, top5_acc: 0.9753, loss_cls: 0.8924, loss: 0.8924 +2024-07-03 11:08:07,128 - pyskl - INFO - Epoch [27][500/1253] lr: 4.628e-02, eta: 10:33:42, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8234, top5_acc: 0.9747, loss_cls: 0.8436, loss: 0.8436 +2024-07-03 11:08:30,801 - pyskl - INFO - Epoch [27][600/1253] lr: 4.625e-02, eta: 10:33:13, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 0.8237, loss: 0.8237 +2024-07-03 11:08:54,627 - pyskl - INFO - Epoch [27][700/1253] lr: 4.623e-02, eta: 10:32:45, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8244, top5_acc: 0.9809, loss_cls: 0.8228, loss: 0.8228 +2024-07-03 11:09:18,368 - pyskl - INFO - Epoch [27][800/1253] lr: 4.621e-02, eta: 10:32:17, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.7945, loss: 0.7945 +2024-07-03 11:09:42,261 - pyskl - INFO - Epoch [27][900/1253] lr: 4.619e-02, eta: 10:31:49, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8275, top5_acc: 0.9778, loss_cls: 0.8546, loss: 0.8546 +2024-07-03 11:10:06,147 - pyskl - INFO - Epoch [27][1000/1253] lr: 4.616e-02, eta: 10:31:22, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8244, top5_acc: 0.9784, loss_cls: 0.8425, loss: 0.8425 +2024-07-03 11:10:29,904 - pyskl - INFO - Epoch [27][1100/1253] lr: 4.614e-02, eta: 10:30:54, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8166, top5_acc: 0.9741, loss_cls: 0.8581, loss: 0.8581 +2024-07-03 11:10:53,937 - pyskl - INFO - Epoch [27][1200/1253] lr: 4.612e-02, eta: 10:30:27, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8197, top5_acc: 0.9731, loss_cls: 0.8508, loss: 0.8508 +2024-07-03 11:11:07,326 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-07-03 11:11:56,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 11:11:56,080 - pyskl - INFO - +top1_acc 0.7999 +top5_acc 0.9657 +2024-07-03 11:11:56,084 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_26.pth was removed +2024-07-03 11:11:56,295 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2024-07-03 11:11:56,296 - pyskl - INFO - Best top1_acc is 0.7999 at 27 epoch. +2024-07-03 11:11:56,300 - pyskl - INFO - Epoch(val) [27][516] top1_acc: 0.7999, top5_acc: 0.9657 +2024-07-03 11:12:41,044 - pyskl - INFO - Epoch [28][100/1253] lr: 4.609e-02, eta: 10:30:22, time: 0.447, data_time: 0.207, memory: 5176, top1_acc: 0.8359, top5_acc: 0.9762, loss_cls: 0.7857, loss: 0.7857 +2024-07-03 11:13:04,720 - pyskl - INFO - Epoch [28][200/1253] lr: 4.606e-02, eta: 10:29:53, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8334, top5_acc: 0.9744, loss_cls: 0.8285, loss: 0.8285 +2024-07-03 11:13:28,301 - pyskl - INFO - Epoch [28][300/1253] lr: 4.604e-02, eta: 10:29:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8419, top5_acc: 0.9803, loss_cls: 0.7847, loss: 0.7847 +2024-07-03 11:13:51,925 - pyskl - INFO - Epoch [28][400/1253] lr: 4.602e-02, eta: 10:28:56, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8319, top5_acc: 0.9791, loss_cls: 0.8091, loss: 0.8091 +2024-07-03 11:14:15,917 - pyskl - INFO - Epoch [28][500/1253] lr: 4.600e-02, eta: 10:28:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.8859, loss: 0.8859 +2024-07-03 11:14:39,900 - pyskl - INFO - Epoch [28][600/1253] lr: 4.597e-02, eta: 10:28:02, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8013, top5_acc: 0.9697, loss_cls: 0.9384, loss: 0.9384 +2024-07-03 11:15:03,831 - pyskl - INFO - Epoch [28][700/1253] lr: 4.595e-02, eta: 10:27:34, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8316, top5_acc: 0.9788, loss_cls: 0.8269, loss: 0.8269 +2024-07-03 11:15:27,600 - pyskl - INFO - Epoch [28][800/1253] lr: 4.593e-02, eta: 10:27:06, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8328, top5_acc: 0.9706, loss_cls: 0.8324, loss: 0.8324 +2024-07-03 11:15:51,533 - pyskl - INFO - Epoch [28][900/1253] lr: 4.590e-02, eta: 10:26:39, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 0.8402, loss: 0.8402 +2024-07-03 11:16:15,601 - pyskl - INFO - Epoch [28][1000/1253] lr: 4.588e-02, eta: 10:26:12, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.8775, loss: 0.8775 +2024-07-03 11:16:39,618 - pyskl - INFO - Epoch [28][1100/1253] lr: 4.586e-02, eta: 10:25:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.7903, loss: 0.7903 +2024-07-03 11:17:03,232 - pyskl - INFO - Epoch [28][1200/1253] lr: 4.584e-02, eta: 10:25:17, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 0.8848, loss: 0.8848 +2024-07-03 11:17:16,377 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-07-03 11:18:04,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 11:18:04,985 - pyskl - INFO - +top1_acc 0.7443 +top5_acc 0.9366 +2024-07-03 11:18:04,987 - pyskl - INFO - Epoch(val) [28][516] top1_acc: 0.7443, top5_acc: 0.9366 +2024-07-03 11:18:49,711 - pyskl - INFO - Epoch [29][100/1253] lr: 4.580e-02, eta: 10:25:11, time: 0.447, data_time: 0.210, memory: 5176, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.8417, loss: 0.8417 +2024-07-03 11:19:13,275 - pyskl - INFO - Epoch [29][200/1253] lr: 4.578e-02, eta: 10:24:42, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8284, top5_acc: 0.9762, loss_cls: 0.8204, loss: 0.8204 +2024-07-03 11:19:36,830 - pyskl - INFO - Epoch [29][300/1253] lr: 4.575e-02, eta: 10:24:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8134, top5_acc: 0.9769, loss_cls: 0.8767, loss: 0.8767 +2024-07-03 11:20:00,407 - pyskl - INFO - Epoch [29][400/1253] lr: 4.573e-02, eta: 10:23:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8328, top5_acc: 0.9781, loss_cls: 0.8148, loss: 0.8148 +2024-07-03 11:20:23,985 - pyskl - INFO - Epoch [29][500/1253] lr: 4.571e-02, eta: 10:23:16, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8103, top5_acc: 0.9738, loss_cls: 0.8927, loss: 0.8927 +2024-07-03 11:20:47,971 - pyskl - INFO - Epoch [29][600/1253] lr: 4.568e-02, eta: 10:22:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8197, top5_acc: 0.9788, loss_cls: 0.8402, loss: 0.8402 +2024-07-03 11:21:11,980 - pyskl - INFO - Epoch [29][700/1253] lr: 4.566e-02, eta: 10:22:22, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8309, top5_acc: 0.9703, loss_cls: 0.8444, loss: 0.8444 +2024-07-03 11:21:35,960 - pyskl - INFO - Epoch [29][800/1253] lr: 4.564e-02, eta: 10:21:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.8274, loss: 0.8274 +2024-07-03 11:21:59,881 - pyskl - INFO - Epoch [29][900/1253] lr: 4.561e-02, eta: 10:21:28, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8337, top5_acc: 0.9747, loss_cls: 0.8215, loss: 0.8215 +2024-07-03 11:22:23,693 - pyskl - INFO - Epoch [29][1000/1253] lr: 4.559e-02, eta: 10:21:00, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8266, top5_acc: 0.9725, loss_cls: 0.8523, loss: 0.8523 +2024-07-03 11:22:47,574 - pyskl - INFO - Epoch [29][1100/1253] lr: 4.557e-02, eta: 10:20:33, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 0.8077, loss: 0.8077 +2024-07-03 11:23:11,223 - pyskl - INFO - Epoch [29][1200/1253] lr: 4.554e-02, eta: 10:20:05, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8475, top5_acc: 0.9766, loss_cls: 0.8014, loss: 0.8014 +2024-07-03 11:23:24,380 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-07-03 11:24:12,986 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 11:24:13,049 - pyskl - INFO - +top1_acc 0.7583 +top5_acc 0.9548 +2024-07-03 11:24:13,052 - pyskl - INFO - Epoch(val) [29][516] top1_acc: 0.7583, top5_acc: 0.9548 +2024-07-03 11:24:58,073 - pyskl - INFO - Epoch [30][100/1253] lr: 4.551e-02, eta: 10:19:58, time: 0.450, data_time: 0.210, memory: 5176, top1_acc: 0.8428, top5_acc: 0.9803, loss_cls: 0.7957, loss: 0.7957 +2024-07-03 11:25:22,093 - pyskl - INFO - Epoch [30][200/1253] lr: 4.548e-02, eta: 10:19:32, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.8352, loss: 0.8352 +2024-07-03 11:25:46,098 - pyskl - INFO - Epoch [30][300/1253] lr: 4.546e-02, eta: 10:19:05, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8372, top5_acc: 0.9806, loss_cls: 0.8033, loss: 0.8033 +2024-07-03 11:26:10,082 - pyskl - INFO - Epoch [30][400/1253] lr: 4.543e-02, eta: 10:18:38, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.8539, loss: 0.8539 +2024-07-03 11:26:34,072 - pyskl - INFO - Epoch [30][500/1253] lr: 4.541e-02, eta: 10:18:11, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8369, top5_acc: 0.9791, loss_cls: 0.8150, loss: 0.8150 +2024-07-03 11:26:58,056 - pyskl - INFO - Epoch [30][600/1253] lr: 4.538e-02, eta: 10:17:44, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8234, top5_acc: 0.9725, loss_cls: 0.8340, loss: 0.8340 +2024-07-03 11:27:22,055 - pyskl - INFO - Epoch [30][700/1253] lr: 4.536e-02, eta: 10:17:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8203, top5_acc: 0.9731, loss_cls: 0.8423, loss: 0.8423 +2024-07-03 11:27:46,054 - pyskl - INFO - Epoch [30][800/1253] lr: 4.534e-02, eta: 10:16:51, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 0.7934, loss: 0.7934 +2024-07-03 11:28:10,010 - pyskl - INFO - Epoch [30][900/1253] lr: 4.531e-02, eta: 10:16:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8363, top5_acc: 0.9784, loss_cls: 0.8073, loss: 0.8073 +2024-07-03 11:28:33,725 - pyskl - INFO - Epoch [30][1000/1253] lr: 4.529e-02, eta: 10:15:56, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8234, top5_acc: 0.9747, loss_cls: 0.8496, loss: 0.8496 +2024-07-03 11:28:57,545 - pyskl - INFO - Epoch [30][1100/1253] lr: 4.526e-02, eta: 10:15:28, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8141, top5_acc: 0.9744, loss_cls: 0.8722, loss: 0.8722 +2024-07-03 11:29:21,541 - pyskl - INFO - Epoch [30][1200/1253] lr: 4.524e-02, eta: 10:15:02, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8200, top5_acc: 0.9722, loss_cls: 0.8795, loss: 0.8795 +2024-07-03 11:29:34,919 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-07-03 11:30:23,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 11:30:23,662 - pyskl - INFO - +top1_acc 0.8081 +top5_acc 0.9647 +2024-07-03 11:30:23,666 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_27.pth was removed +2024-07-03 11:30:23,896 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2024-07-03 11:30:23,896 - pyskl - INFO - Best top1_acc is 0.8081 at 30 epoch. +2024-07-03 11:30:23,901 - pyskl - INFO - Epoch(val) [30][516] top1_acc: 0.8081, top5_acc: 0.9647 +2024-07-03 11:31:08,968 - pyskl - INFO - Epoch [31][100/1253] lr: 4.520e-02, eta: 10:14:54, time: 0.451, data_time: 0.210, memory: 5176, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.7855, loss: 0.7855 +2024-07-03 11:31:32,716 - pyskl - INFO - Epoch [31][200/1253] lr: 4.518e-02, eta: 10:14:26, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.8306, loss: 0.8306 +2024-07-03 11:31:56,313 - pyskl - INFO - Epoch [31][300/1253] lr: 4.515e-02, eta: 10:13:58, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8422, top5_acc: 0.9797, loss_cls: 0.7901, loss: 0.7901 +2024-07-03 11:32:19,919 - pyskl - INFO - Epoch [31][400/1253] lr: 4.513e-02, eta: 10:13:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8334, top5_acc: 0.9778, loss_cls: 0.8217, loss: 0.8217 +2024-07-03 11:32:43,624 - pyskl - INFO - Epoch [31][500/1253] lr: 4.510e-02, eta: 10:13:02, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8344, top5_acc: 0.9816, loss_cls: 0.7948, loss: 0.7948 +2024-07-03 11:33:07,325 - pyskl - INFO - Epoch [31][600/1253] lr: 4.508e-02, eta: 10:12:34, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.8714, loss: 0.8714 +2024-07-03 11:33:31,033 - pyskl - INFO - Epoch [31][700/1253] lr: 4.505e-02, eta: 10:12:06, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 0.8256, loss: 0.8256 +2024-07-03 11:33:54,877 - pyskl - INFO - Epoch [31][800/1253] lr: 4.503e-02, eta: 10:11:39, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8400, top5_acc: 0.9772, loss_cls: 0.7761, loss: 0.7761 +2024-07-03 11:34:18,783 - pyskl - INFO - Epoch [31][900/1253] lr: 4.500e-02, eta: 10:11:12, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8303, top5_acc: 0.9788, loss_cls: 0.8157, loss: 0.8157 +2024-07-03 11:34:42,610 - pyskl - INFO - Epoch [31][1000/1253] lr: 4.498e-02, eta: 10:10:45, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8222, top5_acc: 0.9756, loss_cls: 0.8493, loss: 0.8493 +2024-07-03 11:35:06,381 - pyskl - INFO - Epoch [31][1100/1253] lr: 4.495e-02, eta: 10:10:17, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8328, top5_acc: 0.9769, loss_cls: 0.8358, loss: 0.8358 +2024-07-03 11:35:29,959 - pyskl - INFO - Epoch [31][1200/1253] lr: 4.493e-02, eta: 10:09:49, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 0.8674, loss: 0.8674 +2024-07-03 11:35:43,138 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-07-03 11:36:31,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 11:36:31,785 - pyskl - INFO - +top1_acc 0.8075 +top5_acc 0.9688 +2024-07-03 11:36:31,788 - pyskl - INFO - Epoch(val) [31][516] top1_acc: 0.8075, top5_acc: 0.9688 +2024-07-03 11:37:16,633 - pyskl - INFO - Epoch [32][100/1253] lr: 4.489e-02, eta: 10:09:40, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.8406, top5_acc: 0.9784, loss_cls: 0.7860, loss: 0.7860 +2024-07-03 11:37:40,644 - pyskl - INFO - Epoch [32][200/1253] lr: 4.486e-02, eta: 10:09:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8170, loss: 0.8170 +2024-07-03 11:38:04,654 - pyskl - INFO - Epoch [32][300/1253] lr: 4.484e-02, eta: 10:08:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8341, top5_acc: 0.9803, loss_cls: 0.7977, loss: 0.7977 +2024-07-03 11:38:28,626 - pyskl - INFO - Epoch [32][400/1253] lr: 4.481e-02, eta: 10:08:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8462, top5_acc: 0.9791, loss_cls: 0.7593, loss: 0.7593 +2024-07-03 11:38:52,624 - pyskl - INFO - Epoch [32][500/1253] lr: 4.479e-02, eta: 10:07:53, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8316, top5_acc: 0.9794, loss_cls: 0.7885, loss: 0.7885 +2024-07-03 11:39:16,623 - pyskl - INFO - Epoch [32][600/1253] lr: 4.476e-02, eta: 10:07:26, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8441, top5_acc: 0.9784, loss_cls: 0.7891, loss: 0.7891 +2024-07-03 11:39:40,616 - pyskl - INFO - Epoch [32][700/1253] lr: 4.474e-02, eta: 10:07:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8278, top5_acc: 0.9791, loss_cls: 0.8040, loss: 0.8040 +2024-07-03 11:40:04,601 - pyskl - INFO - Epoch [32][800/1253] lr: 4.471e-02, eta: 10:06:33, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8294, top5_acc: 0.9722, loss_cls: 0.8282, loss: 0.8282 +2024-07-03 11:40:28,875 - pyskl - INFO - Epoch [32][900/1253] lr: 4.468e-02, eta: 10:06:08, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8378, top5_acc: 0.9788, loss_cls: 0.7995, loss: 0.7995 +2024-07-03 11:40:53,298 - pyskl - INFO - Epoch [32][1000/1253] lr: 4.466e-02, eta: 10:05:43, time: 0.244, data_time: 0.000, memory: 5176, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8224, loss: 0.8224 +2024-07-03 11:41:17,321 - pyskl - INFO - Epoch [32][1100/1253] lr: 4.463e-02, eta: 10:05:16, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8294, top5_acc: 0.9766, loss_cls: 0.8439, loss: 0.8439 +2024-07-03 11:41:41,608 - pyskl - INFO - Epoch [32][1200/1253] lr: 4.461e-02, eta: 10:04:51, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8269, top5_acc: 0.9759, loss_cls: 0.8276, loss: 0.8276 +2024-07-03 11:41:55,145 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-07-03 11:42:43,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 11:42:43,699 - pyskl - INFO - +top1_acc 0.7832 +top5_acc 0.9644 +2024-07-03 11:42:43,702 - pyskl - INFO - Epoch(val) [32][516] top1_acc: 0.7832, top5_acc: 0.9644 +2024-07-03 11:43:28,338 - pyskl - INFO - Epoch [33][100/1253] lr: 4.457e-02, eta: 10:04:39, time: 0.446, data_time: 0.209, memory: 5176, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.7710, loss: 0.7710 +2024-07-03 11:43:51,926 - pyskl - INFO - Epoch [33][200/1253] lr: 4.454e-02, eta: 10:04:11, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.7336, loss: 0.7336 +2024-07-03 11:44:15,483 - pyskl - INFO - Epoch [33][300/1253] lr: 4.451e-02, eta: 10:03:43, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 0.7965, loss: 0.7965 +2024-07-03 11:44:39,068 - pyskl - INFO - Epoch [33][400/1253] lr: 4.449e-02, eta: 10:03:15, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8297, top5_acc: 0.9775, loss_cls: 0.8077, loss: 0.8077 +2024-07-03 11:45:02,873 - pyskl - INFO - Epoch [33][500/1253] lr: 4.446e-02, eta: 10:02:48, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8444, top5_acc: 0.9828, loss_cls: 0.7414, loss: 0.7414 +2024-07-03 11:45:26,516 - pyskl - INFO - Epoch [33][600/1253] lr: 4.444e-02, eta: 10:02:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.8171, loss: 0.8171 +2024-07-03 11:45:50,081 - pyskl - INFO - Epoch [33][700/1253] lr: 4.441e-02, eta: 10:01:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8394, top5_acc: 0.9766, loss_cls: 0.7880, loss: 0.7880 +2024-07-03 11:46:13,636 - pyskl - INFO - Epoch [33][800/1253] lr: 4.438e-02, eta: 10:01:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8397, top5_acc: 0.9784, loss_cls: 0.7779, loss: 0.7779 +2024-07-03 11:46:37,666 - pyskl - INFO - Epoch [33][900/1253] lr: 4.436e-02, eta: 10:00:57, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8322, top5_acc: 0.9741, loss_cls: 0.8170, loss: 0.8170 +2024-07-03 11:47:01,469 - pyskl - INFO - Epoch [33][1000/1253] lr: 4.433e-02, eta: 10:00:30, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8234, top5_acc: 0.9759, loss_cls: 0.8226, loss: 0.8226 +2024-07-03 11:47:25,431 - pyskl - INFO - Epoch [33][1100/1253] lr: 4.430e-02, eta: 10:00:04, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 0.8179, loss: 0.8179 +2024-07-03 11:47:49,165 - pyskl - INFO - Epoch [33][1200/1253] lr: 4.428e-02, eta: 9:59:36, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8166, top5_acc: 0.9753, loss_cls: 0.8520, loss: 0.8520 +2024-07-03 11:48:02,408 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-07-03 11:48:50,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 11:48:50,995 - pyskl - INFO - +top1_acc 0.7402 +top5_acc 0.9531 +2024-07-03 11:48:50,997 - pyskl - INFO - Epoch(val) [33][516] top1_acc: 0.7402, top5_acc: 0.9531 +2024-07-03 11:49:36,294 - pyskl - INFO - Epoch [34][100/1253] lr: 4.424e-02, eta: 9:59:26, time: 0.453, data_time: 0.210, memory: 5176, top1_acc: 0.8403, top5_acc: 0.9819, loss_cls: 0.7944, loss: 0.7944 +2024-07-03 11:50:00,603 - pyskl - INFO - Epoch [34][200/1253] lr: 4.421e-02, eta: 9:59:01, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8350, top5_acc: 0.9797, loss_cls: 0.8094, loss: 0.8094 +2024-07-03 11:50:24,901 - pyskl - INFO - Epoch [34][300/1253] lr: 4.418e-02, eta: 9:58:35, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8331, top5_acc: 0.9766, loss_cls: 0.8165, loss: 0.8165 +2024-07-03 11:50:49,226 - pyskl - INFO - Epoch [34][400/1253] lr: 4.416e-02, eta: 9:58:10, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8400, top5_acc: 0.9791, loss_cls: 0.7801, loss: 0.7801 +2024-07-03 11:51:13,417 - pyskl - INFO - Epoch [34][500/1253] lr: 4.413e-02, eta: 9:57:44, time: 0.242, data_time: 0.000, memory: 5176, top1_acc: 0.8497, top5_acc: 0.9803, loss_cls: 0.7471, loss: 0.7471 +2024-07-03 11:51:37,156 - pyskl - INFO - Epoch [34][600/1253] lr: 4.410e-02, eta: 9:57:17, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.8324, loss: 0.8324 +2024-07-03 11:52:01,124 - pyskl - INFO - Epoch [34][700/1253] lr: 4.408e-02, eta: 9:56:50, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8356, top5_acc: 0.9778, loss_cls: 0.8021, loss: 0.8021 +2024-07-03 11:52:25,092 - pyskl - INFO - Epoch [34][800/1253] lr: 4.405e-02, eta: 9:56:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8291, top5_acc: 0.9747, loss_cls: 0.8197, loss: 0.8197 +2024-07-03 11:52:48,921 - pyskl - INFO - Epoch [34][900/1253] lr: 4.402e-02, eta: 9:55:57, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 0.7859, loss: 0.7859 +2024-07-03 11:53:12,684 - pyskl - INFO - Epoch [34][1000/1253] lr: 4.399e-02, eta: 9:55:29, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8166, top5_acc: 0.9784, loss_cls: 0.8315, loss: 0.8315 +2024-07-03 11:53:36,488 - pyskl - INFO - Epoch [34][1100/1253] lr: 4.397e-02, eta: 9:55:02, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8297, top5_acc: 0.9706, loss_cls: 0.8571, loss: 0.8571 +2024-07-03 11:54:00,214 - pyskl - INFO - Epoch [34][1200/1253] lr: 4.394e-02, eta: 9:54:35, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.7553, loss: 0.7553 +2024-07-03 11:54:13,450 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-07-03 11:55:02,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 11:55:02,159 - pyskl - INFO - +top1_acc 0.7853 +top5_acc 0.9629 +2024-07-03 11:55:02,162 - pyskl - INFO - Epoch(val) [34][516] top1_acc: 0.7853, top5_acc: 0.9629 +2024-07-03 11:55:46,913 - pyskl - INFO - Epoch [35][100/1253] lr: 4.390e-02, eta: 9:54:22, time: 0.447, data_time: 0.207, memory: 5176, top1_acc: 0.8516, top5_acc: 0.9825, loss_cls: 0.7311, loss: 0.7311 +2024-07-03 11:56:10,519 - pyskl - INFO - Epoch [35][200/1253] lr: 4.387e-02, eta: 9:53:54, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.7807, loss: 0.7807 +2024-07-03 11:56:34,084 - pyskl - INFO - Epoch [35][300/1253] lr: 4.384e-02, eta: 9:53:26, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8416, top5_acc: 0.9806, loss_cls: 0.7691, loss: 0.7691 +2024-07-03 11:56:58,071 - pyskl - INFO - Epoch [35][400/1253] lr: 4.382e-02, eta: 9:53:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.8064, loss: 0.8064 +2024-07-03 11:57:22,058 - pyskl - INFO - Epoch [35][500/1253] lr: 4.379e-02, eta: 9:52:33, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8369, top5_acc: 0.9791, loss_cls: 0.7669, loss: 0.7669 +2024-07-03 11:57:46,045 - pyskl - INFO - Epoch [35][600/1253] lr: 4.376e-02, eta: 9:52:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.7546, loss: 0.7546 +2024-07-03 11:58:10,030 - pyskl - INFO - Epoch [35][700/1253] lr: 4.373e-02, eta: 9:51:41, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8431, top5_acc: 0.9803, loss_cls: 0.7728, loss: 0.7728 +2024-07-03 11:58:33,941 - pyskl - INFO - Epoch [35][800/1253] lr: 4.371e-02, eta: 9:51:14, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8219, top5_acc: 0.9747, loss_cls: 0.8440, loss: 0.8440 +2024-07-03 11:58:57,723 - pyskl - INFO - Epoch [35][900/1253] lr: 4.368e-02, eta: 9:50:47, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8403, top5_acc: 0.9775, loss_cls: 0.7807, loss: 0.7807 +2024-07-03 11:59:21,580 - pyskl - INFO - Epoch [35][1000/1253] lr: 4.365e-02, eta: 9:50:20, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8294, top5_acc: 0.9759, loss_cls: 0.8170, loss: 0.8170 +2024-07-03 11:59:45,579 - pyskl - INFO - Epoch [35][1100/1253] lr: 4.362e-02, eta: 9:49:54, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8300, top5_acc: 0.9734, loss_cls: 0.8322, loss: 0.8322 +2024-07-03 12:00:09,465 - pyskl - INFO - Epoch [35][1200/1253] lr: 4.359e-02, eta: 9:49:27, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8378, top5_acc: 0.9759, loss_cls: 0.7914, loss: 0.7914 +2024-07-03 12:00:22,652 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-07-03 12:01:11,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:01:11,234 - pyskl - INFO - +top1_acc 0.7906 +top5_acc 0.9679 +2024-07-03 12:01:11,237 - pyskl - INFO - Epoch(val) [35][516] top1_acc: 0.7906, top5_acc: 0.9679 +2024-07-03 12:01:56,291 - pyskl - INFO - Epoch [36][100/1253] lr: 4.355e-02, eta: 9:49:14, time: 0.450, data_time: 0.211, memory: 5176, top1_acc: 0.8384, top5_acc: 0.9797, loss_cls: 0.7722, loss: 0.7722 +2024-07-03 12:02:20,261 - pyskl - INFO - Epoch [36][200/1253] lr: 4.352e-02, eta: 9:48:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8547, top5_acc: 0.9831, loss_cls: 0.7118, loss: 0.7118 +2024-07-03 12:02:44,133 - pyskl - INFO - Epoch [36][300/1253] lr: 4.349e-02, eta: 9:48:21, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.8109, loss: 0.8109 +2024-07-03 12:03:07,694 - pyskl - INFO - Epoch [36][400/1253] lr: 4.347e-02, eta: 9:47:53, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8347, top5_acc: 0.9788, loss_cls: 0.7906, loss: 0.7906 +2024-07-03 12:03:31,242 - pyskl - INFO - Epoch [36][500/1253] lr: 4.344e-02, eta: 9:47:25, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8372, top5_acc: 0.9806, loss_cls: 0.7770, loss: 0.7770 +2024-07-03 12:03:54,835 - pyskl - INFO - Epoch [36][600/1253] lr: 4.341e-02, eta: 9:46:58, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8416, top5_acc: 0.9728, loss_cls: 0.8071, loss: 0.8071 +2024-07-03 12:04:18,409 - pyskl - INFO - Epoch [36][700/1253] lr: 4.338e-02, eta: 9:46:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.7661, loss: 0.7661 +2024-07-03 12:04:42,028 - pyskl - INFO - Epoch [36][800/1253] lr: 4.335e-02, eta: 9:46:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8428, top5_acc: 0.9794, loss_cls: 0.7569, loss: 0.7569 +2024-07-03 12:05:05,730 - pyskl - INFO - Epoch [36][900/1253] lr: 4.333e-02, eta: 9:45:35, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8450, top5_acc: 0.9766, loss_cls: 0.7705, loss: 0.7705 +2024-07-03 12:05:29,327 - pyskl - INFO - Epoch [36][1000/1253] lr: 4.330e-02, eta: 9:45:08, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8309, top5_acc: 0.9747, loss_cls: 0.7959, loss: 0.7959 +2024-07-03 12:05:53,135 - pyskl - INFO - Epoch [36][1100/1253] lr: 4.327e-02, eta: 9:44:41, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8378, top5_acc: 0.9784, loss_cls: 0.7972, loss: 0.7972 +2024-07-03 12:06:16,973 - pyskl - INFO - Epoch [36][1200/1253] lr: 4.324e-02, eta: 9:44:14, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8531, top5_acc: 0.9803, loss_cls: 0.7509, loss: 0.7509 +2024-07-03 12:06:30,139 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-07-03 12:07:18,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:07:18,566 - pyskl - INFO - +top1_acc 0.7773 +top5_acc 0.9566 +2024-07-03 12:07:18,569 - pyskl - INFO - Epoch(val) [36][516] top1_acc: 0.7773, top5_acc: 0.9566 +2024-07-03 12:08:03,565 - pyskl - INFO - Epoch [37][100/1253] lr: 4.320e-02, eta: 9:44:00, time: 0.450, data_time: 0.210, memory: 5176, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6964, loss: 0.6964 +2024-07-03 12:08:27,163 - pyskl - INFO - Epoch [37][200/1253] lr: 4.317e-02, eta: 9:43:33, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8541, top5_acc: 0.9803, loss_cls: 0.7510, loss: 0.7510 +2024-07-03 12:08:51,164 - pyskl - INFO - Epoch [37][300/1253] lr: 4.314e-02, eta: 9:43:06, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8237, top5_acc: 0.9797, loss_cls: 0.8135, loss: 0.8135 +2024-07-03 12:09:15,165 - pyskl - INFO - Epoch [37][400/1253] lr: 4.311e-02, eta: 9:42:40, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8387, top5_acc: 0.9747, loss_cls: 0.7910, loss: 0.7910 +2024-07-03 12:09:39,165 - pyskl - INFO - Epoch [37][500/1253] lr: 4.308e-02, eta: 9:42:14, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8416, top5_acc: 0.9803, loss_cls: 0.7652, loss: 0.7652 +2024-07-03 12:10:03,148 - pyskl - INFO - Epoch [37][600/1253] lr: 4.305e-02, eta: 9:41:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.7913, loss: 0.7913 +2024-07-03 12:10:27,136 - pyskl - INFO - Epoch [37][700/1253] lr: 4.302e-02, eta: 9:41:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.7668, loss: 0.7668 +2024-07-03 12:10:51,234 - pyskl - INFO - Epoch [37][800/1253] lr: 4.299e-02, eta: 9:40:56, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.7756, loss: 0.7756 +2024-07-03 12:11:15,645 - pyskl - INFO - Epoch [37][900/1253] lr: 4.297e-02, eta: 9:40:31, time: 0.244, data_time: 0.000, memory: 5176, top1_acc: 0.8391, top5_acc: 0.9766, loss_cls: 0.7739, loss: 0.7739 +2024-07-03 12:11:39,557 - pyskl - INFO - Epoch [37][1000/1253] lr: 4.294e-02, eta: 9:40:04, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8441, top5_acc: 0.9753, loss_cls: 0.7959, loss: 0.7959 +2024-07-03 12:12:03,467 - pyskl - INFO - Epoch [37][1100/1253] lr: 4.291e-02, eta: 9:39:38, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8409, top5_acc: 0.9784, loss_cls: 0.7899, loss: 0.7899 +2024-07-03 12:12:27,197 - pyskl - INFO - Epoch [37][1200/1253] lr: 4.288e-02, eta: 9:39:11, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8466, top5_acc: 0.9750, loss_cls: 0.7578, loss: 0.7578 +2024-07-03 12:12:40,442 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-07-03 12:13:28,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:13:28,967 - pyskl - INFO - +top1_acc 0.7747 +top5_acc 0.9632 +2024-07-03 12:13:28,969 - pyskl - INFO - Epoch(val) [37][516] top1_acc: 0.7747, top5_acc: 0.9632 +2024-07-03 12:14:13,854 - pyskl - INFO - Epoch [38][100/1253] lr: 4.283e-02, eta: 9:38:55, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.8431, top5_acc: 0.9828, loss_cls: 0.7409, loss: 0.7409 +2024-07-03 12:14:37,838 - pyskl - INFO - Epoch [38][200/1253] lr: 4.280e-02, eta: 9:38:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8303, top5_acc: 0.9784, loss_cls: 0.8035, loss: 0.8035 +2024-07-03 12:15:01,825 - pyskl - INFO - Epoch [38][300/1253] lr: 4.277e-02, eta: 9:38:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8559, top5_acc: 0.9788, loss_cls: 0.7409, loss: 0.7409 +2024-07-03 12:15:25,828 - pyskl - INFO - Epoch [38][400/1253] lr: 4.274e-02, eta: 9:37:37, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.7310, loss: 0.7310 +2024-07-03 12:15:49,828 - pyskl - INFO - Epoch [38][500/1253] lr: 4.272e-02, eta: 9:37:11, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8319, top5_acc: 0.9803, loss_cls: 0.8096, loss: 0.8096 +2024-07-03 12:16:13,828 - pyskl - INFO - Epoch [38][600/1253] lr: 4.269e-02, eta: 9:36:44, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7708, loss: 0.7708 +2024-07-03 12:16:37,828 - pyskl - INFO - Epoch [38][700/1253] lr: 4.266e-02, eta: 9:36:18, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8350, top5_acc: 0.9809, loss_cls: 0.7727, loss: 0.7727 +2024-07-03 12:17:01,805 - pyskl - INFO - Epoch [38][800/1253] lr: 4.263e-02, eta: 9:35:52, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.7957, loss: 0.7957 +2024-07-03 12:17:25,597 - pyskl - INFO - Epoch [38][900/1253] lr: 4.260e-02, eta: 9:35:25, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8322, top5_acc: 0.9750, loss_cls: 0.8174, loss: 0.8174 +2024-07-03 12:17:49,447 - pyskl - INFO - Epoch [38][1000/1253] lr: 4.257e-02, eta: 9:34:59, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8441, top5_acc: 0.9797, loss_cls: 0.7651, loss: 0.7651 +2024-07-03 12:18:13,360 - pyskl - INFO - Epoch [38][1100/1253] lr: 4.254e-02, eta: 9:34:32, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8409, top5_acc: 0.9797, loss_cls: 0.7722, loss: 0.7722 +2024-07-03 12:18:36,986 - pyskl - INFO - Epoch [38][1200/1253] lr: 4.251e-02, eta: 9:34:05, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8506, top5_acc: 0.9809, loss_cls: 0.7414, loss: 0.7414 +2024-07-03 12:18:50,178 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-07-03 12:19:38,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:19:38,896 - pyskl - INFO - +top1_acc 0.8006 +top5_acc 0.9706 +2024-07-03 12:19:38,899 - pyskl - INFO - Epoch(val) [38][516] top1_acc: 0.8006, top5_acc: 0.9706 +2024-07-03 12:20:23,692 - pyskl - INFO - Epoch [39][100/1253] lr: 4.246e-02, eta: 9:33:49, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.8519, top5_acc: 0.9822, loss_cls: 0.7331, loss: 0.7331 +2024-07-03 12:20:47,266 - pyskl - INFO - Epoch [39][200/1253] lr: 4.243e-02, eta: 9:33:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8478, top5_acc: 0.9825, loss_cls: 0.7336, loss: 0.7336 +2024-07-03 12:21:10,846 - pyskl - INFO - Epoch [39][300/1253] lr: 4.240e-02, eta: 9:32:54, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8462, top5_acc: 0.9791, loss_cls: 0.7557, loss: 0.7557 +2024-07-03 12:21:34,424 - pyskl - INFO - Epoch [39][400/1253] lr: 4.237e-02, eta: 9:32:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8497, top5_acc: 0.9788, loss_cls: 0.7438, loss: 0.7438 +2024-07-03 12:21:58,004 - pyskl - INFO - Epoch [39][500/1253] lr: 4.234e-02, eta: 9:31:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8516, top5_acc: 0.9825, loss_cls: 0.7294, loss: 0.7294 +2024-07-03 12:22:21,580 - pyskl - INFO - Epoch [39][600/1253] lr: 4.231e-02, eta: 9:31:32, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8337, top5_acc: 0.9766, loss_cls: 0.8025, loss: 0.8025 +2024-07-03 12:22:45,140 - pyskl - INFO - Epoch [39][700/1253] lr: 4.228e-02, eta: 9:31:04, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7383, loss: 0.7383 +2024-07-03 12:23:09,057 - pyskl - INFO - Epoch [39][800/1253] lr: 4.225e-02, eta: 9:30:38, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8313, top5_acc: 0.9728, loss_cls: 0.7999, loss: 0.7999 +2024-07-03 12:23:33,061 - pyskl - INFO - Epoch [39][900/1253] lr: 4.222e-02, eta: 9:30:12, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.7640, loss: 0.7640 +2024-07-03 12:23:56,995 - pyskl - INFO - Epoch [39][1000/1253] lr: 4.219e-02, eta: 9:29:46, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7657, loss: 0.7657 +2024-07-03 12:24:20,772 - pyskl - INFO - Epoch [39][1100/1253] lr: 4.216e-02, eta: 9:29:19, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8406, top5_acc: 0.9772, loss_cls: 0.7957, loss: 0.7957 +2024-07-03 12:24:44,521 - pyskl - INFO - Epoch [39][1200/1253] lr: 4.213e-02, eta: 9:28:52, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8309, top5_acc: 0.9794, loss_cls: 0.8033, loss: 0.8033 +2024-07-03 12:24:57,754 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-07-03 12:25:46,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:25:46,697 - pyskl - INFO - +top1_acc 0.7964 +top5_acc 0.9646 +2024-07-03 12:25:46,700 - pyskl - INFO - Epoch(val) [39][516] top1_acc: 0.7964, top5_acc: 0.9646 +2024-07-03 12:26:31,660 - pyskl - INFO - Epoch [40][100/1253] lr: 4.208e-02, eta: 9:28:36, time: 0.450, data_time: 0.211, memory: 5176, top1_acc: 0.8603, top5_acc: 0.9828, loss_cls: 0.6944, loss: 0.6944 +2024-07-03 12:26:55,499 - pyskl - INFO - Epoch [40][200/1253] lr: 4.205e-02, eta: 9:28:09, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8500, top5_acc: 0.9834, loss_cls: 0.7242, loss: 0.7242 +2024-07-03 12:27:19,359 - pyskl - INFO - Epoch [40][300/1253] lr: 4.202e-02, eta: 9:27:43, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8266, top5_acc: 0.9722, loss_cls: 0.8298, loss: 0.8298 +2024-07-03 12:27:43,343 - pyskl - INFO - Epoch [40][400/1253] lr: 4.199e-02, eta: 9:27:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8472, top5_acc: 0.9828, loss_cls: 0.7259, loss: 0.7259 +2024-07-03 12:28:07,324 - pyskl - INFO - Epoch [40][500/1253] lr: 4.196e-02, eta: 9:26:51, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8456, top5_acc: 0.9828, loss_cls: 0.7298, loss: 0.7298 +2024-07-03 12:28:31,316 - pyskl - INFO - Epoch [40][600/1253] lr: 4.193e-02, eta: 9:26:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8453, top5_acc: 0.9759, loss_cls: 0.7619, loss: 0.7619 +2024-07-03 12:28:55,306 - pyskl - INFO - Epoch [40][700/1253] lr: 4.190e-02, eta: 9:25:58, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8441, top5_acc: 0.9775, loss_cls: 0.7781, loss: 0.7781 +2024-07-03 12:29:18,991 - pyskl - INFO - Epoch [40][800/1253] lr: 4.187e-02, eta: 9:25:31, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8400, top5_acc: 0.9759, loss_cls: 0.8060, loss: 0.8060 +2024-07-03 12:29:42,633 - pyskl - INFO - Epoch [40][900/1253] lr: 4.184e-02, eta: 9:25:04, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8450, top5_acc: 0.9766, loss_cls: 0.7759, loss: 0.7759 +2024-07-03 12:30:06,421 - pyskl - INFO - Epoch [40][1000/1253] lr: 4.181e-02, eta: 9:24:38, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8453, top5_acc: 0.9762, loss_cls: 0.7835, loss: 0.7835 +2024-07-03 12:30:30,224 - pyskl - INFO - Epoch [40][1100/1253] lr: 4.178e-02, eta: 9:24:11, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8459, top5_acc: 0.9762, loss_cls: 0.7482, loss: 0.7482 +2024-07-03 12:30:53,927 - pyskl - INFO - Epoch [40][1200/1253] lr: 4.175e-02, eta: 9:23:44, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8469, top5_acc: 0.9766, loss_cls: 0.7673, loss: 0.7673 +2024-07-03 12:31:07,175 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-07-03 12:31:55,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:31:55,983 - pyskl - INFO - +top1_acc 0.8025 +top5_acc 0.9678 +2024-07-03 12:31:55,985 - pyskl - INFO - Epoch(val) [40][516] top1_acc: 0.8025, top5_acc: 0.9678 +2024-07-03 12:32:41,227 - pyskl - INFO - Epoch [41][100/1253] lr: 4.170e-02, eta: 9:23:28, time: 0.452, data_time: 0.209, memory: 5176, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 0.7085, loss: 0.7085 +2024-07-03 12:33:05,527 - pyskl - INFO - Epoch [41][200/1253] lr: 4.167e-02, eta: 9:23:03, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8459, top5_acc: 0.9847, loss_cls: 0.7461, loss: 0.7461 +2024-07-03 12:33:29,833 - pyskl - INFO - Epoch [41][300/1253] lr: 4.164e-02, eta: 9:22:38, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8397, top5_acc: 0.9809, loss_cls: 0.7651, loss: 0.7651 +2024-07-03 12:33:54,153 - pyskl - INFO - Epoch [41][400/1253] lr: 4.160e-02, eta: 9:22:12, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.7904, loss: 0.7904 +2024-07-03 12:34:18,452 - pyskl - INFO - Epoch [41][500/1253] lr: 4.157e-02, eta: 9:21:47, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8694, top5_acc: 0.9822, loss_cls: 0.6770, loss: 0.6770 +2024-07-03 12:34:42,765 - pyskl - INFO - Epoch [41][600/1253] lr: 4.154e-02, eta: 9:21:22, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8478, top5_acc: 0.9778, loss_cls: 0.7474, loss: 0.7474 +2024-07-03 12:35:07,074 - pyskl - INFO - Epoch [41][700/1253] lr: 4.151e-02, eta: 9:20:57, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.8063, loss: 0.8063 +2024-07-03 12:35:30,845 - pyskl - INFO - Epoch [41][800/1253] lr: 4.148e-02, eta: 9:20:30, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8391, top5_acc: 0.9794, loss_cls: 0.7585, loss: 0.7585 +2024-07-03 12:35:54,572 - pyskl - INFO - Epoch [41][900/1253] lr: 4.145e-02, eta: 9:20:04, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.7853, loss: 0.7853 +2024-07-03 12:36:18,507 - pyskl - INFO - Epoch [41][1000/1253] lr: 4.142e-02, eta: 9:19:37, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8422, top5_acc: 0.9762, loss_cls: 0.7834, loss: 0.7834 +2024-07-03 12:36:42,248 - pyskl - INFO - Epoch [41][1100/1253] lr: 4.138e-02, eta: 9:19:11, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.7343, loss: 0.7343 +2024-07-03 12:37:05,791 - pyskl - INFO - Epoch [41][1200/1253] lr: 4.135e-02, eta: 9:18:44, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8522, top5_acc: 0.9794, loss_cls: 0.7596, loss: 0.7596 +2024-07-03 12:37:18,929 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-07-03 12:38:07,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:38:07,668 - pyskl - INFO - +top1_acc 0.7834 +top5_acc 0.9584 +2024-07-03 12:38:07,671 - pyskl - INFO - Epoch(val) [41][516] top1_acc: 0.7834, top5_acc: 0.9584 +2024-07-03 12:38:52,430 - pyskl - INFO - Epoch [42][100/1253] lr: 4.130e-02, eta: 9:18:25, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.8534, top5_acc: 0.9825, loss_cls: 0.6993, loss: 0.6993 +2024-07-03 12:39:15,992 - pyskl - INFO - Epoch [42][200/1253] lr: 4.127e-02, eta: 9:17:58, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8459, top5_acc: 0.9819, loss_cls: 0.7371, loss: 0.7371 +2024-07-03 12:39:39,687 - pyskl - INFO - Epoch [42][300/1253] lr: 4.124e-02, eta: 9:17:31, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.7364, loss: 0.7364 +2024-07-03 12:40:03,454 - pyskl - INFO - Epoch [42][400/1253] lr: 4.121e-02, eta: 9:17:05, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8509, top5_acc: 0.9800, loss_cls: 0.7493, loss: 0.7493 +2024-07-03 12:40:27,208 - pyskl - INFO - Epoch [42][500/1253] lr: 4.118e-02, eta: 9:16:38, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8491, top5_acc: 0.9875, loss_cls: 0.7302, loss: 0.7302 +2024-07-03 12:40:50,960 - pyskl - INFO - Epoch [42][600/1253] lr: 4.115e-02, eta: 9:16:11, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8472, top5_acc: 0.9762, loss_cls: 0.7415, loss: 0.7415 +2024-07-03 12:41:14,677 - pyskl - INFO - Epoch [42][700/1253] lr: 4.111e-02, eta: 9:15:45, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8409, top5_acc: 0.9794, loss_cls: 0.7660, loss: 0.7660 +2024-07-03 12:41:38,829 - pyskl - INFO - Epoch [42][800/1253] lr: 4.108e-02, eta: 9:15:19, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.8491, top5_acc: 0.9822, loss_cls: 0.7448, loss: 0.7448 +2024-07-03 12:42:03,105 - pyskl - INFO - Epoch [42][900/1253] lr: 4.105e-02, eta: 9:14:54, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8356, top5_acc: 0.9809, loss_cls: 0.7508, loss: 0.7508 +2024-07-03 12:42:27,486 - pyskl - INFO - Epoch [42][1000/1253] lr: 4.102e-02, eta: 9:14:29, time: 0.244, data_time: 0.000, memory: 5176, top1_acc: 0.8425, top5_acc: 0.9766, loss_cls: 0.7764, loss: 0.7764 +2024-07-03 12:42:51,785 - pyskl - INFO - Epoch [42][1100/1253] lr: 4.099e-02, eta: 9:14:04, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8509, top5_acc: 0.9747, loss_cls: 0.7584, loss: 0.7584 +2024-07-03 12:43:16,074 - pyskl - INFO - Epoch [42][1200/1253] lr: 4.095e-02, eta: 9:13:38, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8453, top5_acc: 0.9791, loss_cls: 0.7513, loss: 0.7513 +2024-07-03 12:43:29,583 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-07-03 12:44:18,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:44:18,296 - pyskl - INFO - +top1_acc 0.8172 +top5_acc 0.9698 +2024-07-03 12:44:18,300 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_30.pth was removed +2024-07-03 12:44:18,515 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2024-07-03 12:44:18,516 - pyskl - INFO - Best top1_acc is 0.8172 at 42 epoch. +2024-07-03 12:44:18,520 - pyskl - INFO - Epoch(val) [42][516] top1_acc: 0.8172, top5_acc: 0.9698 +2024-07-03 12:45:03,485 - pyskl - INFO - Epoch [43][100/1253] lr: 4.090e-02, eta: 9:13:20, time: 0.450, data_time: 0.209, memory: 5176, top1_acc: 0.8528, top5_acc: 0.9797, loss_cls: 0.7412, loss: 0.7412 +2024-07-03 12:45:27,492 - pyskl - INFO - Epoch [43][200/1253] lr: 4.087e-02, eta: 9:12:54, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8447, top5_acc: 0.9759, loss_cls: 0.7629, loss: 0.7629 +2024-07-03 12:45:51,487 - pyskl - INFO - Epoch [43][300/1253] lr: 4.084e-02, eta: 9:12:28, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8431, top5_acc: 0.9809, loss_cls: 0.7387, loss: 0.7387 +2024-07-03 12:46:15,506 - pyskl - INFO - Epoch [43][400/1253] lr: 4.081e-02, eta: 9:12:02, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8544, top5_acc: 0.9828, loss_cls: 0.7120, loss: 0.7120 +2024-07-03 12:46:39,516 - pyskl - INFO - Epoch [43][500/1253] lr: 4.077e-02, eta: 9:11:36, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8422, top5_acc: 0.9794, loss_cls: 0.7446, loss: 0.7446 +2024-07-03 12:47:03,508 - pyskl - INFO - Epoch [43][600/1253] lr: 4.074e-02, eta: 9:11:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8566, top5_acc: 0.9838, loss_cls: 0.7112, loss: 0.7112 +2024-07-03 12:47:27,471 - pyskl - INFO - Epoch [43][700/1253] lr: 4.071e-02, eta: 9:10:44, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 0.7437, loss: 0.7437 +2024-07-03 12:47:51,460 - pyskl - INFO - Epoch [43][800/1253] lr: 4.068e-02, eta: 9:10:18, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8419, top5_acc: 0.9753, loss_cls: 0.7795, loss: 0.7795 +2024-07-03 12:48:15,450 - pyskl - INFO - Epoch [43][900/1253] lr: 4.064e-02, eta: 9:09:52, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8566, top5_acc: 0.9841, loss_cls: 0.7174, loss: 0.7174 +2024-07-03 12:48:39,414 - pyskl - INFO - Epoch [43][1000/1253] lr: 4.061e-02, eta: 9:09:26, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8384, top5_acc: 0.9778, loss_cls: 0.7650, loss: 0.7650 +2024-07-03 12:49:03,380 - pyskl - INFO - Epoch [43][1100/1253] lr: 4.058e-02, eta: 9:09:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8438, top5_acc: 0.9816, loss_cls: 0.7481, loss: 0.7481 +2024-07-03 12:49:27,359 - pyskl - INFO - Epoch [43][1200/1253] lr: 4.055e-02, eta: 9:08:34, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.7444, loss: 0.7444 +2024-07-03 12:49:40,737 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-07-03 12:50:29,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:50:29,132 - pyskl - INFO - +top1_acc 0.8169 +top5_acc 0.9717 +2024-07-03 12:50:29,134 - pyskl - INFO - Epoch(val) [43][516] top1_acc: 0.8169, top5_acc: 0.9717 +2024-07-03 12:51:13,867 - pyskl - INFO - Epoch [44][100/1253] lr: 4.050e-02, eta: 9:08:15, time: 0.447, data_time: 0.209, memory: 5176, top1_acc: 0.8419, top5_acc: 0.9834, loss_cls: 0.7364, loss: 0.7364 +2024-07-03 12:51:37,465 - pyskl - INFO - Epoch [44][200/1253] lr: 4.046e-02, eta: 9:07:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8491, top5_acc: 0.9812, loss_cls: 0.7509, loss: 0.7509 +2024-07-03 12:52:01,045 - pyskl - INFO - Epoch [44][300/1253] lr: 4.043e-02, eta: 9:07:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8566, top5_acc: 0.9850, loss_cls: 0.7016, loss: 0.7016 +2024-07-03 12:52:24,651 - pyskl - INFO - Epoch [44][400/1253] lr: 4.040e-02, eta: 9:06:54, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8491, top5_acc: 0.9788, loss_cls: 0.7474, loss: 0.7474 +2024-07-03 12:52:48,225 - pyskl - INFO - Epoch [44][500/1253] lr: 4.036e-02, eta: 9:06:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8525, top5_acc: 0.9797, loss_cls: 0.7394, loss: 0.7394 +2024-07-03 12:53:11,921 - pyskl - INFO - Epoch [44][600/1253] lr: 4.033e-02, eta: 9:06:00, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7701, loss: 0.7701 +2024-07-03 12:53:35,749 - pyskl - INFO - Epoch [44][700/1253] lr: 4.030e-02, eta: 9:05:34, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7559, loss: 0.7559 +2024-07-03 12:53:59,773 - pyskl - INFO - Epoch [44][800/1253] lr: 4.027e-02, eta: 9:05:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8375, top5_acc: 0.9778, loss_cls: 0.7855, loss: 0.7855 +2024-07-03 12:54:23,815 - pyskl - INFO - Epoch [44][900/1253] lr: 4.023e-02, eta: 9:04:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8438, top5_acc: 0.9791, loss_cls: 0.7641, loss: 0.7641 +2024-07-03 12:54:47,667 - pyskl - INFO - Epoch [44][1000/1253] lr: 4.020e-02, eta: 9:04:16, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8528, top5_acc: 0.9831, loss_cls: 0.7296, loss: 0.7296 +2024-07-03 12:55:11,242 - pyskl - INFO - Epoch [44][1100/1253] lr: 4.017e-02, eta: 9:03:49, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7361, loss: 0.7361 +2024-07-03 12:55:34,868 - pyskl - INFO - Epoch [44][1200/1253] lr: 4.013e-02, eta: 9:03:23, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8484, top5_acc: 0.9788, loss_cls: 0.7371, loss: 0.7371 +2024-07-03 12:55:48,060 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-07-03 12:56:36,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 12:56:36,584 - pyskl - INFO - +top1_acc 0.7866 +top5_acc 0.9625 +2024-07-03 12:56:36,587 - pyskl - INFO - Epoch(val) [44][516] top1_acc: 0.7866, top5_acc: 0.9625 +2024-07-03 12:57:21,312 - pyskl - INFO - Epoch [45][100/1253] lr: 4.008e-02, eta: 9:03:02, time: 0.447, data_time: 0.210, memory: 5176, top1_acc: 0.8569, top5_acc: 0.9841, loss_cls: 0.7192, loss: 0.7192 +2024-07-03 12:57:44,955 - pyskl - INFO - Epoch [45][200/1253] lr: 4.005e-02, eta: 9:02:36, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8641, top5_acc: 0.9847, loss_cls: 0.6997, loss: 0.6997 +2024-07-03 12:58:08,531 - pyskl - INFO - Epoch [45][300/1253] lr: 4.002e-02, eta: 9:02:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8622, top5_acc: 0.9838, loss_cls: 0.7008, loss: 0.7008 +2024-07-03 12:58:32,071 - pyskl - INFO - Epoch [45][400/1253] lr: 3.998e-02, eta: 9:01:42, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8500, top5_acc: 0.9834, loss_cls: 0.7182, loss: 0.7182 +2024-07-03 12:58:55,627 - pyskl - INFO - Epoch [45][500/1253] lr: 3.995e-02, eta: 9:01:15, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8494, top5_acc: 0.9816, loss_cls: 0.7481, loss: 0.7481 +2024-07-03 12:59:19,181 - pyskl - INFO - Epoch [45][600/1253] lr: 3.991e-02, eta: 9:00:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8466, top5_acc: 0.9781, loss_cls: 0.7392, loss: 0.7392 +2024-07-03 12:59:42,735 - pyskl - INFO - Epoch [45][700/1253] lr: 3.988e-02, eta: 9:00:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8516, top5_acc: 0.9831, loss_cls: 0.7384, loss: 0.7384 +2024-07-03 13:00:06,741 - pyskl - INFO - Epoch [45][800/1253] lr: 3.985e-02, eta: 8:59:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8366, top5_acc: 0.9794, loss_cls: 0.7846, loss: 0.7846 +2024-07-03 13:00:30,434 - pyskl - INFO - Epoch [45][900/1253] lr: 3.981e-02, eta: 8:59:29, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8500, top5_acc: 0.9816, loss_cls: 0.7344, loss: 0.7344 +2024-07-03 13:00:54,435 - pyskl - INFO - Epoch [45][1000/1253] lr: 3.978e-02, eta: 8:59:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 0.7746, loss: 0.7746 +2024-07-03 13:01:18,384 - pyskl - INFO - Epoch [45][1100/1253] lr: 3.975e-02, eta: 8:58:37, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8484, top5_acc: 0.9834, loss_cls: 0.7002, loss: 0.7002 +2024-07-03 13:01:42,397 - pyskl - INFO - Epoch [45][1200/1253] lr: 3.971e-02, eta: 8:58:11, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8522, top5_acc: 0.9797, loss_cls: 0.7497, loss: 0.7497 +2024-07-03 13:01:55,793 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-07-03 13:02:44,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:02:44,415 - pyskl - INFO - +top1_acc 0.8029 +top5_acc 0.9692 +2024-07-03 13:02:44,418 - pyskl - INFO - Epoch(val) [45][516] top1_acc: 0.8029, top5_acc: 0.9692 +2024-07-03 13:03:29,225 - pyskl - INFO - Epoch [46][100/1253] lr: 3.966e-02, eta: 8:57:51, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.6887, loss: 0.6887 +2024-07-03 13:03:52,980 - pyskl - INFO - Epoch [46][200/1253] lr: 3.963e-02, eta: 8:57:24, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8622, top5_acc: 0.9859, loss_cls: 0.6905, loss: 0.6905 +2024-07-03 13:04:16,745 - pyskl - INFO - Epoch [46][300/1253] lr: 3.959e-02, eta: 8:56:58, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.6912, loss: 0.6912 +2024-07-03 13:04:40,530 - pyskl - INFO - Epoch [46][400/1253] lr: 3.956e-02, eta: 8:56:32, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.7454, loss: 0.7454 +2024-07-03 13:05:04,287 - pyskl - INFO - Epoch [46][500/1253] lr: 3.953e-02, eta: 8:56:05, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 0.7441, loss: 0.7441 +2024-07-03 13:05:28,027 - pyskl - INFO - Epoch [46][600/1253] lr: 3.949e-02, eta: 8:55:39, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7328, loss: 0.7328 +2024-07-03 13:05:52,027 - pyskl - INFO - Epoch [46][700/1253] lr: 3.946e-02, eta: 8:55:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7495, loss: 0.7495 +2024-07-03 13:06:15,682 - pyskl - INFO - Epoch [46][800/1253] lr: 3.942e-02, eta: 8:54:47, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8356, top5_acc: 0.9772, loss_cls: 0.7799, loss: 0.7799 +2024-07-03 13:06:39,483 - pyskl - INFO - Epoch [46][900/1253] lr: 3.939e-02, eta: 8:54:20, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8516, top5_acc: 0.9838, loss_cls: 0.7283, loss: 0.7283 +2024-07-03 13:07:03,471 - pyskl - INFO - Epoch [46][1000/1253] lr: 3.935e-02, eta: 8:53:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8472, top5_acc: 0.9831, loss_cls: 0.7236, loss: 0.7236 +2024-07-03 13:07:27,459 - pyskl - INFO - Epoch [46][1100/1253] lr: 3.932e-02, eta: 8:53:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8625, top5_acc: 0.9828, loss_cls: 0.7167, loss: 0.7167 +2024-07-03 13:07:51,449 - pyskl - INFO - Epoch [46][1200/1253] lr: 3.929e-02, eta: 8:53:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8491, top5_acc: 0.9816, loss_cls: 0.7312, loss: 0.7312 +2024-07-03 13:08:04,840 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-07-03 13:08:53,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:08:53,655 - pyskl - INFO - +top1_acc 0.8211 +top5_acc 0.9723 +2024-07-03 13:08:53,659 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_42.pth was removed +2024-07-03 13:08:53,869 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2024-07-03 13:08:53,870 - pyskl - INFO - Best top1_acc is 0.8211 at 46 epoch. +2024-07-03 13:08:53,874 - pyskl - INFO - Epoch(val) [46][516] top1_acc: 0.8211, top5_acc: 0.9723 +2024-07-03 13:09:38,392 - pyskl - INFO - Epoch [47][100/1253] lr: 3.923e-02, eta: 8:52:41, time: 0.445, data_time: 0.208, memory: 5176, top1_acc: 0.8634, top5_acc: 0.9800, loss_cls: 0.6947, loss: 0.6947 +2024-07-03 13:10:02,154 - pyskl - INFO - Epoch [47][200/1253] lr: 3.920e-02, eta: 8:52:15, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8603, top5_acc: 0.9828, loss_cls: 0.6717, loss: 0.6717 +2024-07-03 13:10:26,047 - pyskl - INFO - Epoch [47][300/1253] lr: 3.917e-02, eta: 8:51:49, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8544, top5_acc: 0.9847, loss_cls: 0.6899, loss: 0.6899 +2024-07-03 13:10:50,022 - pyskl - INFO - Epoch [47][400/1253] lr: 3.913e-02, eta: 8:51:23, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.7283, loss: 0.7283 +2024-07-03 13:11:13,829 - pyskl - INFO - Epoch [47][500/1253] lr: 3.910e-02, eta: 8:50:57, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8444, top5_acc: 0.9753, loss_cls: 0.7672, loss: 0.7672 +2024-07-03 13:11:37,392 - pyskl - INFO - Epoch [47][600/1253] lr: 3.906e-02, eta: 8:50:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8525, top5_acc: 0.9816, loss_cls: 0.7256, loss: 0.7256 +2024-07-03 13:12:01,179 - pyskl - INFO - Epoch [47][700/1253] lr: 3.903e-02, eta: 8:50:04, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8456, top5_acc: 0.9784, loss_cls: 0.7458, loss: 0.7458 +2024-07-03 13:12:25,550 - pyskl - INFO - Epoch [47][800/1253] lr: 3.899e-02, eta: 8:49:39, time: 0.244, data_time: 0.000, memory: 5176, top1_acc: 0.8653, top5_acc: 0.9831, loss_cls: 0.6831, loss: 0.6831 +2024-07-03 13:12:49,327 - pyskl - INFO - Epoch [47][900/1253] lr: 3.896e-02, eta: 8:49:13, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8528, top5_acc: 0.9869, loss_cls: 0.7120, loss: 0.7120 +2024-07-03 13:13:13,238 - pyskl - INFO - Epoch [47][1000/1253] lr: 3.892e-02, eta: 8:48:47, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8522, top5_acc: 0.9788, loss_cls: 0.7293, loss: 0.7293 +2024-07-03 13:13:37,224 - pyskl - INFO - Epoch [47][1100/1253] lr: 3.889e-02, eta: 8:48:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8612, top5_acc: 0.9828, loss_cls: 0.6864, loss: 0.6864 +2024-07-03 13:14:01,116 - pyskl - INFO - Epoch [47][1200/1253] lr: 3.885e-02, eta: 8:47:55, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8578, top5_acc: 0.9809, loss_cls: 0.6999, loss: 0.6999 +2024-07-03 13:14:14,453 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-07-03 13:15:02,860 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:15:02,923 - pyskl - INFO - +top1_acc 0.8162 +top5_acc 0.9687 +2024-07-03 13:15:02,925 - pyskl - INFO - Epoch(val) [47][516] top1_acc: 0.8162, top5_acc: 0.9687 +2024-07-03 13:15:48,197 - pyskl - INFO - Epoch [48][100/1253] lr: 3.880e-02, eta: 8:47:35, time: 0.453, data_time: 0.209, memory: 5176, top1_acc: 0.8603, top5_acc: 0.9822, loss_cls: 0.6816, loss: 0.6816 +2024-07-03 13:16:12,517 - pyskl - INFO - Epoch [48][200/1253] lr: 3.877e-02, eta: 8:47:10, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6915, loss: 0.6915 +2024-07-03 13:16:36,854 - pyskl - INFO - Epoch [48][300/1253] lr: 3.873e-02, eta: 8:46:45, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8550, top5_acc: 0.9853, loss_cls: 0.6949, loss: 0.6949 +2024-07-03 13:17:01,186 - pyskl - INFO - Epoch [48][400/1253] lr: 3.870e-02, eta: 8:46:20, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8500, top5_acc: 0.9791, loss_cls: 0.7356, loss: 0.7356 +2024-07-03 13:17:25,510 - pyskl - INFO - Epoch [48][500/1253] lr: 3.866e-02, eta: 8:45:54, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.6768, loss: 0.6768 +2024-07-03 13:17:49,837 - pyskl - INFO - Epoch [48][600/1253] lr: 3.863e-02, eta: 8:45:29, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8500, top5_acc: 0.9822, loss_cls: 0.7147, loss: 0.7147 +2024-07-03 13:18:13,923 - pyskl - INFO - Epoch [48][700/1253] lr: 3.859e-02, eta: 8:45:04, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.8597, top5_acc: 0.9844, loss_cls: 0.6976, loss: 0.6976 +2024-07-03 13:18:37,697 - pyskl - INFO - Epoch [48][800/1253] lr: 3.856e-02, eta: 8:44:38, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.6958, loss: 0.6958 +2024-07-03 13:19:01,667 - pyskl - INFO - Epoch [48][900/1253] lr: 3.852e-02, eta: 8:44:12, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8594, top5_acc: 0.9816, loss_cls: 0.7105, loss: 0.7105 +2024-07-03 13:19:25,348 - pyskl - INFO - Epoch [48][1000/1253] lr: 3.849e-02, eta: 8:43:46, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7134, loss: 0.7134 +2024-07-03 13:19:49,024 - pyskl - INFO - Epoch [48][1100/1253] lr: 3.845e-02, eta: 8:43:19, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7150, loss: 0.7150 +2024-07-03 13:20:12,689 - pyskl - INFO - Epoch [48][1200/1253] lr: 3.841e-02, eta: 8:42:53, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8516, top5_acc: 0.9791, loss_cls: 0.7327, loss: 0.7327 +2024-07-03 13:20:25,863 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-07-03 13:21:14,665 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:21:14,726 - pyskl - INFO - +top1_acc 0.8009 +top5_acc 0.9707 +2024-07-03 13:21:14,729 - pyskl - INFO - Epoch(val) [48][516] top1_acc: 0.8009, top5_acc: 0.9707 +2024-07-03 13:21:59,580 - pyskl - INFO - Epoch [49][100/1253] lr: 3.836e-02, eta: 8:42:31, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.8700, top5_acc: 0.9859, loss_cls: 0.6505, loss: 0.6505 +2024-07-03 13:22:23,551 - pyskl - INFO - Epoch [49][200/1253] lr: 3.833e-02, eta: 8:42:05, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.6285, loss: 0.6285 +2024-07-03 13:22:47,515 - pyskl - INFO - Epoch [49][300/1253] lr: 3.829e-02, eta: 8:41:39, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8628, top5_acc: 0.9841, loss_cls: 0.6817, loss: 0.6817 +2024-07-03 13:23:11,525 - pyskl - INFO - Epoch [49][400/1253] lr: 3.825e-02, eta: 8:41:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7225, loss: 0.7225 +2024-07-03 13:23:35,532 - pyskl - INFO - Epoch [49][500/1253] lr: 3.822e-02, eta: 8:40:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8547, top5_acc: 0.9819, loss_cls: 0.6961, loss: 0.6961 +2024-07-03 13:23:59,518 - pyskl - INFO - Epoch [49][600/1253] lr: 3.818e-02, eta: 8:40:22, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8538, top5_acc: 0.9759, loss_cls: 0.7340, loss: 0.7340 +2024-07-03 13:24:23,240 - pyskl - INFO - Epoch [49][700/1253] lr: 3.815e-02, eta: 8:39:56, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8462, top5_acc: 0.9778, loss_cls: 0.7322, loss: 0.7322 +2024-07-03 13:24:46,837 - pyskl - INFO - Epoch [49][800/1253] lr: 3.811e-02, eta: 8:39:29, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8566, top5_acc: 0.9803, loss_cls: 0.7226, loss: 0.7226 +2024-07-03 13:25:10,664 - pyskl - INFO - Epoch [49][900/1253] lr: 3.808e-02, eta: 8:39:03, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8575, top5_acc: 0.9822, loss_cls: 0.7306, loss: 0.7306 +2024-07-03 13:25:34,689 - pyskl - INFO - Epoch [49][1000/1253] lr: 3.804e-02, eta: 8:38:38, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8478, top5_acc: 0.9822, loss_cls: 0.7244, loss: 0.7244 +2024-07-03 13:25:58,701 - pyskl - INFO - Epoch [49][1100/1253] lr: 3.801e-02, eta: 8:38:12, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8409, top5_acc: 0.9788, loss_cls: 0.7564, loss: 0.7564 +2024-07-03 13:26:22,718 - pyskl - INFO - Epoch [49][1200/1253] lr: 3.797e-02, eta: 8:37:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7202, loss: 0.7202 +2024-07-03 13:26:36,108 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-07-03 13:27:24,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:27:24,694 - pyskl - INFO - +top1_acc 0.8191 +top5_acc 0.9736 +2024-07-03 13:27:24,697 - pyskl - INFO - Epoch(val) [49][516] top1_acc: 0.8191, top5_acc: 0.9736 +2024-07-03 13:28:09,178 - pyskl - INFO - Epoch [50][100/1253] lr: 3.792e-02, eta: 8:37:23, time: 0.445, data_time: 0.209, memory: 5176, top1_acc: 0.8684, top5_acc: 0.9856, loss_cls: 0.6478, loss: 0.6478 +2024-07-03 13:28:32,752 - pyskl - INFO - Epoch [50][200/1253] lr: 3.788e-02, eta: 8:36:57, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8594, top5_acc: 0.9834, loss_cls: 0.6982, loss: 0.6982 +2024-07-03 13:28:56,320 - pyskl - INFO - Epoch [50][300/1253] lr: 3.784e-02, eta: 8:36:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8609, top5_acc: 0.9819, loss_cls: 0.6842, loss: 0.6842 +2024-07-03 13:29:19,892 - pyskl - INFO - Epoch [50][400/1253] lr: 3.781e-02, eta: 8:36:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8653, top5_acc: 0.9834, loss_cls: 0.6652, loss: 0.6652 +2024-07-03 13:29:43,453 - pyskl - INFO - Epoch [50][500/1253] lr: 3.777e-02, eta: 8:35:37, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8503, top5_acc: 0.9794, loss_cls: 0.7359, loss: 0.7359 +2024-07-03 13:30:07,000 - pyskl - INFO - Epoch [50][600/1253] lr: 3.774e-02, eta: 8:35:10, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7118, loss: 0.7118 +2024-07-03 13:30:30,915 - pyskl - INFO - Epoch [50][700/1253] lr: 3.770e-02, eta: 8:34:45, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8478, top5_acc: 0.9791, loss_cls: 0.7252, loss: 0.7252 +2024-07-03 13:30:54,648 - pyskl - INFO - Epoch [50][800/1253] lr: 3.766e-02, eta: 8:34:18, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.6814, loss: 0.6814 +2024-07-03 13:31:18,523 - pyskl - INFO - Epoch [50][900/1253] lr: 3.763e-02, eta: 8:33:53, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8431, top5_acc: 0.9816, loss_cls: 0.7376, loss: 0.7376 +2024-07-03 13:31:42,335 - pyskl - INFO - Epoch [50][1000/1253] lr: 3.759e-02, eta: 8:33:27, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7197, loss: 0.7197 +2024-07-03 13:32:06,190 - pyskl - INFO - Epoch [50][1100/1253] lr: 3.756e-02, eta: 8:33:01, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8634, top5_acc: 0.9881, loss_cls: 0.6785, loss: 0.6785 +2024-07-03 13:32:30,039 - pyskl - INFO - Epoch [50][1200/1253] lr: 3.752e-02, eta: 8:32:35, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8603, top5_acc: 0.9819, loss_cls: 0.7091, loss: 0.7091 +2024-07-03 13:32:43,336 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-07-03 13:33:32,034 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:33:32,098 - pyskl - INFO - +top1_acc 0.8108 +top5_acc 0.9689 +2024-07-03 13:33:32,101 - pyskl - INFO - Epoch(val) [50][516] top1_acc: 0.8108, top5_acc: 0.9689 +2024-07-03 13:34:17,010 - pyskl - INFO - Epoch [51][100/1253] lr: 3.746e-02, eta: 8:32:12, time: 0.449, data_time: 0.211, memory: 5176, top1_acc: 0.8722, top5_acc: 0.9834, loss_cls: 0.6506, loss: 0.6506 +2024-07-03 13:34:41,034 - pyskl - INFO - Epoch [51][200/1253] lr: 3.743e-02, eta: 8:31:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 0.6981, loss: 0.6981 +2024-07-03 13:35:05,056 - pyskl - INFO - Epoch [51][300/1253] lr: 3.739e-02, eta: 8:31:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8591, top5_acc: 0.9803, loss_cls: 0.6959, loss: 0.6959 +2024-07-03 13:35:29,064 - pyskl - INFO - Epoch [51][400/1253] lr: 3.736e-02, eta: 8:30:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8688, top5_acc: 0.9859, loss_cls: 0.6472, loss: 0.6472 +2024-07-03 13:35:53,056 - pyskl - INFO - Epoch [51][500/1253] lr: 3.732e-02, eta: 8:30:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.7171, loss: 0.7171 +2024-07-03 13:36:17,042 - pyskl - INFO - Epoch [51][600/1253] lr: 3.728e-02, eta: 8:30:04, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8572, top5_acc: 0.9816, loss_cls: 0.6953, loss: 0.6953 +2024-07-03 13:36:40,926 - pyskl - INFO - Epoch [51][700/1253] lr: 3.725e-02, eta: 8:29:38, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8659, top5_acc: 0.9847, loss_cls: 0.6566, loss: 0.6566 +2024-07-03 13:37:04,704 - pyskl - INFO - Epoch [51][800/1253] lr: 3.721e-02, eta: 8:29:12, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8625, top5_acc: 0.9797, loss_cls: 0.6810, loss: 0.6810 +2024-07-03 13:37:28,719 - pyskl - INFO - Epoch [51][900/1253] lr: 3.717e-02, eta: 8:28:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8619, top5_acc: 0.9847, loss_cls: 0.6901, loss: 0.6901 +2024-07-03 13:37:52,701 - pyskl - INFO - Epoch [51][1000/1253] lr: 3.714e-02, eta: 8:28:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8491, top5_acc: 0.9794, loss_cls: 0.7308, loss: 0.7308 +2024-07-03 13:38:16,666 - pyskl - INFO - Epoch [51][1100/1253] lr: 3.710e-02, eta: 8:27:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8512, top5_acc: 0.9816, loss_cls: 0.7274, loss: 0.7274 +2024-07-03 13:38:40,643 - pyskl - INFO - Epoch [51][1200/1253] lr: 3.706e-02, eta: 8:27:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.6866, loss: 0.6866 +2024-07-03 13:38:54,013 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-07-03 13:39:42,522 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:39:42,584 - pyskl - INFO - +top1_acc 0.8307 +top5_acc 0.9744 +2024-07-03 13:39:42,588 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_46.pth was removed +2024-07-03 13:39:42,799 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2024-07-03 13:39:42,800 - pyskl - INFO - Best top1_acc is 0.8307 at 51 epoch. +2024-07-03 13:39:42,804 - pyskl - INFO - Epoch(val) [51][516] top1_acc: 0.8307, top5_acc: 0.9744 +2024-07-03 13:40:27,589 - pyskl - INFO - Epoch [52][100/1253] lr: 3.701e-02, eta: 8:27:06, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.8722, top5_acc: 0.9856, loss_cls: 0.6313, loss: 0.6313 +2024-07-03 13:40:51,380 - pyskl - INFO - Epoch [52][200/1253] lr: 3.697e-02, eta: 8:26:40, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8750, top5_acc: 0.9853, loss_cls: 0.6321, loss: 0.6321 +2024-07-03 13:41:14,932 - pyskl - INFO - Epoch [52][300/1253] lr: 3.693e-02, eta: 8:26:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8641, top5_acc: 0.9828, loss_cls: 0.6668, loss: 0.6668 +2024-07-03 13:41:38,471 - pyskl - INFO - Epoch [52][400/1253] lr: 3.690e-02, eta: 8:25:47, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8550, top5_acc: 0.9869, loss_cls: 0.6830, loss: 0.6830 +2024-07-03 13:42:02,010 - pyskl - INFO - Epoch [52][500/1253] lr: 3.686e-02, eta: 8:25:20, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8547, top5_acc: 0.9831, loss_cls: 0.7057, loss: 0.7057 +2024-07-03 13:42:25,536 - pyskl - INFO - Epoch [52][600/1253] lr: 3.682e-02, eta: 8:24:54, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 0.6997, loss: 0.6997 +2024-07-03 13:42:49,499 - pyskl - INFO - Epoch [52][700/1253] lr: 3.679e-02, eta: 8:24:28, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.6614, loss: 0.6614 +2024-07-03 13:43:13,485 - pyskl - INFO - Epoch [52][800/1253] lr: 3.675e-02, eta: 8:24:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8447, top5_acc: 0.9819, loss_cls: 0.7384, loss: 0.7384 +2024-07-03 13:43:37,321 - pyskl - INFO - Epoch [52][900/1253] lr: 3.671e-02, eta: 8:23:37, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8597, top5_acc: 0.9828, loss_cls: 0.6840, loss: 0.6840 +2024-07-03 13:44:01,057 - pyskl - INFO - Epoch [52][1000/1253] lr: 3.668e-02, eta: 8:23:11, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8566, top5_acc: 0.9778, loss_cls: 0.7187, loss: 0.7187 +2024-07-03 13:44:24,649 - pyskl - INFO - Epoch [52][1100/1253] lr: 3.664e-02, eta: 8:22:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8572, top5_acc: 0.9828, loss_cls: 0.7073, loss: 0.7073 +2024-07-03 13:44:48,199 - pyskl - INFO - Epoch [52][1200/1253] lr: 3.660e-02, eta: 8:22:18, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8512, top5_acc: 0.9791, loss_cls: 0.7076, loss: 0.7076 +2024-07-03 13:45:01,362 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-07-03 13:45:50,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:45:50,078 - pyskl - INFO - +top1_acc 0.8118 +top5_acc 0.9684 +2024-07-03 13:45:50,081 - pyskl - INFO - Epoch(val) [52][516] top1_acc: 0.8118, top5_acc: 0.9684 +2024-07-03 13:46:34,655 - pyskl - INFO - Epoch [53][100/1253] lr: 3.655e-02, eta: 8:21:54, time: 0.446, data_time: 0.208, memory: 5176, top1_acc: 0.8728, top5_acc: 0.9869, loss_cls: 0.6421, loss: 0.6421 +2024-07-03 13:46:58,407 - pyskl - INFO - Epoch [53][200/1253] lr: 3.651e-02, eta: 8:21:28, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8638, top5_acc: 0.9866, loss_cls: 0.6408, loss: 0.6408 +2024-07-03 13:47:22,044 - pyskl - INFO - Epoch [53][300/1253] lr: 3.647e-02, eta: 8:21:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8497, top5_acc: 0.9841, loss_cls: 0.7211, loss: 0.7211 +2024-07-03 13:47:45,593 - pyskl - INFO - Epoch [53][400/1253] lr: 3.643e-02, eta: 8:20:35, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8594, top5_acc: 0.9803, loss_cls: 0.7040, loss: 0.7040 +2024-07-03 13:48:09,141 - pyskl - INFO - Epoch [53][500/1253] lr: 3.640e-02, eta: 8:20:09, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8547, top5_acc: 0.9825, loss_cls: 0.6931, loss: 0.6931 +2024-07-03 13:48:32,678 - pyskl - INFO - Epoch [53][600/1253] lr: 3.636e-02, eta: 8:19:42, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 0.6978, loss: 0.6978 +2024-07-03 13:48:56,758 - pyskl - INFO - Epoch [53][700/1253] lr: 3.632e-02, eta: 8:19:17, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.8697, top5_acc: 0.9847, loss_cls: 0.6538, loss: 0.6538 +2024-07-03 13:49:20,510 - pyskl - INFO - Epoch [53][800/1253] lr: 3.629e-02, eta: 8:18:51, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6595, loss: 0.6595 +2024-07-03 13:49:44,509 - pyskl - INFO - Epoch [53][900/1253] lr: 3.625e-02, eta: 8:18:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8791, top5_acc: 0.9831, loss_cls: 0.6346, loss: 0.6346 +2024-07-03 13:50:08,520 - pyskl - INFO - Epoch [53][1000/1253] lr: 3.621e-02, eta: 8:18:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.6855, loss: 0.6855 +2024-07-03 13:50:32,552 - pyskl - INFO - Epoch [53][1100/1253] lr: 3.617e-02, eta: 8:17:34, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 0.6743, loss: 0.6743 +2024-07-03 13:50:56,585 - pyskl - INFO - Epoch [53][1200/1253] lr: 3.614e-02, eta: 8:17:09, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8675, top5_acc: 0.9853, loss_cls: 0.6574, loss: 0.6574 +2024-07-03 13:51:09,859 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-07-03 13:51:58,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:51:58,461 - pyskl - INFO - +top1_acc 0.8117 +top5_acc 0.9697 +2024-07-03 13:51:58,464 - pyskl - INFO - Epoch(val) [53][516] top1_acc: 0.8117, top5_acc: 0.9697 +2024-07-03 13:52:43,055 - pyskl - INFO - Epoch [54][100/1253] lr: 3.608e-02, eta: 8:16:44, time: 0.446, data_time: 0.207, memory: 5176, top1_acc: 0.8847, top5_acc: 0.9884, loss_cls: 0.6068, loss: 0.6068 +2024-07-03 13:53:06,690 - pyskl - INFO - Epoch [54][200/1253] lr: 3.604e-02, eta: 8:16:18, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8641, top5_acc: 0.9862, loss_cls: 0.6624, loss: 0.6624 +2024-07-03 13:53:30,299 - pyskl - INFO - Epoch [54][300/1253] lr: 3.600e-02, eta: 8:15:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.6623, loss: 0.6623 +2024-07-03 13:53:53,893 - pyskl - INFO - Epoch [54][400/1253] lr: 3.597e-02, eta: 8:15:26, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8584, top5_acc: 0.9847, loss_cls: 0.6729, loss: 0.6729 +2024-07-03 13:54:17,475 - pyskl - INFO - Epoch [54][500/1253] lr: 3.593e-02, eta: 8:14:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8584, top5_acc: 0.9819, loss_cls: 0.6737, loss: 0.6737 +2024-07-03 13:54:41,037 - pyskl - INFO - Epoch [54][600/1253] lr: 3.589e-02, eta: 8:14:33, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6510, loss: 0.6510 +2024-07-03 13:55:04,822 - pyskl - INFO - Epoch [54][700/1253] lr: 3.585e-02, eta: 8:14:07, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7026, loss: 0.7026 +2024-07-03 13:55:28,482 - pyskl - INFO - Epoch [54][800/1253] lr: 3.582e-02, eta: 8:13:41, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8662, top5_acc: 0.9834, loss_cls: 0.6654, loss: 0.6654 +2024-07-03 13:55:52,061 - pyskl - INFO - Epoch [54][900/1253] lr: 3.578e-02, eta: 8:13:15, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8584, top5_acc: 0.9831, loss_cls: 0.6575, loss: 0.6575 +2024-07-03 13:56:16,044 - pyskl - INFO - Epoch [54][1000/1253] lr: 3.574e-02, eta: 8:12:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8572, top5_acc: 0.9781, loss_cls: 0.6993, loss: 0.6993 +2024-07-03 13:56:39,867 - pyskl - INFO - Epoch [54][1100/1253] lr: 3.570e-02, eta: 8:12:24, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8584, top5_acc: 0.9809, loss_cls: 0.7023, loss: 0.7023 +2024-07-03 13:57:03,403 - pyskl - INFO - Epoch [54][1200/1253] lr: 3.566e-02, eta: 8:11:57, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.7075, loss: 0.7075 +2024-07-03 13:57:16,541 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-07-03 13:58:04,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 13:58:05,003 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9699 +2024-07-03 13:58:05,005 - pyskl - INFO - Epoch(val) [54][516] top1_acc: 0.8182, top5_acc: 0.9699 +2024-07-03 13:58:49,901 - pyskl - INFO - Epoch [55][100/1253] lr: 3.561e-02, eta: 8:11:33, time: 0.449, data_time: 0.210, memory: 5176, top1_acc: 0.8666, top5_acc: 0.9834, loss_cls: 0.6593, loss: 0.6593 +2024-07-03 13:59:13,767 - pyskl - INFO - Epoch [55][200/1253] lr: 3.557e-02, eta: 8:11:07, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8784, top5_acc: 0.9869, loss_cls: 0.6008, loss: 0.6008 +2024-07-03 13:59:37,337 - pyskl - INFO - Epoch [55][300/1253] lr: 3.553e-02, eta: 8:10:41, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8753, top5_acc: 0.9847, loss_cls: 0.6301, loss: 0.6301 +2024-07-03 14:00:00,935 - pyskl - INFO - Epoch [55][400/1253] lr: 3.549e-02, eta: 8:10:15, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8678, top5_acc: 0.9838, loss_cls: 0.6613, loss: 0.6613 +2024-07-03 14:00:24,507 - pyskl - INFO - Epoch [55][500/1253] lr: 3.546e-02, eta: 8:09:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8488, top5_acc: 0.9816, loss_cls: 0.7251, loss: 0.7251 +2024-07-03 14:00:48,096 - pyskl - INFO - Epoch [55][600/1253] lr: 3.542e-02, eta: 8:09:22, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6378, loss: 0.6378 +2024-07-03 14:01:11,811 - pyskl - INFO - Epoch [55][700/1253] lr: 3.538e-02, eta: 8:08:56, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 0.7010, loss: 0.7010 +2024-07-03 14:01:35,841 - pyskl - INFO - Epoch [55][800/1253] lr: 3.534e-02, eta: 8:08:31, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.7301, loss: 0.7301 +2024-07-03 14:01:59,765 - pyskl - INFO - Epoch [55][900/1253] lr: 3.530e-02, eta: 8:08:05, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.6850, loss: 0.6850 +2024-07-03 14:02:23,774 - pyskl - INFO - Epoch [55][1000/1253] lr: 3.527e-02, eta: 8:07:40, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6561, loss: 0.6561 +2024-07-03 14:02:47,781 - pyskl - INFO - Epoch [55][1100/1253] lr: 3.523e-02, eta: 8:07:14, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8647, top5_acc: 0.9875, loss_cls: 0.6325, loss: 0.6325 +2024-07-03 14:03:11,787 - pyskl - INFO - Epoch [55][1200/1253] lr: 3.519e-02, eta: 8:06:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8650, top5_acc: 0.9803, loss_cls: 0.6722, loss: 0.6722 +2024-07-03 14:03:25,173 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-07-03 14:04:13,878 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:04:13,940 - pyskl - INFO - +top1_acc 0.7873 +top5_acc 0.9685 +2024-07-03 14:04:13,943 - pyskl - INFO - Epoch(val) [55][516] top1_acc: 0.7873, top5_acc: 0.9685 +2024-07-03 14:04:58,815 - pyskl - INFO - Epoch [56][100/1253] lr: 3.513e-02, eta: 8:06:24, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6380, loss: 0.6380 +2024-07-03 14:05:22,792 - pyskl - INFO - Epoch [56][200/1253] lr: 3.509e-02, eta: 8:05:59, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8572, top5_acc: 0.9856, loss_cls: 0.6923, loss: 0.6923 +2024-07-03 14:05:46,779 - pyskl - INFO - Epoch [56][300/1253] lr: 3.505e-02, eta: 8:05:33, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6448, loss: 0.6448 +2024-07-03 14:06:10,775 - pyskl - INFO - Epoch [56][400/1253] lr: 3.502e-02, eta: 8:05:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8669, top5_acc: 0.9841, loss_cls: 0.6386, loss: 0.6386 +2024-07-03 14:06:34,785 - pyskl - INFO - Epoch [56][500/1253] lr: 3.498e-02, eta: 8:04:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8688, top5_acc: 0.9847, loss_cls: 0.6473, loss: 0.6473 +2024-07-03 14:06:58,452 - pyskl - INFO - Epoch [56][600/1253] lr: 3.494e-02, eta: 8:04:16, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8634, top5_acc: 0.9816, loss_cls: 0.6752, loss: 0.6752 +2024-07-03 14:07:22,292 - pyskl - INFO - Epoch [56][700/1253] lr: 3.490e-02, eta: 8:03:50, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8709, top5_acc: 0.9856, loss_cls: 0.6311, loss: 0.6311 +2024-07-03 14:07:46,015 - pyskl - INFO - Epoch [56][800/1253] lr: 3.486e-02, eta: 8:03:25, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.6724, loss: 0.6724 +2024-07-03 14:08:09,690 - pyskl - INFO - Epoch [56][900/1253] lr: 3.482e-02, eta: 8:02:59, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8600, top5_acc: 0.9822, loss_cls: 0.6806, loss: 0.6806 +2024-07-03 14:08:33,241 - pyskl - INFO - Epoch [56][1000/1253] lr: 3.479e-02, eta: 8:02:32, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8591, top5_acc: 0.9847, loss_cls: 0.6846, loss: 0.6846 +2024-07-03 14:08:56,813 - pyskl - INFO - Epoch [56][1100/1253] lr: 3.475e-02, eta: 8:02:06, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8622, top5_acc: 0.9822, loss_cls: 0.6724, loss: 0.6724 +2024-07-03 14:09:20,378 - pyskl - INFO - Epoch [56][1200/1253] lr: 3.471e-02, eta: 8:01:40, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8597, top5_acc: 0.9812, loss_cls: 0.7049, loss: 0.7049 +2024-07-03 14:09:33,535 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-07-03 14:10:22,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:10:22,101 - pyskl - INFO - +top1_acc 0.8189 +top5_acc 0.9697 +2024-07-03 14:10:22,103 - pyskl - INFO - Epoch(val) [56][516] top1_acc: 0.8189, top5_acc: 0.9697 +2024-07-03 14:11:06,793 - pyskl - INFO - Epoch [57][100/1253] lr: 3.465e-02, eta: 8:01:15, time: 0.447, data_time: 0.209, memory: 5176, top1_acc: 0.8691, top5_acc: 0.9869, loss_cls: 0.6209, loss: 0.6209 +2024-07-03 14:11:30,452 - pyskl - INFO - Epoch [57][200/1253] lr: 3.461e-02, eta: 8:00:49, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8775, top5_acc: 0.9841, loss_cls: 0.6435, loss: 0.6435 +2024-07-03 14:11:54,156 - pyskl - INFO - Epoch [57][300/1253] lr: 3.457e-02, eta: 8:00:23, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.6684, loss: 0.6684 +2024-07-03 14:12:17,864 - pyskl - INFO - Epoch [57][400/1253] lr: 3.453e-02, eta: 7:59:57, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8712, top5_acc: 0.9859, loss_cls: 0.6270, loss: 0.6270 +2024-07-03 14:12:41,550 - pyskl - INFO - Epoch [57][500/1253] lr: 3.450e-02, eta: 7:59:31, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8750, top5_acc: 0.9866, loss_cls: 0.6300, loss: 0.6300 +2024-07-03 14:13:05,301 - pyskl - INFO - Epoch [57][600/1253] lr: 3.446e-02, eta: 7:59:05, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8672, top5_acc: 0.9850, loss_cls: 0.6606, loss: 0.6606 +2024-07-03 14:13:29,489 - pyskl - INFO - Epoch [57][700/1253] lr: 3.442e-02, eta: 7:58:40, time: 0.242, data_time: 0.000, memory: 5176, top1_acc: 0.8625, top5_acc: 0.9822, loss_cls: 0.6811, loss: 0.6811 +2024-07-03 14:13:53,863 - pyskl - INFO - Epoch [57][800/1253] lr: 3.438e-02, eta: 7:58:15, time: 0.244, data_time: 0.000, memory: 5176, top1_acc: 0.8725, top5_acc: 0.9841, loss_cls: 0.6225, loss: 0.6225 +2024-07-03 14:14:17,806 - pyskl - INFO - Epoch [57][900/1253] lr: 3.434e-02, eta: 7:57:50, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8609, top5_acc: 0.9800, loss_cls: 0.6866, loss: 0.6866 +2024-07-03 14:14:41,555 - pyskl - INFO - Epoch [57][1000/1253] lr: 3.430e-02, eta: 7:57:24, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8609, top5_acc: 0.9825, loss_cls: 0.6673, loss: 0.6673 +2024-07-03 14:15:05,259 - pyskl - INFO - Epoch [57][1100/1253] lr: 3.426e-02, eta: 7:56:58, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8591, top5_acc: 0.9794, loss_cls: 0.6971, loss: 0.6971 +2024-07-03 14:15:28,979 - pyskl - INFO - Epoch [57][1200/1253] lr: 3.422e-02, eta: 7:56:32, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8694, top5_acc: 0.9859, loss_cls: 0.6448, loss: 0.6448 +2024-07-03 14:15:42,219 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-07-03 14:16:30,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:16:30,879 - pyskl - INFO - +top1_acc 0.7829 +top5_acc 0.9672 +2024-07-03 14:16:30,882 - pyskl - INFO - Epoch(val) [57][516] top1_acc: 0.7829, top5_acc: 0.9672 +2024-07-03 14:17:16,050 - pyskl - INFO - Epoch [58][100/1253] lr: 3.416e-02, eta: 7:56:07, time: 0.452, data_time: 0.209, memory: 5176, top1_acc: 0.8747, top5_acc: 0.9859, loss_cls: 0.6188, loss: 0.6188 +2024-07-03 14:17:40,359 - pyskl - INFO - Epoch [58][200/1253] lr: 3.413e-02, eta: 7:55:42, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8659, top5_acc: 0.9850, loss_cls: 0.6776, loss: 0.6776 +2024-07-03 14:18:04,659 - pyskl - INFO - Epoch [58][300/1253] lr: 3.409e-02, eta: 7:55:17, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8672, top5_acc: 0.9841, loss_cls: 0.6493, loss: 0.6493 +2024-07-03 14:18:28,978 - pyskl - INFO - Epoch [58][400/1253] lr: 3.405e-02, eta: 7:54:52, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6387, loss: 0.6387 +2024-07-03 14:18:53,300 - pyskl - INFO - Epoch [58][500/1253] lr: 3.401e-02, eta: 7:54:27, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8453, top5_acc: 0.9838, loss_cls: 0.6941, loss: 0.6941 +2024-07-03 14:19:17,459 - pyskl - INFO - Epoch [58][600/1253] lr: 3.397e-02, eta: 7:54:02, time: 0.242, data_time: 0.000, memory: 5176, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 0.6306, loss: 0.6306 +2024-07-03 14:19:41,516 - pyskl - INFO - Epoch [58][700/1253] lr: 3.393e-02, eta: 7:53:37, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.6477, loss: 0.6477 +2024-07-03 14:20:05,156 - pyskl - INFO - Epoch [58][800/1253] lr: 3.389e-02, eta: 7:53:11, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8656, top5_acc: 0.9803, loss_cls: 0.6438, loss: 0.6438 +2024-07-03 14:20:29,099 - pyskl - INFO - Epoch [58][900/1253] lr: 3.385e-02, eta: 7:52:45, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8681, top5_acc: 0.9816, loss_cls: 0.6532, loss: 0.6532 +2024-07-03 14:20:53,076 - pyskl - INFO - Epoch [58][1000/1253] lr: 3.381e-02, eta: 7:52:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8675, top5_acc: 0.9841, loss_cls: 0.6580, loss: 0.6580 +2024-07-03 14:21:17,050 - pyskl - INFO - Epoch [58][1100/1253] lr: 3.377e-02, eta: 7:51:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8628, top5_acc: 0.9809, loss_cls: 0.6650, loss: 0.6650 +2024-07-03 14:21:41,017 - pyskl - INFO - Epoch [58][1200/1253] lr: 3.374e-02, eta: 7:51:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6349, loss: 0.6349 +2024-07-03 14:21:54,382 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-07-03 14:22:43,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:22:43,122 - pyskl - INFO - +top1_acc 0.8046 +top5_acc 0.9668 +2024-07-03 14:22:43,125 - pyskl - INFO - Epoch(val) [58][516] top1_acc: 0.8046, top5_acc: 0.9668 +2024-07-03 14:23:28,362 - pyskl - INFO - Epoch [59][100/1253] lr: 3.368e-02, eta: 7:51:04, time: 0.452, data_time: 0.208, memory: 5176, top1_acc: 0.8688, top5_acc: 0.9847, loss_cls: 0.6535, loss: 0.6535 +2024-07-03 14:23:52,790 - pyskl - INFO - Epoch [59][200/1253] lr: 3.364e-02, eta: 7:50:39, time: 0.244, data_time: 0.000, memory: 5176, top1_acc: 0.8747, top5_acc: 0.9803, loss_cls: 0.6295, loss: 0.6295 +2024-07-03 14:24:17,114 - pyskl - INFO - Epoch [59][300/1253] lr: 3.360e-02, eta: 7:50:14, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8678, top5_acc: 0.9847, loss_cls: 0.6581, loss: 0.6581 +2024-07-03 14:24:41,412 - pyskl - INFO - Epoch [59][400/1253] lr: 3.356e-02, eta: 7:49:49, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.6160, loss: 0.6160 +2024-07-03 14:25:05,707 - pyskl - INFO - Epoch [59][500/1253] lr: 3.352e-02, eta: 7:49:24, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8797, top5_acc: 0.9838, loss_cls: 0.6100, loss: 0.6100 +2024-07-03 14:25:29,730 - pyskl - INFO - Epoch [59][600/1253] lr: 3.348e-02, eta: 7:48:59, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 0.6636, loss: 0.6636 +2024-07-03 14:25:53,596 - pyskl - INFO - Epoch [59][700/1253] lr: 3.344e-02, eta: 7:48:33, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8706, top5_acc: 0.9859, loss_cls: 0.6373, loss: 0.6373 +2024-07-03 14:26:17,439 - pyskl - INFO - Epoch [59][800/1253] lr: 3.340e-02, eta: 7:48:08, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8669, top5_acc: 0.9828, loss_cls: 0.6544, loss: 0.6544 +2024-07-03 14:26:41,742 - pyskl - INFO - Epoch [59][900/1253] lr: 3.336e-02, eta: 7:47:43, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8641, top5_acc: 0.9847, loss_cls: 0.6550, loss: 0.6550 +2024-07-03 14:27:06,038 - pyskl - INFO - Epoch [59][1000/1253] lr: 3.332e-02, eta: 7:47:18, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8766, top5_acc: 0.9841, loss_cls: 0.6303, loss: 0.6303 +2024-07-03 14:27:30,324 - pyskl - INFO - Epoch [59][1100/1253] lr: 3.328e-02, eta: 7:46:53, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6601, loss: 0.6601 +2024-07-03 14:27:54,613 - pyskl - INFO - Epoch [59][1200/1253] lr: 3.324e-02, eta: 7:46:28, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8641, top5_acc: 0.9844, loss_cls: 0.6861, loss: 0.6861 +2024-07-03 14:28:08,134 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-07-03 14:28:56,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:28:56,918 - pyskl - INFO - +top1_acc 0.8265 +top5_acc 0.9740 +2024-07-03 14:28:56,921 - pyskl - INFO - Epoch(val) [59][516] top1_acc: 0.8265, top5_acc: 0.9740 +2024-07-03 14:29:41,778 - pyskl - INFO - Epoch [60][100/1253] lr: 3.318e-02, eta: 7:46:02, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.8759, top5_acc: 0.9847, loss_cls: 0.5977, loss: 0.5977 +2024-07-03 14:30:05,784 - pyskl - INFO - Epoch [60][200/1253] lr: 3.314e-02, eta: 7:45:37, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8688, top5_acc: 0.9866, loss_cls: 0.6292, loss: 0.6292 +2024-07-03 14:30:29,790 - pyskl - INFO - Epoch [60][300/1253] lr: 3.310e-02, eta: 7:45:11, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6224, loss: 0.6224 +2024-07-03 14:30:53,776 - pyskl - INFO - Epoch [60][400/1253] lr: 3.306e-02, eta: 7:44:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6593, loss: 0.6593 +2024-07-03 14:31:17,766 - pyskl - INFO - Epoch [60][500/1253] lr: 3.302e-02, eta: 7:44:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8766, top5_acc: 0.9881, loss_cls: 0.5941, loss: 0.5941 +2024-07-03 14:31:41,873 - pyskl - INFO - Epoch [60][600/1253] lr: 3.298e-02, eta: 7:43:55, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.8697, top5_acc: 0.9866, loss_cls: 0.6427, loss: 0.6427 +2024-07-03 14:32:05,865 - pyskl - INFO - Epoch [60][700/1253] lr: 3.295e-02, eta: 7:43:30, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8784, top5_acc: 0.9859, loss_cls: 0.6232, loss: 0.6232 +2024-07-03 14:32:29,594 - pyskl - INFO - Epoch [60][800/1253] lr: 3.291e-02, eta: 7:43:04, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8550, top5_acc: 0.9822, loss_cls: 0.6828, loss: 0.6828 +2024-07-03 14:32:53,278 - pyskl - INFO - Epoch [60][900/1253] lr: 3.287e-02, eta: 7:42:38, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8803, top5_acc: 0.9872, loss_cls: 0.6207, loss: 0.6207 +2024-07-03 14:33:16,979 - pyskl - INFO - Epoch [60][1000/1253] lr: 3.283e-02, eta: 7:42:12, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8684, top5_acc: 0.9803, loss_cls: 0.6391, loss: 0.6391 +2024-07-03 14:33:40,659 - pyskl - INFO - Epoch [60][1100/1253] lr: 3.279e-02, eta: 7:41:47, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8716, top5_acc: 0.9844, loss_cls: 0.6219, loss: 0.6219 +2024-07-03 14:34:04,348 - pyskl - INFO - Epoch [60][1200/1253] lr: 3.275e-02, eta: 7:41:21, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8706, top5_acc: 0.9834, loss_cls: 0.6350, loss: 0.6350 +2024-07-03 14:34:17,588 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-07-03 14:35:06,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:35:06,109 - pyskl - INFO - +top1_acc 0.8387 +top5_acc 0.9742 +2024-07-03 14:35:06,113 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_51.pth was removed +2024-07-03 14:35:06,341 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2024-07-03 14:35:06,342 - pyskl - INFO - Best top1_acc is 0.8387 at 60 epoch. +2024-07-03 14:35:06,346 - pyskl - INFO - Epoch(val) [60][516] top1_acc: 0.8387, top5_acc: 0.9742 +2024-07-03 14:35:50,997 - pyskl - INFO - Epoch [61][100/1253] lr: 3.269e-02, eta: 7:40:54, time: 0.446, data_time: 0.208, memory: 5176, top1_acc: 0.8791, top5_acc: 0.9881, loss_cls: 0.5955, loss: 0.5955 +2024-07-03 14:36:14,583 - pyskl - INFO - Epoch [61][200/1253] lr: 3.265e-02, eta: 7:40:28, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8947, top5_acc: 0.9916, loss_cls: 0.5350, loss: 0.5350 +2024-07-03 14:36:38,168 - pyskl - INFO - Epoch [61][300/1253] lr: 3.261e-02, eta: 7:40:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8647, top5_acc: 0.9828, loss_cls: 0.6347, loss: 0.6347 +2024-07-03 14:37:01,737 - pyskl - INFO - Epoch [61][400/1253] lr: 3.257e-02, eta: 7:39:36, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8850, top5_acc: 0.9859, loss_cls: 0.5779, loss: 0.5779 +2024-07-03 14:37:25,300 - pyskl - INFO - Epoch [61][500/1253] lr: 3.253e-02, eta: 7:39:10, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8678, top5_acc: 0.9866, loss_cls: 0.6377, loss: 0.6377 +2024-07-03 14:37:48,983 - pyskl - INFO - Epoch [61][600/1253] lr: 3.249e-02, eta: 7:38:44, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8694, top5_acc: 0.9847, loss_cls: 0.6510, loss: 0.6510 +2024-07-03 14:38:13,004 - pyskl - INFO - Epoch [61][700/1253] lr: 3.245e-02, eta: 7:38:19, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8753, top5_acc: 0.9853, loss_cls: 0.6402, loss: 0.6402 +2024-07-03 14:38:36,817 - pyskl - INFO - Epoch [61][800/1253] lr: 3.241e-02, eta: 7:37:53, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.6628, loss: 0.6628 +2024-07-03 14:39:00,544 - pyskl - INFO - Epoch [61][900/1253] lr: 3.237e-02, eta: 7:37:27, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8819, top5_acc: 0.9841, loss_cls: 0.6050, loss: 0.6050 +2024-07-03 14:39:24,271 - pyskl - INFO - Epoch [61][1000/1253] lr: 3.233e-02, eta: 7:37:02, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8553, top5_acc: 0.9788, loss_cls: 0.7003, loss: 0.7003 +2024-07-03 14:39:47,994 - pyskl - INFO - Epoch [61][1100/1253] lr: 3.229e-02, eta: 7:36:36, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8641, top5_acc: 0.9819, loss_cls: 0.6654, loss: 0.6654 +2024-07-03 14:40:11,616 - pyskl - INFO - Epoch [61][1200/1253] lr: 3.225e-02, eta: 7:36:10, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8622, top5_acc: 0.9816, loss_cls: 0.6800, loss: 0.6800 +2024-07-03 14:40:24,758 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-07-03 14:41:13,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:41:13,587 - pyskl - INFO - +top1_acc 0.8158 +top5_acc 0.9708 +2024-07-03 14:41:13,589 - pyskl - INFO - Epoch(val) [61][516] top1_acc: 0.8158, top5_acc: 0.9708 +2024-07-03 14:41:58,501 - pyskl - INFO - Epoch [62][100/1253] lr: 3.219e-02, eta: 7:35:43, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.8766, top5_acc: 0.9875, loss_cls: 0.6191, loss: 0.6191 +2024-07-03 14:42:22,501 - pyskl - INFO - Epoch [62][200/1253] lr: 3.215e-02, eta: 7:35:18, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8828, top5_acc: 0.9859, loss_cls: 0.5744, loss: 0.5744 +2024-07-03 14:42:46,500 - pyskl - INFO - Epoch [62][300/1253] lr: 3.211e-02, eta: 7:34:53, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8772, top5_acc: 0.9894, loss_cls: 0.6207, loss: 0.6207 +2024-07-03 14:43:10,483 - pyskl - INFO - Epoch [62][400/1253] lr: 3.207e-02, eta: 7:34:27, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 0.6068, loss: 0.6068 +2024-07-03 14:43:34,212 - pyskl - INFO - Epoch [62][500/1253] lr: 3.203e-02, eta: 7:34:02, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6343, loss: 0.6343 +2024-07-03 14:43:58,151 - pyskl - INFO - Epoch [62][600/1253] lr: 3.199e-02, eta: 7:33:36, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8666, top5_acc: 0.9859, loss_cls: 0.6249, loss: 0.6249 +2024-07-03 14:44:22,003 - pyskl - INFO - Epoch [62][700/1253] lr: 3.195e-02, eta: 7:33:11, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8741, top5_acc: 0.9819, loss_cls: 0.6141, loss: 0.6141 +2024-07-03 14:44:45,886 - pyskl - INFO - Epoch [62][800/1253] lr: 3.191e-02, eta: 7:32:45, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8672, top5_acc: 0.9844, loss_cls: 0.6485, loss: 0.6485 +2024-07-03 14:45:09,880 - pyskl - INFO - Epoch [62][900/1253] lr: 3.187e-02, eta: 7:32:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8719, top5_acc: 0.9853, loss_cls: 0.6149, loss: 0.6149 +2024-07-03 14:45:33,865 - pyskl - INFO - Epoch [62][1000/1253] lr: 3.183e-02, eta: 7:31:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8734, top5_acc: 0.9838, loss_cls: 0.6352, loss: 0.6352 +2024-07-03 14:45:57,437 - pyskl - INFO - Epoch [62][1100/1253] lr: 3.178e-02, eta: 7:31:29, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8709, top5_acc: 0.9847, loss_cls: 0.6431, loss: 0.6431 +2024-07-03 14:46:21,004 - pyskl - INFO - Epoch [62][1200/1253] lr: 3.174e-02, eta: 7:31:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8622, top5_acc: 0.9831, loss_cls: 0.6860, loss: 0.6860 +2024-07-03 14:46:34,144 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-07-03 14:47:22,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:47:22,853 - pyskl - INFO - +top1_acc 0.8075 +top5_acc 0.9676 +2024-07-03 14:47:22,856 - pyskl - INFO - Epoch(val) [62][516] top1_acc: 0.8075, top5_acc: 0.9676 +2024-07-03 14:48:07,633 - pyskl - INFO - Epoch [63][100/1253] lr: 3.168e-02, eta: 7:30:35, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.8891, top5_acc: 0.9875, loss_cls: 0.5649, loss: 0.5649 +2024-07-03 14:48:31,628 - pyskl - INFO - Epoch [63][200/1253] lr: 3.164e-02, eta: 7:30:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 0.5869, loss: 0.5869 +2024-07-03 14:48:55,620 - pyskl - INFO - Epoch [63][300/1253] lr: 3.160e-02, eta: 7:29:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8809, top5_acc: 0.9834, loss_cls: 0.6151, loss: 0.6151 +2024-07-03 14:49:19,593 - pyskl - INFO - Epoch [63][400/1253] lr: 3.156e-02, eta: 7:29:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.5656, loss: 0.5656 +2024-07-03 14:49:43,562 - pyskl - INFO - Epoch [63][500/1253] lr: 3.152e-02, eta: 7:28:54, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8862, top5_acc: 0.9872, loss_cls: 0.5970, loss: 0.5970 +2024-07-03 14:50:07,564 - pyskl - INFO - Epoch [63][600/1253] lr: 3.148e-02, eta: 7:28:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.6432, loss: 0.6432 +2024-07-03 14:50:31,576 - pyskl - INFO - Epoch [63][700/1253] lr: 3.144e-02, eta: 7:28:04, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8734, top5_acc: 0.9844, loss_cls: 0.6163, loss: 0.6163 +2024-07-03 14:50:55,506 - pyskl - INFO - Epoch [63][800/1253] lr: 3.140e-02, eta: 7:27:38, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8756, top5_acc: 0.9872, loss_cls: 0.6021, loss: 0.6021 +2024-07-03 14:51:19,475 - pyskl - INFO - Epoch [63][900/1253] lr: 3.136e-02, eta: 7:27:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.6379, loss: 0.6379 +2024-07-03 14:51:43,265 - pyskl - INFO - Epoch [63][1000/1253] lr: 3.132e-02, eta: 7:26:47, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6590, loss: 0.6590 +2024-07-03 14:52:07,146 - pyskl - INFO - Epoch [63][1100/1253] lr: 3.128e-02, eta: 7:26:22, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8753, top5_acc: 0.9834, loss_cls: 0.6254, loss: 0.6254 +2024-07-03 14:52:31,016 - pyskl - INFO - Epoch [63][1200/1253] lr: 3.124e-02, eta: 7:25:56, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8759, top5_acc: 0.9856, loss_cls: 0.6198, loss: 0.6198 +2024-07-03 14:52:44,329 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-07-03 14:53:32,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:53:32,914 - pyskl - INFO - +top1_acc 0.8488 +top5_acc 0.9753 +2024-07-03 14:53:32,918 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_60.pth was removed +2024-07-03 14:53:33,144 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. +2024-07-03 14:53:33,145 - pyskl - INFO - Best top1_acc is 0.8488 at 63 epoch. +2024-07-03 14:53:33,149 - pyskl - INFO - Epoch(val) [63][516] top1_acc: 0.8488, top5_acc: 0.9753 +2024-07-03 14:54:18,042 - pyskl - INFO - Epoch [64][100/1253] lr: 3.118e-02, eta: 7:25:29, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.5624, loss: 0.5624 +2024-07-03 14:54:42,029 - pyskl - INFO - Epoch [64][200/1253] lr: 3.114e-02, eta: 7:25:04, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.5936, loss: 0.5936 +2024-07-03 14:55:05,939 - pyskl - INFO - Epoch [64][300/1253] lr: 3.110e-02, eta: 7:24:38, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8806, top5_acc: 0.9872, loss_cls: 0.6040, loss: 0.6040 +2024-07-03 14:55:29,504 - pyskl - INFO - Epoch [64][400/1253] lr: 3.106e-02, eta: 7:24:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8709, top5_acc: 0.9859, loss_cls: 0.6250, loss: 0.6250 +2024-07-03 14:55:53,069 - pyskl - INFO - Epoch [64][500/1253] lr: 3.102e-02, eta: 7:23:47, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8853, top5_acc: 0.9841, loss_cls: 0.5929, loss: 0.5929 +2024-07-03 14:56:16,965 - pyskl - INFO - Epoch [64][600/1253] lr: 3.097e-02, eta: 7:23:21, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8784, top5_acc: 0.9894, loss_cls: 0.5974, loss: 0.5974 +2024-07-03 14:56:40,989 - pyskl - INFO - Epoch [64][700/1253] lr: 3.093e-02, eta: 7:22:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 0.6310, loss: 0.6310 +2024-07-03 14:57:04,981 - pyskl - INFO - Epoch [64][800/1253] lr: 3.089e-02, eta: 7:22:31, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8753, top5_acc: 0.9788, loss_cls: 0.6201, loss: 0.6201 +2024-07-03 14:57:28,787 - pyskl - INFO - Epoch [64][900/1253] lr: 3.085e-02, eta: 7:22:05, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.5940, loss: 0.5940 +2024-07-03 14:57:52,359 - pyskl - INFO - Epoch [64][1000/1253] lr: 3.081e-02, eta: 7:21:39, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8691, top5_acc: 0.9869, loss_cls: 0.6445, loss: 0.6445 +2024-07-03 14:58:15,931 - pyskl - INFO - Epoch [64][1100/1253] lr: 3.077e-02, eta: 7:21:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8728, top5_acc: 0.9838, loss_cls: 0.6040, loss: 0.6040 +2024-07-03 14:58:39,497 - pyskl - INFO - Epoch [64][1200/1253] lr: 3.073e-02, eta: 7:20:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8778, top5_acc: 0.9866, loss_cls: 0.6139, loss: 0.6139 +2024-07-03 14:58:52,654 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-07-03 14:59:41,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 14:59:41,333 - pyskl - INFO - +top1_acc 0.8211 +top5_acc 0.9718 +2024-07-03 14:59:41,336 - pyskl - INFO - Epoch(val) [64][516] top1_acc: 0.8211, top5_acc: 0.9718 +2024-07-03 15:00:26,466 - pyskl - INFO - Epoch [65][100/1253] lr: 3.067e-02, eta: 7:20:20, time: 0.451, data_time: 0.208, memory: 5176, top1_acc: 0.8841, top5_acc: 0.9875, loss_cls: 0.5769, loss: 0.5769 +2024-07-03 15:00:50,799 - pyskl - INFO - Epoch [65][200/1253] lr: 3.063e-02, eta: 7:19:55, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8606, top5_acc: 0.9828, loss_cls: 0.6526, loss: 0.6526 +2024-07-03 15:01:14,431 - pyskl - INFO - Epoch [65][300/1253] lr: 3.059e-02, eta: 7:19:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8734, top5_acc: 0.9841, loss_cls: 0.6151, loss: 0.6151 +2024-07-03 15:01:37,978 - pyskl - INFO - Epoch [65][400/1253] lr: 3.055e-02, eta: 7:19:04, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8722, top5_acc: 0.9838, loss_cls: 0.6325, loss: 0.6325 +2024-07-03 15:02:01,513 - pyskl - INFO - Epoch [65][500/1253] lr: 3.051e-02, eta: 7:18:38, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5551, loss: 0.5551 +2024-07-03 15:02:25,467 - pyskl - INFO - Epoch [65][600/1253] lr: 3.046e-02, eta: 7:18:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8806, top5_acc: 0.9853, loss_cls: 0.5855, loss: 0.5855 +2024-07-03 15:02:49,470 - pyskl - INFO - Epoch [65][700/1253] lr: 3.042e-02, eta: 7:17:47, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8703, top5_acc: 0.9819, loss_cls: 0.6289, loss: 0.6289 +2024-07-03 15:03:13,503 - pyskl - INFO - Epoch [65][800/1253] lr: 3.038e-02, eta: 7:17:22, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8716, top5_acc: 0.9869, loss_cls: 0.6119, loss: 0.6119 +2024-07-03 15:03:37,506 - pyskl - INFO - Epoch [65][900/1253] lr: 3.034e-02, eta: 7:16:57, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5995, loss: 0.5995 +2024-07-03 15:04:01,508 - pyskl - INFO - Epoch [65][1000/1253] lr: 3.030e-02, eta: 7:16:32, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.6653, loss: 0.6653 +2024-07-03 15:04:25,515 - pyskl - INFO - Epoch [65][1100/1253] lr: 3.026e-02, eta: 7:16:06, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.6092, loss: 0.6092 +2024-07-03 15:04:49,519 - pyskl - INFO - Epoch [65][1200/1253] lr: 3.022e-02, eta: 7:15:41, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8781, top5_acc: 0.9866, loss_cls: 0.5906, loss: 0.5906 +2024-07-03 15:05:02,913 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-07-03 15:05:51,668 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 15:05:51,730 - pyskl - INFO - +top1_acc 0.8301 +top5_acc 0.9729 +2024-07-03 15:05:51,733 - pyskl - INFO - Epoch(val) [65][516] top1_acc: 0.8301, top5_acc: 0.9729 +2024-07-03 15:06:36,681 - pyskl - INFO - Epoch [66][100/1253] lr: 3.016e-02, eta: 7:15:13, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.8894, top5_acc: 0.9847, loss_cls: 0.5647, loss: 0.5647 +2024-07-03 15:07:00,678 - pyskl - INFO - Epoch [66][200/1253] lr: 3.012e-02, eta: 7:14:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8856, top5_acc: 0.9841, loss_cls: 0.6010, loss: 0.6010 +2024-07-03 15:07:24,463 - pyskl - INFO - Epoch [66][300/1253] lr: 3.008e-02, eta: 7:14:23, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8959, top5_acc: 0.9891, loss_cls: 0.5270, loss: 0.5270 +2024-07-03 15:07:48,194 - pyskl - INFO - Epoch [66][400/1253] lr: 3.003e-02, eta: 7:13:57, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8747, top5_acc: 0.9869, loss_cls: 0.6034, loss: 0.6034 +2024-07-03 15:08:12,000 - pyskl - INFO - Epoch [66][500/1253] lr: 2.999e-02, eta: 7:13:32, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8716, top5_acc: 0.9841, loss_cls: 0.6024, loss: 0.6024 +2024-07-03 15:08:35,826 - pyskl - INFO - Epoch [66][600/1253] lr: 2.995e-02, eta: 7:13:06, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8747, top5_acc: 0.9856, loss_cls: 0.6204, loss: 0.6204 +2024-07-03 15:08:59,445 - pyskl - INFO - Epoch [66][700/1253] lr: 2.991e-02, eta: 7:12:40, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8872, top5_acc: 0.9878, loss_cls: 0.5714, loss: 0.5714 +2024-07-03 15:09:23,205 - pyskl - INFO - Epoch [66][800/1253] lr: 2.987e-02, eta: 7:12:15, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8784, top5_acc: 0.9856, loss_cls: 0.6127, loss: 0.6127 +2024-07-03 15:09:46,778 - pyskl - INFO - Epoch [66][900/1253] lr: 2.983e-02, eta: 7:11:49, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8878, top5_acc: 0.9869, loss_cls: 0.5738, loss: 0.5738 +2024-07-03 15:10:10,361 - pyskl - INFO - Epoch [66][1000/1253] lr: 2.979e-02, eta: 7:11:23, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8781, top5_acc: 0.9828, loss_cls: 0.6104, loss: 0.6104 +2024-07-03 15:10:33,933 - pyskl - INFO - Epoch [66][1100/1253] lr: 2.975e-02, eta: 7:10:58, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.6224, loss: 0.6224 +2024-07-03 15:10:57,515 - pyskl - INFO - Epoch [66][1200/1253] lr: 2.971e-02, eta: 7:10:32, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8791, top5_acc: 0.9825, loss_cls: 0.6153, loss: 0.6153 +2024-07-03 15:11:10,649 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-07-03 15:11:59,147 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 15:11:59,209 - pyskl - INFO - +top1_acc 0.7995 +top5_acc 0.9654 +2024-07-03 15:11:59,212 - pyskl - INFO - Epoch(val) [66][516] top1_acc: 0.7995, top5_acc: 0.9654 +2024-07-03 15:12:43,841 - pyskl - INFO - Epoch [67][100/1253] lr: 2.964e-02, eta: 7:10:03, time: 0.446, data_time: 0.209, memory: 5176, top1_acc: 0.8816, top5_acc: 0.9875, loss_cls: 0.5823, loss: 0.5823 +2024-07-03 15:13:07,482 - pyskl - INFO - Epoch [67][200/1253] lr: 2.960e-02, eta: 7:09:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8797, top5_acc: 0.9859, loss_cls: 0.5957, loss: 0.5957 +2024-07-03 15:13:31,067 - pyskl - INFO - Epoch [67][300/1253] lr: 2.956e-02, eta: 7:09:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8834, top5_acc: 0.9897, loss_cls: 0.5853, loss: 0.5853 +2024-07-03 15:13:54,634 - pyskl - INFO - Epoch [67][400/1253] lr: 2.952e-02, eta: 7:08:46, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8853, top5_acc: 0.9888, loss_cls: 0.5792, loss: 0.5792 +2024-07-03 15:14:18,218 - pyskl - INFO - Epoch [67][500/1253] lr: 2.948e-02, eta: 7:08:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8822, top5_acc: 0.9866, loss_cls: 0.5885, loss: 0.5885 +2024-07-03 15:14:41,952 - pyskl - INFO - Epoch [67][600/1253] lr: 2.944e-02, eta: 7:07:55, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.6086, loss: 0.6086 +2024-07-03 15:15:05,718 - pyskl - INFO - Epoch [67][700/1253] lr: 2.940e-02, eta: 7:07:29, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8881, top5_acc: 0.9841, loss_cls: 0.5683, loss: 0.5683 +2024-07-03 15:15:29,519 - pyskl - INFO - Epoch [67][800/1253] lr: 2.936e-02, eta: 7:07:04, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8828, top5_acc: 0.9869, loss_cls: 0.5786, loss: 0.5786 +2024-07-03 15:15:53,463 - pyskl - INFO - Epoch [67][900/1253] lr: 2.932e-02, eta: 7:06:39, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8747, top5_acc: 0.9878, loss_cls: 0.6162, loss: 0.6162 +2024-07-03 15:16:17,031 - pyskl - INFO - Epoch [67][1000/1253] lr: 2.927e-02, eta: 7:06:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8806, top5_acc: 0.9841, loss_cls: 0.5944, loss: 0.5944 +2024-07-03 15:16:40,604 - pyskl - INFO - Epoch [67][1100/1253] lr: 2.923e-02, eta: 7:05:47, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8769, top5_acc: 0.9828, loss_cls: 0.6029, loss: 0.6029 +2024-07-03 15:17:04,182 - pyskl - INFO - Epoch [67][1200/1253] lr: 2.919e-02, eta: 7:05:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8797, top5_acc: 0.9900, loss_cls: 0.5751, loss: 0.5751 +2024-07-03 15:17:17,332 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-07-03 15:18:05,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 15:18:05,819 - pyskl - INFO - +top1_acc 0.8322 +top5_acc 0.9739 +2024-07-03 15:18:05,822 - pyskl - INFO - Epoch(val) [67][516] top1_acc: 0.8322, top5_acc: 0.9739 +2024-07-03 15:18:50,226 - pyskl - INFO - Epoch [68][100/1253] lr: 2.913e-02, eta: 7:04:52, time: 0.444, data_time: 0.208, memory: 5176, top1_acc: 0.9047, top5_acc: 0.9912, loss_cls: 0.5117, loss: 0.5117 +2024-07-03 15:19:13,781 - pyskl - INFO - Epoch [68][200/1253] lr: 2.909e-02, eta: 7:04:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8909, top5_acc: 0.9856, loss_cls: 0.5592, loss: 0.5592 +2024-07-03 15:19:37,344 - pyskl - INFO - Epoch [68][300/1253] lr: 2.905e-02, eta: 7:04:01, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8862, top5_acc: 0.9872, loss_cls: 0.5816, loss: 0.5816 +2024-07-03 15:20:00,904 - pyskl - INFO - Epoch [68][400/1253] lr: 2.900e-02, eta: 7:03:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8903, top5_acc: 0.9847, loss_cls: 0.5795, loss: 0.5795 +2024-07-03 15:20:24,510 - pyskl - INFO - Epoch [68][500/1253] lr: 2.896e-02, eta: 7:03:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8975, top5_acc: 0.9859, loss_cls: 0.5336, loss: 0.5336 +2024-07-03 15:20:48,583 - pyskl - INFO - Epoch [68][600/1253] lr: 2.892e-02, eta: 7:02:44, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.8788, top5_acc: 0.9847, loss_cls: 0.5948, loss: 0.5948 +2024-07-03 15:21:12,602 - pyskl - INFO - Epoch [68][700/1253] lr: 2.888e-02, eta: 7:02:19, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8831, top5_acc: 0.9853, loss_cls: 0.5856, loss: 0.5856 +2024-07-03 15:21:36,523 - pyskl - INFO - Epoch [68][800/1253] lr: 2.884e-02, eta: 7:01:54, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8772, top5_acc: 0.9850, loss_cls: 0.5888, loss: 0.5888 +2024-07-03 15:22:00,244 - pyskl - INFO - Epoch [68][900/1253] lr: 2.880e-02, eta: 7:01:28, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8856, top5_acc: 0.9891, loss_cls: 0.5830, loss: 0.5830 +2024-07-03 15:22:24,124 - pyskl - INFO - Epoch [68][1000/1253] lr: 2.876e-02, eta: 7:01:03, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8831, top5_acc: 0.9872, loss_cls: 0.5845, loss: 0.5845 +2024-07-03 15:22:48,026 - pyskl - INFO - Epoch [68][1100/1253] lr: 2.872e-02, eta: 7:00:38, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.6041, loss: 0.6041 +2024-07-03 15:23:11,759 - pyskl - INFO - Epoch [68][1200/1253] lr: 2.867e-02, eta: 7:00:12, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 0.6031, loss: 0.6031 +2024-07-03 15:23:24,950 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-07-03 15:24:13,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 15:24:13,377 - pyskl - INFO - +top1_acc 0.8432 +top5_acc 0.9760 +2024-07-03 15:24:13,380 - pyskl - INFO - Epoch(val) [68][516] top1_acc: 0.8432, top5_acc: 0.9760 +2024-07-03 15:24:58,612 - pyskl - INFO - Epoch [69][100/1253] lr: 2.861e-02, eta: 6:59:44, time: 0.452, data_time: 0.209, memory: 5176, top1_acc: 0.8800, top5_acc: 0.9872, loss_cls: 0.5837, loss: 0.5837 +2024-07-03 15:25:22,888 - pyskl - INFO - Epoch [69][200/1253] lr: 2.857e-02, eta: 6:59:19, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.5662, loss: 0.5662 +2024-07-03 15:25:46,682 - pyskl - INFO - Epoch [69][300/1253] lr: 2.853e-02, eta: 6:58:54, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8766, top5_acc: 0.9856, loss_cls: 0.6106, loss: 0.6106 +2024-07-03 15:26:10,442 - pyskl - INFO - Epoch [69][400/1253] lr: 2.849e-02, eta: 6:58:28, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8781, top5_acc: 0.9903, loss_cls: 0.5909, loss: 0.5909 +2024-07-03 15:26:34,022 - pyskl - INFO - Epoch [69][500/1253] lr: 2.845e-02, eta: 6:58:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5114, loss: 0.5114 +2024-07-03 15:26:57,914 - pyskl - INFO - Epoch [69][600/1253] lr: 2.840e-02, eta: 6:57:37, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.5792, loss: 0.5792 +2024-07-03 15:27:21,937 - pyskl - INFO - Epoch [69][700/1253] lr: 2.836e-02, eta: 6:57:12, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8731, top5_acc: 0.9822, loss_cls: 0.6198, loss: 0.6198 +2024-07-03 15:27:45,749 - pyskl - INFO - Epoch [69][800/1253] lr: 2.832e-02, eta: 6:56:47, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8828, top5_acc: 0.9884, loss_cls: 0.5723, loss: 0.5723 +2024-07-03 15:28:09,325 - pyskl - INFO - Epoch [69][900/1253] lr: 2.828e-02, eta: 6:56:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8800, top5_acc: 0.9891, loss_cls: 0.5737, loss: 0.5737 +2024-07-03 15:28:33,000 - pyskl - INFO - Epoch [69][1000/1253] lr: 2.824e-02, eta: 6:55:56, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8866, top5_acc: 0.9875, loss_cls: 0.5591, loss: 0.5591 +2024-07-03 15:28:56,673 - pyskl - INFO - Epoch [69][1100/1253] lr: 2.820e-02, eta: 6:55:30, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.5404, loss: 0.5404 +2024-07-03 15:29:20,341 - pyskl - INFO - Epoch [69][1200/1253] lr: 2.816e-02, eta: 6:55:05, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5747, loss: 0.5747 +2024-07-03 15:29:33,535 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-07-03 15:30:22,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 15:30:22,323 - pyskl - INFO - +top1_acc 0.8307 +top5_acc 0.9733 +2024-07-03 15:30:22,326 - pyskl - INFO - Epoch(val) [69][516] top1_acc: 0.8307, top5_acc: 0.9733 +2024-07-03 15:31:06,962 - pyskl - INFO - Epoch [70][100/1253] lr: 2.809e-02, eta: 6:54:35, time: 0.446, data_time: 0.209, memory: 5176, top1_acc: 0.8950, top5_acc: 0.9884, loss_cls: 0.5568, loss: 0.5568 +2024-07-03 15:31:30,533 - pyskl - INFO - Epoch [70][200/1253] lr: 2.805e-02, eta: 6:54:10, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5576, loss: 0.5576 +2024-07-03 15:31:54,111 - pyskl - INFO - Epoch [70][300/1253] lr: 2.801e-02, eta: 6:53:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8931, top5_acc: 0.9859, loss_cls: 0.5424, loss: 0.5424 +2024-07-03 15:32:17,668 - pyskl - INFO - Epoch [70][400/1253] lr: 2.797e-02, eta: 6:53:18, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.5635, loss: 0.5635 +2024-07-03 15:32:41,214 - pyskl - INFO - Epoch [70][500/1253] lr: 2.793e-02, eta: 6:52:53, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8759, top5_acc: 0.9872, loss_cls: 0.5988, loss: 0.5988 +2024-07-03 15:33:05,025 - pyskl - INFO - Epoch [70][600/1253] lr: 2.788e-02, eta: 6:52:27, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8812, top5_acc: 0.9897, loss_cls: 0.5900, loss: 0.5900 +2024-07-03 15:33:28,837 - pyskl - INFO - Epoch [70][700/1253] lr: 2.784e-02, eta: 6:52:02, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8928, top5_acc: 0.9862, loss_cls: 0.5605, loss: 0.5605 +2024-07-03 15:33:52,471 - pyskl - INFO - Epoch [70][800/1253] lr: 2.780e-02, eta: 6:51:36, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8731, top5_acc: 0.9866, loss_cls: 0.6121, loss: 0.6121 +2024-07-03 15:34:16,027 - pyskl - INFO - Epoch [70][900/1253] lr: 2.776e-02, eta: 6:51:11, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8772, top5_acc: 0.9853, loss_cls: 0.6169, loss: 0.6169 +2024-07-03 15:34:39,725 - pyskl - INFO - Epoch [70][1000/1253] lr: 2.772e-02, eta: 6:50:45, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8884, top5_acc: 0.9891, loss_cls: 0.5594, loss: 0.5594 +2024-07-03 15:35:03,457 - pyskl - INFO - Epoch [70][1100/1253] lr: 2.768e-02, eta: 6:50:20, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8931, top5_acc: 0.9897, loss_cls: 0.5377, loss: 0.5377 +2024-07-03 15:35:27,190 - pyskl - INFO - Epoch [70][1200/1253] lr: 2.764e-02, eta: 6:49:54, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8888, top5_acc: 0.9847, loss_cls: 0.5779, loss: 0.5779 +2024-07-03 15:35:40,408 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-07-03 15:36:29,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 15:36:29,110 - pyskl - INFO - +top1_acc 0.8106 +top5_acc 0.9694 +2024-07-03 15:36:29,113 - pyskl - INFO - Epoch(val) [70][516] top1_acc: 0.8106, top5_acc: 0.9694 +2024-07-03 15:37:14,059 - pyskl - INFO - Epoch [71][100/1253] lr: 2.757e-02, eta: 6:49:25, time: 0.449, data_time: 0.210, memory: 5176, top1_acc: 0.8919, top5_acc: 0.9859, loss_cls: 0.5573, loss: 0.5573 +2024-07-03 15:37:38,050 - pyskl - INFO - Epoch [71][200/1253] lr: 2.753e-02, eta: 6:49:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9059, top5_acc: 0.9900, loss_cls: 0.5284, loss: 0.5284 +2024-07-03 15:38:02,043 - pyskl - INFO - Epoch [71][300/1253] lr: 2.749e-02, eta: 6:48:35, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9003, top5_acc: 0.9897, loss_cls: 0.5145, loss: 0.5145 +2024-07-03 15:38:26,029 - pyskl - INFO - Epoch [71][400/1253] lr: 2.745e-02, eta: 6:48:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8903, top5_acc: 0.9897, loss_cls: 0.5429, loss: 0.5429 +2024-07-03 15:38:49,993 - pyskl - INFO - Epoch [71][500/1253] lr: 2.741e-02, eta: 6:47:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8791, top5_acc: 0.9881, loss_cls: 0.5734, loss: 0.5734 +2024-07-03 15:39:13,998 - pyskl - INFO - Epoch [71][600/1253] lr: 2.736e-02, eta: 6:47:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8834, top5_acc: 0.9912, loss_cls: 0.5430, loss: 0.5430 +2024-07-03 15:39:38,014 - pyskl - INFO - Epoch [71][700/1253] lr: 2.732e-02, eta: 6:46:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8791, top5_acc: 0.9838, loss_cls: 0.6008, loss: 0.6008 +2024-07-03 15:40:01,882 - pyskl - INFO - Epoch [71][800/1253] lr: 2.728e-02, eta: 6:46:29, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8884, top5_acc: 0.9869, loss_cls: 0.5406, loss: 0.5406 +2024-07-03 15:40:25,592 - pyskl - INFO - Epoch [71][900/1253] lr: 2.724e-02, eta: 6:46:04, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8891, top5_acc: 0.9884, loss_cls: 0.5431, loss: 0.5431 +2024-07-03 15:40:49,311 - pyskl - INFO - Epoch [71][1000/1253] lr: 2.720e-02, eta: 6:45:38, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8931, top5_acc: 0.9891, loss_cls: 0.5422, loss: 0.5422 +2024-07-03 15:41:13,025 - pyskl - INFO - Epoch [71][1100/1253] lr: 2.716e-02, eta: 6:45:13, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.5959, loss: 0.5959 +2024-07-03 15:41:36,751 - pyskl - INFO - Epoch [71][1200/1253] lr: 2.711e-02, eta: 6:44:48, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8900, top5_acc: 0.9872, loss_cls: 0.5708, loss: 0.5708 +2024-07-03 15:41:49,999 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-07-03 15:42:38,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 15:42:38,859 - pyskl - INFO - +top1_acc 0.8176 +top5_acc 0.9733 +2024-07-03 15:42:38,861 - pyskl - INFO - Epoch(val) [71][516] top1_acc: 0.8176, top5_acc: 0.9733 +2024-07-03 15:43:23,380 - pyskl - INFO - Epoch [72][100/1253] lr: 2.705e-02, eta: 6:44:18, time: 0.445, data_time: 0.207, memory: 5176, top1_acc: 0.8953, top5_acc: 0.9888, loss_cls: 0.5248, loss: 0.5248 +2024-07-03 15:43:46,919 - pyskl - INFO - Epoch [72][200/1253] lr: 2.701e-02, eta: 6:43:52, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.5731, loss: 0.5731 +2024-07-03 15:44:10,475 - pyskl - INFO - Epoch [72][300/1253] lr: 2.697e-02, eta: 6:43:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.5092, loss: 0.5092 +2024-07-03 15:44:34,033 - pyskl - INFO - Epoch [72][400/1253] lr: 2.693e-02, eta: 6:43:01, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8962, top5_acc: 0.9897, loss_cls: 0.5196, loss: 0.5196 +2024-07-03 15:44:57,658 - pyskl - INFO - Epoch [72][500/1253] lr: 2.688e-02, eta: 6:42:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8809, top5_acc: 0.9875, loss_cls: 0.5748, loss: 0.5748 +2024-07-03 15:45:21,421 - pyskl - INFO - Epoch [72][600/1253] lr: 2.684e-02, eta: 6:42:10, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 0.5428, loss: 0.5428 +2024-07-03 15:45:45,256 - pyskl - INFO - Epoch [72][700/1253] lr: 2.680e-02, eta: 6:41:45, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 0.5948, loss: 0.5948 +2024-07-03 15:46:09,253 - pyskl - INFO - Epoch [72][800/1253] lr: 2.676e-02, eta: 6:41:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8878, top5_acc: 0.9856, loss_cls: 0.5737, loss: 0.5737 +2024-07-03 15:46:33,233 - pyskl - INFO - Epoch [72][900/1253] lr: 2.672e-02, eta: 6:40:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8825, top5_acc: 0.9884, loss_cls: 0.5818, loss: 0.5818 +2024-07-03 15:46:57,236 - pyskl - INFO - Epoch [72][1000/1253] lr: 2.668e-02, eta: 6:40:30, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8847, top5_acc: 0.9891, loss_cls: 0.5669, loss: 0.5669 +2024-07-03 15:47:20,895 - pyskl - INFO - Epoch [72][1100/1253] lr: 2.663e-02, eta: 6:40:04, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8856, top5_acc: 0.9872, loss_cls: 0.5799, loss: 0.5799 +2024-07-03 15:47:44,452 - pyskl - INFO - Epoch [72][1200/1253] lr: 2.659e-02, eta: 6:39:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8912, top5_acc: 0.9884, loss_cls: 0.5497, loss: 0.5497 +2024-07-03 15:47:57,610 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-07-03 15:48:46,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 15:48:46,269 - pyskl - INFO - +top1_acc 0.8333 +top5_acc 0.9746 +2024-07-03 15:48:46,271 - pyskl - INFO - Epoch(val) [72][516] top1_acc: 0.8333, top5_acc: 0.9746 +2024-07-03 15:49:30,807 - pyskl - INFO - Epoch [73][100/1253] lr: 2.653e-02, eta: 6:39:09, time: 0.445, data_time: 0.209, memory: 5176, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5331, loss: 0.5331 +2024-07-03 15:49:54,374 - pyskl - INFO - Epoch [73][200/1253] lr: 2.649e-02, eta: 6:38:43, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8997, top5_acc: 0.9878, loss_cls: 0.5169, loss: 0.5169 +2024-07-03 15:50:17,949 - pyskl - INFO - Epoch [73][300/1253] lr: 2.645e-02, eta: 6:38:17, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9059, top5_acc: 0.9869, loss_cls: 0.5086, loss: 0.5086 +2024-07-03 15:50:41,526 - pyskl - INFO - Epoch [73][400/1253] lr: 2.640e-02, eta: 6:37:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8897, top5_acc: 0.9888, loss_cls: 0.5563, loss: 0.5563 +2024-07-03 15:51:05,299 - pyskl - INFO - Epoch [73][500/1253] lr: 2.636e-02, eta: 6:37:27, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8884, top5_acc: 0.9884, loss_cls: 0.5418, loss: 0.5418 +2024-07-03 15:51:28,918 - pyskl - INFO - Epoch [73][600/1253] lr: 2.632e-02, eta: 6:37:01, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.5805, loss: 0.5805 +2024-07-03 15:51:52,723 - pyskl - INFO - Epoch [73][700/1253] lr: 2.628e-02, eta: 6:36:36, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8856, top5_acc: 0.9903, loss_cls: 0.5495, loss: 0.5495 +2024-07-03 15:52:16,747 - pyskl - INFO - Epoch [73][800/1253] lr: 2.624e-02, eta: 6:36:11, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8934, top5_acc: 0.9872, loss_cls: 0.5513, loss: 0.5513 +2024-07-03 15:52:40,755 - pyskl - INFO - Epoch [73][900/1253] lr: 2.619e-02, eta: 6:35:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5392, loss: 0.5392 +2024-07-03 15:53:04,778 - pyskl - INFO - Epoch [73][1000/1253] lr: 2.615e-02, eta: 6:35:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8959, top5_acc: 0.9841, loss_cls: 0.5348, loss: 0.5348 +2024-07-03 15:53:28,789 - pyskl - INFO - Epoch [73][1100/1253] lr: 2.611e-02, eta: 6:34:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8847, top5_acc: 0.9881, loss_cls: 0.5620, loss: 0.5620 +2024-07-03 15:53:52,801 - pyskl - INFO - Epoch [73][1200/1253] lr: 2.607e-02, eta: 6:34:30, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8925, top5_acc: 0.9859, loss_cls: 0.5615, loss: 0.5615 +2024-07-03 15:54:06,200 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-07-03 15:54:54,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 15:54:54,777 - pyskl - INFO - +top1_acc 0.8243 +top5_acc 0.9733 +2024-07-03 15:54:54,780 - pyskl - INFO - Epoch(val) [73][516] top1_acc: 0.8243, top5_acc: 0.9733 +2024-07-03 15:55:39,587 - pyskl - INFO - Epoch [74][100/1253] lr: 2.601e-02, eta: 6:34:01, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.8966, top5_acc: 0.9866, loss_cls: 0.5323, loss: 0.5323 +2024-07-03 15:56:03,603 - pyskl - INFO - Epoch [74][200/1253] lr: 2.596e-02, eta: 6:33:36, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9003, top5_acc: 0.9888, loss_cls: 0.5138, loss: 0.5138 +2024-07-03 15:56:27,611 - pyskl - INFO - Epoch [74][300/1253] lr: 2.592e-02, eta: 6:33:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9031, top5_acc: 0.9922, loss_cls: 0.4924, loss: 0.4924 +2024-07-03 15:56:51,620 - pyskl - INFO - Epoch [74][400/1253] lr: 2.588e-02, eta: 6:32:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.5030, loss: 0.5030 +2024-07-03 15:57:15,590 - pyskl - INFO - Epoch [74][500/1253] lr: 2.584e-02, eta: 6:32:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5045, loss: 0.5045 +2024-07-03 15:57:39,601 - pyskl - INFO - Epoch [74][600/1253] lr: 2.580e-02, eta: 6:31:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8984, top5_acc: 0.9906, loss_cls: 0.5114, loss: 0.5114 +2024-07-03 15:58:03,519 - pyskl - INFO - Epoch [74][700/1253] lr: 2.575e-02, eta: 6:31:30, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.5355, loss: 0.5355 +2024-07-03 15:58:27,290 - pyskl - INFO - Epoch [74][800/1253] lr: 2.571e-02, eta: 6:31:05, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8875, top5_acc: 0.9909, loss_cls: 0.5521, loss: 0.5521 +2024-07-03 15:58:51,031 - pyskl - INFO - Epoch [74][900/1253] lr: 2.567e-02, eta: 6:30:39, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8834, top5_acc: 0.9906, loss_cls: 0.5552, loss: 0.5552 +2024-07-03 15:59:14,759 - pyskl - INFO - Epoch [74][1000/1253] lr: 2.563e-02, eta: 6:30:14, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8878, top5_acc: 0.9872, loss_cls: 0.5499, loss: 0.5499 +2024-07-03 15:59:38,491 - pyskl - INFO - Epoch [74][1100/1253] lr: 2.559e-02, eta: 6:29:49, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.5735, loss: 0.5735 +2024-07-03 16:00:02,206 - pyskl - INFO - Epoch [74][1200/1253] lr: 2.555e-02, eta: 6:29:23, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8875, top5_acc: 0.9866, loss_cls: 0.5517, loss: 0.5517 +2024-07-03 16:00:15,427 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-07-03 16:01:04,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:01:04,100 - pyskl - INFO - +top1_acc 0.8495 +top5_acc 0.9768 +2024-07-03 16:01:04,104 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_63.pth was removed +2024-07-03 16:01:04,333 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2024-07-03 16:01:04,334 - pyskl - INFO - Best top1_acc is 0.8495 at 74 epoch. +2024-07-03 16:01:04,338 - pyskl - INFO - Epoch(val) [74][516] top1_acc: 0.8495, top5_acc: 0.9768 +2024-07-03 16:01:49,157 - pyskl - INFO - Epoch [75][100/1253] lr: 2.548e-02, eta: 6:28:53, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9044, top5_acc: 0.9922, loss_cls: 0.4799, loss: 0.4799 +2024-07-03 16:02:13,169 - pyskl - INFO - Epoch [75][200/1253] lr: 2.544e-02, eta: 6:28:28, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8934, top5_acc: 0.9884, loss_cls: 0.5300, loss: 0.5300 +2024-07-03 16:02:37,171 - pyskl - INFO - Epoch [75][300/1253] lr: 2.540e-02, eta: 6:28:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 0.5357, loss: 0.5357 +2024-07-03 16:03:01,167 - pyskl - INFO - Epoch [75][400/1253] lr: 2.536e-02, eta: 6:27:38, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8959, top5_acc: 0.9878, loss_cls: 0.5351, loss: 0.5351 +2024-07-03 16:03:25,060 - pyskl - INFO - Epoch [75][500/1253] lr: 2.532e-02, eta: 6:27:13, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8997, top5_acc: 0.9894, loss_cls: 0.5252, loss: 0.5252 +2024-07-03 16:03:48,668 - pyskl - INFO - Epoch [75][600/1253] lr: 2.527e-02, eta: 6:26:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8966, top5_acc: 0.9894, loss_cls: 0.5309, loss: 0.5309 +2024-07-03 16:04:12,419 - pyskl - INFO - Epoch [75][700/1253] lr: 2.523e-02, eta: 6:26:22, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.5826, loss: 0.5826 +2024-07-03 16:04:36,425 - pyskl - INFO - Epoch [75][800/1253] lr: 2.519e-02, eta: 6:25:57, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8978, top5_acc: 0.9894, loss_cls: 0.5125, loss: 0.5125 +2024-07-03 16:05:00,424 - pyskl - INFO - Epoch [75][900/1253] lr: 2.515e-02, eta: 6:25:32, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8950, top5_acc: 0.9847, loss_cls: 0.5425, loss: 0.5425 +2024-07-03 16:05:24,408 - pyskl - INFO - Epoch [75][1000/1253] lr: 2.511e-02, eta: 6:25:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.5318, loss: 0.5318 +2024-07-03 16:05:48,383 - pyskl - INFO - Epoch [75][1100/1253] lr: 2.506e-02, eta: 6:24:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8959, top5_acc: 0.9881, loss_cls: 0.5323, loss: 0.5323 +2024-07-03 16:06:12,341 - pyskl - INFO - Epoch [75][1200/1253] lr: 2.502e-02, eta: 6:24:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8900, top5_acc: 0.9866, loss_cls: 0.5441, loss: 0.5441 +2024-07-03 16:06:25,703 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-07-03 16:07:14,248 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:07:14,311 - pyskl - INFO - +top1_acc 0.8323 +top5_acc 0.9777 +2024-07-03 16:07:14,314 - pyskl - INFO - Epoch(val) [75][516] top1_acc: 0.8323, top5_acc: 0.9777 +2024-07-03 16:07:59,179 - pyskl - INFO - Epoch [76][100/1253] lr: 2.496e-02, eta: 6:23:47, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.9091, top5_acc: 0.9903, loss_cls: 0.4996, loss: 0.4996 +2024-07-03 16:08:23,138 - pyskl - INFO - Epoch [76][200/1253] lr: 2.492e-02, eta: 6:23:22, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9056, top5_acc: 0.9878, loss_cls: 0.4920, loss: 0.4920 +2024-07-03 16:08:47,095 - pyskl - INFO - Epoch [76][300/1253] lr: 2.488e-02, eta: 6:22:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8997, top5_acc: 0.9912, loss_cls: 0.4992, loss: 0.4992 +2024-07-03 16:09:10,995 - pyskl - INFO - Epoch [76][400/1253] lr: 2.483e-02, eta: 6:22:31, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9059, top5_acc: 0.9878, loss_cls: 0.5148, loss: 0.5148 +2024-07-03 16:09:34,925 - pyskl - INFO - Epoch [76][500/1253] lr: 2.479e-02, eta: 6:22:06, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9006, top5_acc: 0.9897, loss_cls: 0.5080, loss: 0.5080 +2024-07-03 16:09:58,886 - pyskl - INFO - Epoch [76][600/1253] lr: 2.475e-02, eta: 6:21:41, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8934, top5_acc: 0.9897, loss_cls: 0.5265, loss: 0.5265 +2024-07-03 16:10:22,622 - pyskl - INFO - Epoch [76][700/1253] lr: 2.471e-02, eta: 6:21:16, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9028, top5_acc: 0.9888, loss_cls: 0.5044, loss: 0.5044 +2024-07-03 16:10:46,353 - pyskl - INFO - Epoch [76][800/1253] lr: 2.467e-02, eta: 6:20:51, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8947, top5_acc: 0.9903, loss_cls: 0.5253, loss: 0.5253 +2024-07-03 16:11:10,228 - pyskl - INFO - Epoch [76][900/1253] lr: 2.462e-02, eta: 6:20:25, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8922, top5_acc: 0.9884, loss_cls: 0.5433, loss: 0.5433 +2024-07-03 16:11:34,186 - pyskl - INFO - Epoch [76][1000/1253] lr: 2.458e-02, eta: 6:20:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9009, top5_acc: 0.9903, loss_cls: 0.5092, loss: 0.5092 +2024-07-03 16:11:57,774 - pyskl - INFO - Epoch [76][1100/1253] lr: 2.454e-02, eta: 6:19:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8878, top5_acc: 0.9872, loss_cls: 0.5527, loss: 0.5527 +2024-07-03 16:12:21,373 - pyskl - INFO - Epoch [76][1200/1253] lr: 2.450e-02, eta: 6:19:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8909, top5_acc: 0.9897, loss_cls: 0.5362, loss: 0.5362 +2024-07-03 16:12:34,542 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-07-03 16:13:22,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:13:23,060 - pyskl - INFO - +top1_acc 0.8272 +top5_acc 0.9746 +2024-07-03 16:13:23,062 - pyskl - INFO - Epoch(val) [76][516] top1_acc: 0.8272, top5_acc: 0.9746 +2024-07-03 16:14:07,969 - pyskl - INFO - Epoch [77][100/1253] lr: 2.444e-02, eta: 6:18:39, time: 0.449, data_time: 0.210, memory: 5176, top1_acc: 0.9003, top5_acc: 0.9903, loss_cls: 0.4802, loss: 0.4802 +2024-07-03 16:14:31,988 - pyskl - INFO - Epoch [77][200/1253] lr: 2.439e-02, eta: 6:18:14, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9006, top5_acc: 0.9897, loss_cls: 0.5245, loss: 0.5245 +2024-07-03 16:14:55,997 - pyskl - INFO - Epoch [77][300/1253] lr: 2.435e-02, eta: 6:17:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9047, top5_acc: 0.9916, loss_cls: 0.4956, loss: 0.4956 +2024-07-03 16:15:20,003 - pyskl - INFO - Epoch [77][400/1253] lr: 2.431e-02, eta: 6:17:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9041, top5_acc: 0.9903, loss_cls: 0.5023, loss: 0.5023 +2024-07-03 16:15:43,843 - pyskl - INFO - Epoch [77][500/1253] lr: 2.427e-02, eta: 6:16:59, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9028, top5_acc: 0.9884, loss_cls: 0.5085, loss: 0.5085 +2024-07-03 16:16:07,594 - pyskl - INFO - Epoch [77][600/1253] lr: 2.423e-02, eta: 6:16:33, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9022, top5_acc: 0.9875, loss_cls: 0.5127, loss: 0.5127 +2024-07-03 16:16:31,433 - pyskl - INFO - Epoch [77][700/1253] lr: 2.418e-02, eta: 6:16:08, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9047, top5_acc: 0.9862, loss_cls: 0.4939, loss: 0.4939 +2024-07-03 16:16:55,154 - pyskl - INFO - Epoch [77][800/1253] lr: 2.414e-02, eta: 6:15:43, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8909, top5_acc: 0.9912, loss_cls: 0.5320, loss: 0.5320 +2024-07-03 16:17:18,873 - pyskl - INFO - Epoch [77][900/1253] lr: 2.410e-02, eta: 6:15:18, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8941, top5_acc: 0.9897, loss_cls: 0.5428, loss: 0.5428 +2024-07-03 16:17:42,459 - pyskl - INFO - Epoch [77][1000/1253] lr: 2.406e-02, eta: 6:14:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8972, top5_acc: 0.9862, loss_cls: 0.5227, loss: 0.5227 +2024-07-03 16:18:06,011 - pyskl - INFO - Epoch [77][1100/1253] lr: 2.402e-02, eta: 6:14:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8959, top5_acc: 0.9900, loss_cls: 0.5097, loss: 0.5097 +2024-07-03 16:18:29,577 - pyskl - INFO - Epoch [77][1200/1253] lr: 2.398e-02, eta: 6:14:01, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8934, top5_acc: 0.9888, loss_cls: 0.5370, loss: 0.5370 +2024-07-03 16:18:42,754 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-07-03 16:19:31,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:19:31,549 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9768 +2024-07-03 16:19:31,552 - pyskl - INFO - Epoch(val) [77][516] top1_acc: 0.8402, top5_acc: 0.9768 +2024-07-03 16:20:16,456 - pyskl - INFO - Epoch [78][100/1253] lr: 2.391e-02, eta: 6:13:31, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.9072, top5_acc: 0.9909, loss_cls: 0.4720, loss: 0.4720 +2024-07-03 16:20:40,185 - pyskl - INFO - Epoch [78][200/1253] lr: 2.387e-02, eta: 6:13:06, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8975, top5_acc: 0.9903, loss_cls: 0.5065, loss: 0.5065 +2024-07-03 16:21:03,903 - pyskl - INFO - Epoch [78][300/1253] lr: 2.383e-02, eta: 6:12:40, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4877, loss: 0.4877 +2024-07-03 16:21:27,599 - pyskl - INFO - Epoch [78][400/1253] lr: 2.379e-02, eta: 6:12:15, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4702, loss: 0.4702 +2024-07-03 16:21:51,374 - pyskl - INFO - Epoch [78][500/1253] lr: 2.374e-02, eta: 6:11:50, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8997, top5_acc: 0.9903, loss_cls: 0.5028, loss: 0.5028 +2024-07-03 16:22:14,990 - pyskl - INFO - Epoch [78][600/1253] lr: 2.370e-02, eta: 6:11:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.5043, loss: 0.5043 +2024-07-03 16:22:38,901 - pyskl - INFO - Epoch [78][700/1253] lr: 2.366e-02, eta: 6:10:59, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9084, top5_acc: 0.9894, loss_cls: 0.4796, loss: 0.4796 +2024-07-03 16:23:02,550 - pyskl - INFO - Epoch [78][800/1253] lr: 2.362e-02, eta: 6:10:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9028, top5_acc: 0.9888, loss_cls: 0.4999, loss: 0.4999 +2024-07-03 16:23:26,109 - pyskl - INFO - Epoch [78][900/1253] lr: 2.358e-02, eta: 6:10:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8897, top5_acc: 0.9891, loss_cls: 0.5298, loss: 0.5298 +2024-07-03 16:23:49,660 - pyskl - INFO - Epoch [78][1000/1253] lr: 2.354e-02, eta: 6:09:43, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5144, loss: 0.5144 +2024-07-03 16:24:13,221 - pyskl - INFO - Epoch [78][1100/1253] lr: 2.349e-02, eta: 6:09:18, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9003, top5_acc: 0.9862, loss_cls: 0.5125, loss: 0.5125 +2024-07-03 16:24:36,790 - pyskl - INFO - Epoch [78][1200/1253] lr: 2.345e-02, eta: 6:08:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8903, top5_acc: 0.9875, loss_cls: 0.5392, loss: 0.5392 +2024-07-03 16:24:49,953 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-07-03 16:25:38,429 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:25:38,494 - pyskl - INFO - +top1_acc 0.8444 +top5_acc 0.9726 +2024-07-03 16:25:38,497 - pyskl - INFO - Epoch(val) [78][516] top1_acc: 0.8444, top5_acc: 0.9726 +2024-07-03 16:26:23,619 - pyskl - INFO - Epoch [79][100/1253] lr: 2.339e-02, eta: 6:08:22, time: 0.451, data_time: 0.211, memory: 5176, top1_acc: 0.9141, top5_acc: 0.9912, loss_cls: 0.4541, loss: 0.4541 +2024-07-03 16:26:47,450 - pyskl - INFO - Epoch [79][200/1253] lr: 2.335e-02, eta: 6:07:57, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.4461, loss: 0.4461 +2024-07-03 16:27:11,128 - pyskl - INFO - Epoch [79][300/1253] lr: 2.331e-02, eta: 6:07:31, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.4893, loss: 0.4893 +2024-07-03 16:27:34,683 - pyskl - INFO - Epoch [79][400/1253] lr: 2.326e-02, eta: 6:07:06, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8978, top5_acc: 0.9906, loss_cls: 0.5219, loss: 0.5219 +2024-07-03 16:27:58,470 - pyskl - INFO - Epoch [79][500/1253] lr: 2.322e-02, eta: 6:06:41, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.8944, top5_acc: 0.9878, loss_cls: 0.5165, loss: 0.5165 +2024-07-03 16:28:22,223 - pyskl - INFO - Epoch [79][600/1253] lr: 2.318e-02, eta: 6:06:16, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9109, top5_acc: 0.9897, loss_cls: 0.4877, loss: 0.4877 +2024-07-03 16:28:46,168 - pyskl - INFO - Epoch [79][700/1253] lr: 2.314e-02, eta: 6:05:50, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.8966, top5_acc: 0.9875, loss_cls: 0.5126, loss: 0.5126 +2024-07-03 16:29:10,152 - pyskl - INFO - Epoch [79][800/1253] lr: 2.310e-02, eta: 6:05:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5531, loss: 0.5531 +2024-07-03 16:29:34,039 - pyskl - INFO - Epoch [79][900/1253] lr: 2.306e-02, eta: 6:05:00, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9003, top5_acc: 0.9888, loss_cls: 0.5092, loss: 0.5092 +2024-07-03 16:29:57,743 - pyskl - INFO - Epoch [79][1000/1253] lr: 2.301e-02, eta: 6:04:35, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9053, top5_acc: 0.9869, loss_cls: 0.4788, loss: 0.4788 +2024-07-03 16:30:21,440 - pyskl - INFO - Epoch [79][1100/1253] lr: 2.297e-02, eta: 6:04:10, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.5007, loss: 0.5007 +2024-07-03 16:30:45,134 - pyskl - INFO - Epoch [79][1200/1253] lr: 2.293e-02, eta: 6:03:45, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8928, top5_acc: 0.9878, loss_cls: 0.5437, loss: 0.5437 +2024-07-03 16:30:58,367 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-07-03 16:31:46,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:31:47,006 - pyskl - INFO - +top1_acc 0.8271 +top5_acc 0.9738 +2024-07-03 16:31:47,009 - pyskl - INFO - Epoch(val) [79][516] top1_acc: 0.8271, top5_acc: 0.9738 +2024-07-03 16:32:32,345 - pyskl - INFO - Epoch [80][100/1253] lr: 2.287e-02, eta: 6:03:14, time: 0.453, data_time: 0.210, memory: 5176, top1_acc: 0.9150, top5_acc: 0.9922, loss_cls: 0.4569, loss: 0.4569 +2024-07-03 16:32:56,259 - pyskl - INFO - Epoch [80][200/1253] lr: 2.283e-02, eta: 6:02:49, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 0.4373, loss: 0.4373 +2024-07-03 16:33:19,993 - pyskl - INFO - Epoch [80][300/1253] lr: 2.278e-02, eta: 6:02:24, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8934, top5_acc: 0.9859, loss_cls: 0.5205, loss: 0.5205 +2024-07-03 16:33:43,567 - pyskl - INFO - Epoch [80][400/1253] lr: 2.274e-02, eta: 6:01:58, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.5011, loss: 0.5011 +2024-07-03 16:34:07,582 - pyskl - INFO - Epoch [80][500/1253] lr: 2.270e-02, eta: 6:01:33, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9156, top5_acc: 0.9922, loss_cls: 0.4464, loss: 0.4464 +2024-07-03 16:34:31,591 - pyskl - INFO - Epoch [80][600/1253] lr: 2.266e-02, eta: 6:01:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9084, top5_acc: 0.9884, loss_cls: 0.4831, loss: 0.4831 +2024-07-03 16:34:55,225 - pyskl - INFO - Epoch [80][700/1253] lr: 2.262e-02, eta: 6:00:43, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.4985, loss: 0.4985 +2024-07-03 16:35:18,773 - pyskl - INFO - Epoch [80][800/1253] lr: 2.258e-02, eta: 6:00:18, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.5134, loss: 0.5134 +2024-07-03 16:35:42,330 - pyskl - INFO - Epoch [80][900/1253] lr: 2.253e-02, eta: 5:59:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9047, top5_acc: 0.9894, loss_cls: 0.4950, loss: 0.4950 +2024-07-03 16:36:05,885 - pyskl - INFO - Epoch [80][1000/1253] lr: 2.249e-02, eta: 5:59:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9100, top5_acc: 0.9922, loss_cls: 0.4703, loss: 0.4703 +2024-07-03 16:36:29,456 - pyskl - INFO - Epoch [80][1100/1253] lr: 2.245e-02, eta: 5:59:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.8997, top5_acc: 0.9869, loss_cls: 0.5054, loss: 0.5054 +2024-07-03 16:36:53,034 - pyskl - INFO - Epoch [80][1200/1253] lr: 2.241e-02, eta: 5:58:36, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 0.4825, loss: 0.4825 +2024-07-03 16:37:06,186 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-07-03 16:37:54,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:37:54,867 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9759 +2024-07-03 16:37:54,869 - pyskl - INFO - Epoch(val) [80][516] top1_acc: 0.8390, top5_acc: 0.9759 +2024-07-03 16:38:39,734 - pyskl - INFO - Epoch [81][100/1253] lr: 2.235e-02, eta: 5:58:05, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.9216, top5_acc: 0.9928, loss_cls: 0.4236, loss: 0.4236 +2024-07-03 16:39:03,732 - pyskl - INFO - Epoch [81][200/1253] lr: 2.230e-02, eta: 5:57:40, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9072, top5_acc: 0.9922, loss_cls: 0.4716, loss: 0.4716 +2024-07-03 16:39:27,720 - pyskl - INFO - Epoch [81][300/1253] lr: 2.226e-02, eta: 5:57:15, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.4513, loss: 0.4513 +2024-07-03 16:39:51,698 - pyskl - INFO - Epoch [81][400/1253] lr: 2.222e-02, eta: 5:56:50, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9034, top5_acc: 0.9925, loss_cls: 0.4813, loss: 0.4813 +2024-07-03 16:40:15,393 - pyskl - INFO - Epoch [81][500/1253] lr: 2.218e-02, eta: 5:56:25, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8950, top5_acc: 0.9903, loss_cls: 0.5081, loss: 0.5081 +2024-07-03 16:40:39,008 - pyskl - INFO - Epoch [81][600/1253] lr: 2.214e-02, eta: 5:56:00, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9000, top5_acc: 0.9903, loss_cls: 0.4920, loss: 0.4920 +2024-07-03 16:41:02,718 - pyskl - INFO - Epoch [81][700/1253] lr: 2.210e-02, eta: 5:55:34, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8959, top5_acc: 0.9916, loss_cls: 0.4826, loss: 0.4826 +2024-07-03 16:41:26,479 - pyskl - INFO - Epoch [81][800/1253] lr: 2.205e-02, eta: 5:55:09, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9056, top5_acc: 0.9878, loss_cls: 0.4747, loss: 0.4747 +2024-07-03 16:41:50,202 - pyskl - INFO - Epoch [81][900/1253] lr: 2.201e-02, eta: 5:54:44, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9022, top5_acc: 0.9881, loss_cls: 0.5096, loss: 0.5096 +2024-07-03 16:42:13,927 - pyskl - INFO - Epoch [81][1000/1253] lr: 2.197e-02, eta: 5:54:19, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5129, loss: 0.5129 +2024-07-03 16:42:37,653 - pyskl - INFO - Epoch [81][1100/1253] lr: 2.193e-02, eta: 5:53:54, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9047, top5_acc: 0.9881, loss_cls: 0.4865, loss: 0.4865 +2024-07-03 16:43:01,378 - pyskl - INFO - Epoch [81][1200/1253] lr: 2.189e-02, eta: 5:53:29, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8966, top5_acc: 0.9912, loss_cls: 0.5172, loss: 0.5172 +2024-07-03 16:43:14,625 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-07-03 16:44:03,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:44:03,279 - pyskl - INFO - +top1_acc 0.8503 +top5_acc 0.9770 +2024-07-03 16:44:03,283 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_74.pth was removed +2024-07-03 16:44:03,509 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2024-07-03 16:44:03,510 - pyskl - INFO - Best top1_acc is 0.8503 at 81 epoch. +2024-07-03 16:44:03,514 - pyskl - INFO - Epoch(val) [81][516] top1_acc: 0.8503, top5_acc: 0.9770 +2024-07-03 16:44:48,287 - pyskl - INFO - Epoch [82][100/1253] lr: 2.183e-02, eta: 5:52:57, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4204, loss: 0.4204 +2024-07-03 16:45:12,191 - pyskl - INFO - Epoch [82][200/1253] lr: 2.178e-02, eta: 5:52:32, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9169, top5_acc: 0.9909, loss_cls: 0.4424, loss: 0.4424 +2024-07-03 16:45:35,761 - pyskl - INFO - Epoch [82][300/1253] lr: 2.174e-02, eta: 5:52:07, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9191, top5_acc: 0.9912, loss_cls: 0.4235, loss: 0.4235 +2024-07-03 16:45:59,300 - pyskl - INFO - Epoch [82][400/1253] lr: 2.170e-02, eta: 5:51:41, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.4603, loss: 0.4603 +2024-07-03 16:46:23,323 - pyskl - INFO - Epoch [82][500/1253] lr: 2.166e-02, eta: 5:51:16, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9109, top5_acc: 0.9894, loss_cls: 0.4682, loss: 0.4682 +2024-07-03 16:46:47,322 - pyskl - INFO - Epoch [82][600/1253] lr: 2.162e-02, eta: 5:50:52, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9150, top5_acc: 0.9928, loss_cls: 0.4495, loss: 0.4495 +2024-07-03 16:47:11,396 - pyskl - INFO - Epoch [82][700/1253] lr: 2.158e-02, eta: 5:50:27, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 0.4835, loss: 0.4835 +2024-07-03 16:47:35,114 - pyskl - INFO - Epoch [82][800/1253] lr: 2.154e-02, eta: 5:50:01, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8931, top5_acc: 0.9884, loss_cls: 0.5194, loss: 0.5194 +2024-07-03 16:47:58,825 - pyskl - INFO - Epoch [82][900/1253] lr: 2.149e-02, eta: 5:49:36, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9059, top5_acc: 0.9878, loss_cls: 0.4884, loss: 0.4884 +2024-07-03 16:48:22,358 - pyskl - INFO - Epoch [82][1000/1253] lr: 2.145e-02, eta: 5:49:11, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.8997, top5_acc: 0.9875, loss_cls: 0.4881, loss: 0.4881 +2024-07-03 16:48:45,929 - pyskl - INFO - Epoch [82][1100/1253] lr: 2.141e-02, eta: 5:48:46, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9159, top5_acc: 0.9950, loss_cls: 0.4365, loss: 0.4365 +2024-07-03 16:49:09,498 - pyskl - INFO - Epoch [82][1200/1253] lr: 2.137e-02, eta: 5:48:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9056, top5_acc: 0.9859, loss_cls: 0.4919, loss: 0.4919 +2024-07-03 16:49:22,651 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-07-03 16:50:11,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:50:11,337 - pyskl - INFO - +top1_acc 0.8624 +top5_acc 0.9778 +2024-07-03 16:50:11,340 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_81.pth was removed +2024-07-03 16:50:11,570 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2024-07-03 16:50:11,571 - pyskl - INFO - Best top1_acc is 0.8624 at 82 epoch. +2024-07-03 16:50:11,575 - pyskl - INFO - Epoch(val) [82][516] top1_acc: 0.8624, top5_acc: 0.9778 +2024-07-03 16:50:56,327 - pyskl - INFO - Epoch [83][100/1253] lr: 2.131e-02, eta: 5:47:49, time: 0.447, data_time: 0.208, memory: 5176, top1_acc: 0.9278, top5_acc: 0.9906, loss_cls: 0.4054, loss: 0.4054 +2024-07-03 16:51:20,292 - pyskl - INFO - Epoch [83][200/1253] lr: 2.127e-02, eta: 5:47:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9203, top5_acc: 0.9894, loss_cls: 0.4350, loss: 0.4350 +2024-07-03 16:51:44,253 - pyskl - INFO - Epoch [83][300/1253] lr: 2.122e-02, eta: 5:46:59, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9109, top5_acc: 0.9922, loss_cls: 0.4451, loss: 0.4451 +2024-07-03 16:52:08,139 - pyskl - INFO - Epoch [83][400/1253] lr: 2.118e-02, eta: 5:46:34, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4499, loss: 0.4499 +2024-07-03 16:52:31,763 - pyskl - INFO - Epoch [83][500/1253] lr: 2.114e-02, eta: 5:46:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9116, top5_acc: 0.9903, loss_cls: 0.4602, loss: 0.4602 +2024-07-03 16:52:55,329 - pyskl - INFO - Epoch [83][600/1253] lr: 2.110e-02, eta: 5:45:43, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4543, loss: 0.4543 +2024-07-03 16:53:19,005 - pyskl - INFO - Epoch [83][700/1253] lr: 2.106e-02, eta: 5:45:18, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9009, top5_acc: 0.9891, loss_cls: 0.4779, loss: 0.4779 +2024-07-03 16:53:42,569 - pyskl - INFO - Epoch [83][800/1253] lr: 2.102e-02, eta: 5:44:53, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4349, loss: 0.4349 +2024-07-03 16:54:06,123 - pyskl - INFO - Epoch [83][900/1253] lr: 2.098e-02, eta: 5:44:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9003, top5_acc: 0.9912, loss_cls: 0.4746, loss: 0.4746 +2024-07-03 16:54:29,675 - pyskl - INFO - Epoch [83][1000/1253] lr: 2.094e-02, eta: 5:44:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9025, top5_acc: 0.9891, loss_cls: 0.4796, loss: 0.4796 +2024-07-03 16:54:53,232 - pyskl - INFO - Epoch [83][1100/1253] lr: 2.089e-02, eta: 5:43:37, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9034, top5_acc: 0.9903, loss_cls: 0.4928, loss: 0.4928 +2024-07-03 16:55:16,800 - pyskl - INFO - Epoch [83][1200/1253] lr: 2.085e-02, eta: 5:43:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.4816, loss: 0.4816 +2024-07-03 16:55:29,964 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-07-03 16:56:18,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 16:56:18,763 - pyskl - INFO - +top1_acc 0.8476 +top5_acc 0.9749 +2024-07-03 16:56:18,766 - pyskl - INFO - Epoch(val) [83][516] top1_acc: 0.8476, top5_acc: 0.9749 +2024-07-03 16:57:03,536 - pyskl - INFO - Epoch [84][100/1253] lr: 2.079e-02, eta: 5:42:40, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4164, loss: 0.4164 +2024-07-03 16:57:27,512 - pyskl - INFO - Epoch [84][200/1253] lr: 2.075e-02, eta: 5:42:15, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9256, top5_acc: 0.9916, loss_cls: 0.4179, loss: 0.4179 +2024-07-03 16:57:51,491 - pyskl - INFO - Epoch [84][300/1253] lr: 2.071e-02, eta: 5:41:50, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9231, top5_acc: 0.9934, loss_cls: 0.4102, loss: 0.4102 +2024-07-03 16:58:15,473 - pyskl - INFO - Epoch [84][400/1253] lr: 2.067e-02, eta: 5:41:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9197, top5_acc: 0.9906, loss_cls: 0.4374, loss: 0.4374 +2024-07-03 16:58:39,478 - pyskl - INFO - Epoch [84][500/1253] lr: 2.063e-02, eta: 5:41:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9122, top5_acc: 0.9925, loss_cls: 0.4385, loss: 0.4385 +2024-07-03 16:59:03,479 - pyskl - INFO - Epoch [84][600/1253] lr: 2.058e-02, eta: 5:40:35, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9103, top5_acc: 0.9906, loss_cls: 0.4620, loss: 0.4620 +2024-07-03 16:59:27,202 - pyskl - INFO - Epoch [84][700/1253] lr: 2.054e-02, eta: 5:40:10, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4656, loss: 0.4656 +2024-07-03 16:59:50,928 - pyskl - INFO - Epoch [84][800/1253] lr: 2.050e-02, eta: 5:39:45, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9222, top5_acc: 0.9916, loss_cls: 0.4251, loss: 0.4251 +2024-07-03 17:00:14,602 - pyskl - INFO - Epoch [84][900/1253] lr: 2.046e-02, eta: 5:39:20, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.4759, loss: 0.4759 +2024-07-03 17:00:38,317 - pyskl - INFO - Epoch [84][1000/1253] lr: 2.042e-02, eta: 5:38:55, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9059, top5_acc: 0.9841, loss_cls: 0.5079, loss: 0.5079 +2024-07-03 17:01:02,010 - pyskl - INFO - Epoch [84][1100/1253] lr: 2.038e-02, eta: 5:38:29, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4682, loss: 0.4682 +2024-07-03 17:01:25,744 - pyskl - INFO - Epoch [84][1200/1253] lr: 2.034e-02, eta: 5:38:04, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9034, top5_acc: 0.9900, loss_cls: 0.4870, loss: 0.4870 +2024-07-03 17:01:38,966 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-07-03 17:02:27,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:02:27,602 - pyskl - INFO - +top1_acc 0.8507 +top5_acc 0.9750 +2024-07-03 17:02:27,605 - pyskl - INFO - Epoch(val) [84][516] top1_acc: 0.8507, top5_acc: 0.9750 +2024-07-03 17:03:12,382 - pyskl - INFO - Epoch [85][100/1253] lr: 2.027e-02, eta: 5:37:32, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4274, loss: 0.4274 +2024-07-03 17:03:36,368 - pyskl - INFO - Epoch [85][200/1253] lr: 2.023e-02, eta: 5:37:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9259, top5_acc: 0.9941, loss_cls: 0.3848, loss: 0.3848 +2024-07-03 17:04:00,360 - pyskl - INFO - Epoch [85][300/1253] lr: 2.019e-02, eta: 5:36:43, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9191, top5_acc: 0.9884, loss_cls: 0.4252, loss: 0.4252 +2024-07-03 17:04:24,195 - pyskl - INFO - Epoch [85][400/1253] lr: 2.015e-02, eta: 5:36:18, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.4176, loss: 0.4176 +2024-07-03 17:04:48,180 - pyskl - INFO - Epoch [85][500/1253] lr: 2.011e-02, eta: 5:35:53, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9100, top5_acc: 0.9897, loss_cls: 0.4492, loss: 0.4492 +2024-07-03 17:05:12,201 - pyskl - INFO - Epoch [85][600/1253] lr: 2.007e-02, eta: 5:35:28, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.4810, loss: 0.4810 +2024-07-03 17:05:36,183 - pyskl - INFO - Epoch [85][700/1253] lr: 2.003e-02, eta: 5:35:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9134, top5_acc: 0.9916, loss_cls: 0.4421, loss: 0.4421 +2024-07-03 17:05:59,980 - pyskl - INFO - Epoch [85][800/1253] lr: 1.999e-02, eta: 5:34:38, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4321, loss: 0.4321 +2024-07-03 17:06:23,701 - pyskl - INFO - Epoch [85][900/1253] lr: 1.995e-02, eta: 5:34:13, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9084, top5_acc: 0.9916, loss_cls: 0.4746, loss: 0.4746 +2024-07-03 17:06:47,406 - pyskl - INFO - Epoch [85][1000/1253] lr: 1.991e-02, eta: 5:33:47, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4671, loss: 0.4671 +2024-07-03 17:07:11,119 - pyskl - INFO - Epoch [85][1100/1253] lr: 1.987e-02, eta: 5:33:22, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9175, top5_acc: 0.9934, loss_cls: 0.4319, loss: 0.4319 +2024-07-03 17:07:34,834 - pyskl - INFO - Epoch [85][1200/1253] lr: 1.982e-02, eta: 5:32:57, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.8953, top5_acc: 0.9884, loss_cls: 0.5071, loss: 0.5071 +2024-07-03 17:07:48,057 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-07-03 17:08:36,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:08:36,807 - pyskl - INFO - +top1_acc 0.8438 +top5_acc 0.9766 +2024-07-03 17:08:36,810 - pyskl - INFO - Epoch(val) [85][516] top1_acc: 0.8438, top5_acc: 0.9766 +2024-07-03 17:09:21,534 - pyskl - INFO - Epoch [86][100/1253] lr: 1.976e-02, eta: 5:32:25, time: 0.447, data_time: 0.208, memory: 5176, top1_acc: 0.9144, top5_acc: 0.9941, loss_cls: 0.4189, loss: 0.4189 +2024-07-03 17:09:45,111 - pyskl - INFO - Epoch [86][200/1253] lr: 1.972e-02, eta: 5:32:00, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9284, top5_acc: 0.9947, loss_cls: 0.3801, loss: 0.3801 +2024-07-03 17:10:08,708 - pyskl - INFO - Epoch [86][300/1253] lr: 1.968e-02, eta: 5:31:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9250, top5_acc: 0.9928, loss_cls: 0.3844, loss: 0.3844 +2024-07-03 17:10:32,422 - pyskl - INFO - Epoch [86][400/1253] lr: 1.964e-02, eta: 5:31:10, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9228, top5_acc: 0.9928, loss_cls: 0.4155, loss: 0.4155 +2024-07-03 17:10:56,222 - pyskl - INFO - Epoch [86][500/1253] lr: 1.960e-02, eta: 5:30:45, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9187, top5_acc: 0.9909, loss_cls: 0.4395, loss: 0.4395 +2024-07-03 17:11:19,811 - pyskl - INFO - Epoch [86][600/1253] lr: 1.956e-02, eta: 5:30:19, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4446, loss: 0.4446 +2024-07-03 17:11:43,793 - pyskl - INFO - Epoch [86][700/1253] lr: 1.952e-02, eta: 5:29:54, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.4610, loss: 0.4610 +2024-07-03 17:12:07,808 - pyskl - INFO - Epoch [86][800/1253] lr: 1.948e-02, eta: 5:29:29, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9116, top5_acc: 0.9894, loss_cls: 0.4546, loss: 0.4546 +2024-07-03 17:12:31,804 - pyskl - INFO - Epoch [86][900/1253] lr: 1.944e-02, eta: 5:29:05, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9113, top5_acc: 0.9903, loss_cls: 0.4615, loss: 0.4615 +2024-07-03 17:12:55,785 - pyskl - INFO - Epoch [86][1000/1253] lr: 1.939e-02, eta: 5:28:40, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9022, top5_acc: 0.9909, loss_cls: 0.4943, loss: 0.4943 +2024-07-03 17:13:19,772 - pyskl - INFO - Epoch [86][1100/1253] lr: 1.935e-02, eta: 5:28:15, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9072, top5_acc: 0.9900, loss_cls: 0.4776, loss: 0.4776 +2024-07-03 17:13:43,752 - pyskl - INFO - Epoch [86][1200/1253] lr: 1.931e-02, eta: 5:27:50, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9053, top5_acc: 0.9878, loss_cls: 0.4794, loss: 0.4794 +2024-07-03 17:13:57,124 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-07-03 17:14:45,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:14:45,641 - pyskl - INFO - +top1_acc 0.8565 +top5_acc 0.9799 +2024-07-03 17:14:45,643 - pyskl - INFO - Epoch(val) [86][516] top1_acc: 0.8565, top5_acc: 0.9799 +2024-07-03 17:15:30,525 - pyskl - INFO - Epoch [87][100/1253] lr: 1.925e-02, eta: 5:27:18, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.9269, top5_acc: 0.9959, loss_cls: 0.3751, loss: 0.3751 +2024-07-03 17:15:54,516 - pyskl - INFO - Epoch [87][200/1253] lr: 1.921e-02, eta: 5:26:53, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9141, top5_acc: 0.9888, loss_cls: 0.4325, loss: 0.4325 +2024-07-03 17:16:18,230 - pyskl - INFO - Epoch [87][300/1253] lr: 1.917e-02, eta: 5:26:28, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9166, top5_acc: 0.9947, loss_cls: 0.4266, loss: 0.4266 +2024-07-03 17:16:41,970 - pyskl - INFO - Epoch [87][400/1253] lr: 1.913e-02, eta: 5:26:03, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9175, top5_acc: 0.9928, loss_cls: 0.4248, loss: 0.4248 +2024-07-03 17:17:06,000 - pyskl - INFO - Epoch [87][500/1253] lr: 1.909e-02, eta: 5:25:38, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4206, loss: 0.4206 +2024-07-03 17:17:29,897 - pyskl - INFO - Epoch [87][600/1253] lr: 1.905e-02, eta: 5:25:13, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.4072, loss: 0.4072 +2024-07-03 17:17:53,479 - pyskl - INFO - Epoch [87][700/1253] lr: 1.901e-02, eta: 5:24:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.4154, loss: 0.4154 +2024-07-03 17:18:17,066 - pyskl - INFO - Epoch [87][800/1253] lr: 1.897e-02, eta: 5:24:22, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9122, top5_acc: 0.9922, loss_cls: 0.4516, loss: 0.4516 +2024-07-03 17:18:40,636 - pyskl - INFO - Epoch [87][900/1253] lr: 1.893e-02, eta: 5:23:57, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9053, top5_acc: 0.9897, loss_cls: 0.4639, loss: 0.4639 +2024-07-03 17:19:04,213 - pyskl - INFO - Epoch [87][1000/1253] lr: 1.889e-02, eta: 5:23:32, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9191, top5_acc: 0.9916, loss_cls: 0.4196, loss: 0.4196 +2024-07-03 17:19:27,790 - pyskl - INFO - Epoch [87][1100/1253] lr: 1.885e-02, eta: 5:23:07, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9100, top5_acc: 0.9941, loss_cls: 0.4410, loss: 0.4410 +2024-07-03 17:19:51,363 - pyskl - INFO - Epoch [87][1200/1253] lr: 1.880e-02, eta: 5:22:42, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.4749, loss: 0.4749 +2024-07-03 17:20:04,526 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-07-03 17:20:53,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:20:53,267 - pyskl - INFO - +top1_acc 0.8444 +top5_acc 0.9751 +2024-07-03 17:20:53,269 - pyskl - INFO - Epoch(val) [87][516] top1_acc: 0.8444, top5_acc: 0.9751 +2024-07-03 17:21:37,744 - pyskl - INFO - Epoch [88][100/1253] lr: 1.874e-02, eta: 5:22:09, time: 0.445, data_time: 0.209, memory: 5176, top1_acc: 0.9309, top5_acc: 0.9928, loss_cls: 0.4041, loss: 0.4041 +2024-07-03 17:22:01,311 - pyskl - INFO - Epoch [88][200/1253] lr: 1.870e-02, eta: 5:21:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3753, loss: 0.3753 +2024-07-03 17:22:24,880 - pyskl - INFO - Epoch [88][300/1253] lr: 1.866e-02, eta: 5:21:19, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9228, top5_acc: 0.9925, loss_cls: 0.4084, loss: 0.4084 +2024-07-03 17:22:48,653 - pyskl - INFO - Epoch [88][400/1253] lr: 1.862e-02, eta: 5:20:54, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9234, top5_acc: 0.9906, loss_cls: 0.4052, loss: 0.4052 +2024-07-03 17:23:12,481 - pyskl - INFO - Epoch [88][500/1253] lr: 1.858e-02, eta: 5:20:29, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.3983, loss: 0.3983 +2024-07-03 17:23:36,340 - pyskl - INFO - Epoch [88][600/1253] lr: 1.854e-02, eta: 5:20:04, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9156, top5_acc: 0.9941, loss_cls: 0.4179, loss: 0.4179 +2024-07-03 17:24:00,325 - pyskl - INFO - Epoch [88][700/1253] lr: 1.850e-02, eta: 5:19:39, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9163, top5_acc: 0.9922, loss_cls: 0.4411, loss: 0.4411 +2024-07-03 17:24:24,310 - pyskl - INFO - Epoch [88][800/1253] lr: 1.846e-02, eta: 5:19:14, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9091, top5_acc: 0.9925, loss_cls: 0.4286, loss: 0.4286 +2024-07-03 17:24:48,205 - pyskl - INFO - Epoch [88][900/1253] lr: 1.842e-02, eta: 5:18:49, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9169, top5_acc: 0.9903, loss_cls: 0.4308, loss: 0.4308 +2024-07-03 17:25:11,775 - pyskl - INFO - Epoch [88][1000/1253] lr: 1.838e-02, eta: 5:18:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4112, loss: 0.4112 +2024-07-03 17:25:35,360 - pyskl - INFO - Epoch [88][1100/1253] lr: 1.834e-02, eta: 5:17:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9166, top5_acc: 0.9906, loss_cls: 0.4310, loss: 0.4310 +2024-07-03 17:25:58,912 - pyskl - INFO - Epoch [88][1200/1253] lr: 1.830e-02, eta: 5:17:33, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9059, top5_acc: 0.9894, loss_cls: 0.4771, loss: 0.4771 +2024-07-03 17:26:12,073 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-07-03 17:27:00,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:27:00,885 - pyskl - INFO - +top1_acc 0.8511 +top5_acc 0.9785 +2024-07-03 17:27:00,888 - pyskl - INFO - Epoch(val) [88][516] top1_acc: 0.8511, top5_acc: 0.9785 +2024-07-03 17:27:45,642 - pyskl - INFO - Epoch [89][100/1253] lr: 1.824e-02, eta: 5:17:01, time: 0.447, data_time: 0.208, memory: 5176, top1_acc: 0.9284, top5_acc: 0.9925, loss_cls: 0.3819, loss: 0.3819 +2024-07-03 17:28:09,644 - pyskl - INFO - Epoch [89][200/1253] lr: 1.820e-02, eta: 5:16:36, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9166, top5_acc: 0.9931, loss_cls: 0.4230, loss: 0.4230 +2024-07-03 17:28:33,633 - pyskl - INFO - Epoch [89][300/1253] lr: 1.816e-02, eta: 5:16:11, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9253, top5_acc: 0.9919, loss_cls: 0.3881, loss: 0.3881 +2024-07-03 17:28:57,633 - pyskl - INFO - Epoch [89][400/1253] lr: 1.812e-02, eta: 5:15:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9184, top5_acc: 0.9894, loss_cls: 0.4373, loss: 0.4373 +2024-07-03 17:29:21,643 - pyskl - INFO - Epoch [89][500/1253] lr: 1.808e-02, eta: 5:15:22, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9297, top5_acc: 0.9956, loss_cls: 0.3603, loss: 0.3603 +2024-07-03 17:29:45,625 - pyskl - INFO - Epoch [89][600/1253] lr: 1.804e-02, eta: 5:14:57, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9147, top5_acc: 0.9941, loss_cls: 0.4199, loss: 0.4199 +2024-07-03 17:30:09,612 - pyskl - INFO - Epoch [89][700/1253] lr: 1.800e-02, eta: 5:14:32, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9200, top5_acc: 0.9941, loss_cls: 0.4116, loss: 0.4116 +2024-07-03 17:30:33,613 - pyskl - INFO - Epoch [89][800/1253] lr: 1.796e-02, eta: 5:14:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9250, top5_acc: 0.9934, loss_cls: 0.3920, loss: 0.3920 +2024-07-03 17:30:57,599 - pyskl - INFO - Epoch [89][900/1253] lr: 1.792e-02, eta: 5:13:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 0.4384, loss: 0.4384 +2024-07-03 17:31:21,338 - pyskl - INFO - Epoch [89][1000/1253] lr: 1.788e-02, eta: 5:13:17, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9069, top5_acc: 0.9916, loss_cls: 0.4452, loss: 0.4452 +2024-07-03 17:31:44,881 - pyskl - INFO - Epoch [89][1100/1253] lr: 1.784e-02, eta: 5:12:52, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.4233, loss: 0.4233 +2024-07-03 17:32:08,473 - pyskl - INFO - Epoch [89][1200/1253] lr: 1.780e-02, eta: 5:12:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9237, top5_acc: 0.9928, loss_cls: 0.3992, loss: 0.3992 +2024-07-03 17:32:21,635 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-07-03 17:33:10,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:33:10,421 - pyskl - INFO - +top1_acc 0.8525 +top5_acc 0.9748 +2024-07-03 17:33:10,424 - pyskl - INFO - Epoch(val) [89][516] top1_acc: 0.8525, top5_acc: 0.9748 +2024-07-03 17:33:55,014 - pyskl - INFO - Epoch [90][100/1253] lr: 1.773e-02, eta: 5:11:54, time: 0.446, data_time: 0.208, memory: 5176, top1_acc: 0.9225, top5_acc: 0.9922, loss_cls: 0.3975, loss: 0.3975 +2024-07-03 17:34:18,754 - pyskl - INFO - Epoch [90][200/1253] lr: 1.769e-02, eta: 5:11:29, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9331, top5_acc: 0.9959, loss_cls: 0.3591, loss: 0.3591 +2024-07-03 17:34:42,485 - pyskl - INFO - Epoch [90][300/1253] lr: 1.765e-02, eta: 5:11:04, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3728, loss: 0.3728 +2024-07-03 17:35:06,134 - pyskl - INFO - Epoch [90][400/1253] lr: 1.761e-02, eta: 5:10:39, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9216, top5_acc: 0.9938, loss_cls: 0.4009, loss: 0.4009 +2024-07-03 17:35:29,760 - pyskl - INFO - Epoch [90][500/1253] lr: 1.757e-02, eta: 5:10:14, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9216, top5_acc: 0.9934, loss_cls: 0.4070, loss: 0.4070 +2024-07-03 17:35:53,590 - pyskl - INFO - Epoch [90][600/1253] lr: 1.753e-02, eta: 5:09:49, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9153, top5_acc: 0.9934, loss_cls: 0.4190, loss: 0.4190 +2024-07-03 17:36:17,318 - pyskl - INFO - Epoch [90][700/1253] lr: 1.750e-02, eta: 5:09:24, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4238, loss: 0.4238 +2024-07-03 17:36:40,884 - pyskl - INFO - Epoch [90][800/1253] lr: 1.746e-02, eta: 5:08:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9303, top5_acc: 0.9897, loss_cls: 0.3855, loss: 0.3855 +2024-07-03 17:37:04,438 - pyskl - INFO - Epoch [90][900/1253] lr: 1.742e-02, eta: 5:08:33, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9281, top5_acc: 0.9891, loss_cls: 0.3918, loss: 0.3918 +2024-07-03 17:37:28,008 - pyskl - INFO - Epoch [90][1000/1253] lr: 1.738e-02, eta: 5:08:08, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9287, top5_acc: 0.9928, loss_cls: 0.3878, loss: 0.3878 +2024-07-03 17:37:51,564 - pyskl - INFO - Epoch [90][1100/1253] lr: 1.734e-02, eta: 5:07:43, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4243, loss: 0.4243 +2024-07-03 17:38:15,124 - pyskl - INFO - Epoch [90][1200/1253] lr: 1.730e-02, eta: 5:07:18, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4425, loss: 0.4425 +2024-07-03 17:38:28,277 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-07-03 17:39:16,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:39:16,865 - pyskl - INFO - +top1_acc 0.8432 +top5_acc 0.9763 +2024-07-03 17:39:16,867 - pyskl - INFO - Epoch(val) [90][516] top1_acc: 0.8432, top5_acc: 0.9763 +2024-07-03 17:40:01,433 - pyskl - INFO - Epoch [91][100/1253] lr: 1.724e-02, eta: 5:06:45, time: 0.446, data_time: 0.209, memory: 5176, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3576, loss: 0.3576 +2024-07-03 17:40:25,051 - pyskl - INFO - Epoch [91][200/1253] lr: 1.720e-02, eta: 5:06:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9347, top5_acc: 0.9956, loss_cls: 0.3563, loss: 0.3563 +2024-07-03 17:40:48,632 - pyskl - INFO - Epoch [91][300/1253] lr: 1.716e-02, eta: 5:05:55, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9363, top5_acc: 0.9922, loss_cls: 0.3549, loss: 0.3549 +2024-07-03 17:41:13,077 - pyskl - INFO - Epoch [91][400/1253] lr: 1.712e-02, eta: 5:05:30, time: 0.244, data_time: 0.000, memory: 5176, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.3704, loss: 0.3704 +2024-07-03 17:41:37,476 - pyskl - INFO - Epoch [91][500/1253] lr: 1.708e-02, eta: 5:05:06, time: 0.244, data_time: 0.000, memory: 5176, top1_acc: 0.9241, top5_acc: 0.9956, loss_cls: 0.3911, loss: 0.3911 +2024-07-03 17:42:01,508 - pyskl - INFO - Epoch [91][600/1253] lr: 1.704e-02, eta: 5:04:41, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4082, loss: 0.4082 +2024-07-03 17:42:25,500 - pyskl - INFO - Epoch [91][700/1253] lr: 1.700e-02, eta: 5:04:16, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4179, loss: 0.4179 +2024-07-03 17:42:49,485 - pyskl - INFO - Epoch [91][800/1253] lr: 1.696e-02, eta: 5:03:51, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9228, top5_acc: 0.9925, loss_cls: 0.3947, loss: 0.3947 +2024-07-03 17:43:13,482 - pyskl - INFO - Epoch [91][900/1253] lr: 1.692e-02, eta: 5:03:26, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9275, top5_acc: 0.9941, loss_cls: 0.4048, loss: 0.4048 +2024-07-03 17:43:37,471 - pyskl - INFO - Epoch [91][1000/1253] lr: 1.688e-02, eta: 5:03:02, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9228, top5_acc: 0.9931, loss_cls: 0.3886, loss: 0.3886 +2024-07-03 17:44:01,447 - pyskl - INFO - Epoch [91][1100/1253] lr: 1.684e-02, eta: 5:02:37, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9172, top5_acc: 0.9912, loss_cls: 0.4177, loss: 0.4177 +2024-07-03 17:44:25,427 - pyskl - INFO - Epoch [91][1200/1253] lr: 1.680e-02, eta: 5:02:12, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.4246, loss: 0.4246 +2024-07-03 17:44:38,831 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-07-03 17:45:27,362 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:45:27,424 - pyskl - INFO - +top1_acc 0.8622 +top5_acc 0.9792 +2024-07-03 17:45:27,427 - pyskl - INFO - Epoch(val) [91][516] top1_acc: 0.8622, top5_acc: 0.9792 +2024-07-03 17:46:12,392 - pyskl - INFO - Epoch [92][100/1253] lr: 1.674e-02, eta: 5:01:39, time: 0.450, data_time: 0.210, memory: 5176, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.3867, loss: 0.3867 +2024-07-03 17:46:36,364 - pyskl - INFO - Epoch [92][200/1253] lr: 1.670e-02, eta: 5:01:14, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9225, top5_acc: 0.9916, loss_cls: 0.3856, loss: 0.3856 +2024-07-03 17:47:00,297 - pyskl - INFO - Epoch [92][300/1253] lr: 1.666e-02, eta: 5:00:49, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9253, top5_acc: 0.9938, loss_cls: 0.3876, loss: 0.3876 +2024-07-03 17:47:23,925 - pyskl - INFO - Epoch [92][400/1253] lr: 1.662e-02, eta: 5:00:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9316, top5_acc: 0.9947, loss_cls: 0.3563, loss: 0.3563 +2024-07-03 17:47:47,506 - pyskl - INFO - Epoch [92][500/1253] lr: 1.658e-02, eta: 4:59:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9284, top5_acc: 0.9944, loss_cls: 0.3702, loss: 0.3702 +2024-07-03 17:48:11,454 - pyskl - INFO - Epoch [92][600/1253] lr: 1.654e-02, eta: 4:59:34, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9297, top5_acc: 0.9953, loss_cls: 0.3982, loss: 0.3982 +2024-07-03 17:48:35,436 - pyskl - INFO - Epoch [92][700/1253] lr: 1.650e-02, eta: 4:59:09, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3875, loss: 0.3875 +2024-07-03 17:48:59,405 - pyskl - INFO - Epoch [92][800/1253] lr: 1.646e-02, eta: 4:58:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9278, top5_acc: 0.9956, loss_cls: 0.3634, loss: 0.3634 +2024-07-03 17:49:23,387 - pyskl - INFO - Epoch [92][900/1253] lr: 1.642e-02, eta: 4:58:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9347, top5_acc: 0.9944, loss_cls: 0.3508, loss: 0.3508 +2024-07-03 17:49:47,368 - pyskl - INFO - Epoch [92][1000/1253] lr: 1.639e-02, eta: 4:57:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9187, top5_acc: 0.9922, loss_cls: 0.4198, loss: 0.4198 +2024-07-03 17:50:11,365 - pyskl - INFO - Epoch [92][1100/1253] lr: 1.635e-02, eta: 4:57:30, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9078, top5_acc: 0.9897, loss_cls: 0.4687, loss: 0.4687 +2024-07-03 17:50:35,342 - pyskl - INFO - Epoch [92][1200/1253] lr: 1.631e-02, eta: 4:57:05, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.4371, loss: 0.4371 +2024-07-03 17:50:48,715 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-07-03 17:51:37,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:51:37,456 - pyskl - INFO - +top1_acc 0.8679 +top5_acc 0.9766 +2024-07-03 17:51:37,460 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_82.pth was removed +2024-07-03 17:51:37,688 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2024-07-03 17:51:37,689 - pyskl - INFO - Best top1_acc is 0.8679 at 92 epoch. +2024-07-03 17:51:37,693 - pyskl - INFO - Epoch(val) [92][516] top1_acc: 0.8679, top5_acc: 0.9766 +2024-07-03 17:52:22,367 - pyskl - INFO - Epoch [93][100/1253] lr: 1.625e-02, eta: 4:56:32, time: 0.447, data_time: 0.209, memory: 5176, top1_acc: 0.9434, top5_acc: 0.9959, loss_cls: 0.3169, loss: 0.3169 +2024-07-03 17:52:45,942 - pyskl - INFO - Epoch [93][200/1253] lr: 1.621e-02, eta: 4:56:07, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9416, top5_acc: 0.9931, loss_cls: 0.3395, loss: 0.3395 +2024-07-03 17:53:09,700 - pyskl - INFO - Epoch [93][300/1253] lr: 1.617e-02, eta: 4:55:42, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3658, loss: 0.3658 +2024-07-03 17:53:33,670 - pyskl - INFO - Epoch [93][400/1253] lr: 1.613e-02, eta: 4:55:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9359, top5_acc: 0.9938, loss_cls: 0.3418, loss: 0.3418 +2024-07-03 17:53:57,462 - pyskl - INFO - Epoch [93][500/1253] lr: 1.609e-02, eta: 4:54:52, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.4314, loss: 0.4314 +2024-07-03 17:54:21,426 - pyskl - INFO - Epoch [93][600/1253] lr: 1.605e-02, eta: 4:54:27, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3468, loss: 0.3468 +2024-07-03 17:54:45,263 - pyskl - INFO - Epoch [93][700/1253] lr: 1.601e-02, eta: 4:54:02, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9344, top5_acc: 0.9934, loss_cls: 0.3663, loss: 0.3663 +2024-07-03 17:55:08,985 - pyskl - INFO - Epoch [93][800/1253] lr: 1.597e-02, eta: 4:53:37, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.3888, loss: 0.3888 +2024-07-03 17:55:32,694 - pyskl - INFO - Epoch [93][900/1253] lr: 1.593e-02, eta: 4:53:12, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9269, top5_acc: 0.9934, loss_cls: 0.3774, loss: 0.3774 +2024-07-03 17:55:56,406 - pyskl - INFO - Epoch [93][1000/1253] lr: 1.590e-02, eta: 4:52:47, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.3688, loss: 0.3688 +2024-07-03 17:56:20,116 - pyskl - INFO - Epoch [93][1100/1253] lr: 1.586e-02, eta: 4:52:22, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9194, top5_acc: 0.9947, loss_cls: 0.3970, loss: 0.3970 +2024-07-03 17:56:43,829 - pyskl - INFO - Epoch [93][1200/1253] lr: 1.582e-02, eta: 4:51:57, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9234, top5_acc: 0.9938, loss_cls: 0.3999, loss: 0.3999 +2024-07-03 17:56:57,058 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-07-03 17:57:45,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 17:57:45,772 - pyskl - INFO - +top1_acc 0.8468 +top5_acc 0.9767 +2024-07-03 17:57:45,775 - pyskl - INFO - Epoch(val) [93][516] top1_acc: 0.8468, top5_acc: 0.9767 +2024-07-03 17:58:30,206 - pyskl - INFO - Epoch [94][100/1253] lr: 1.576e-02, eta: 4:51:24, time: 0.444, data_time: 0.208, memory: 5176, top1_acc: 0.9409, top5_acc: 0.9956, loss_cls: 0.3376, loss: 0.3376 +2024-07-03 17:58:53,763 - pyskl - INFO - Epoch [94][200/1253] lr: 1.572e-02, eta: 4:50:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3503, loss: 0.3503 +2024-07-03 17:59:17,476 - pyskl - INFO - Epoch [94][300/1253] lr: 1.568e-02, eta: 4:50:34, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9309, top5_acc: 0.9925, loss_cls: 0.3467, loss: 0.3467 +2024-07-03 17:59:41,179 - pyskl - INFO - Epoch [94][400/1253] lr: 1.564e-02, eta: 4:50:09, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9447, top5_acc: 0.9947, loss_cls: 0.3147, loss: 0.3147 +2024-07-03 18:00:05,021 - pyskl - INFO - Epoch [94][500/1253] lr: 1.560e-02, eta: 4:49:44, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9344, top5_acc: 0.9941, loss_cls: 0.3576, loss: 0.3576 +2024-07-03 18:00:28,722 - pyskl - INFO - Epoch [94][600/1253] lr: 1.556e-02, eta: 4:49:19, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9272, top5_acc: 0.9925, loss_cls: 0.3769, loss: 0.3769 +2024-07-03 18:00:52,266 - pyskl - INFO - Epoch [94][700/1253] lr: 1.553e-02, eta: 4:48:54, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4210, loss: 0.4210 +2024-07-03 18:01:15,802 - pyskl - INFO - Epoch [94][800/1253] lr: 1.549e-02, eta: 4:48:29, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9228, top5_acc: 0.9925, loss_cls: 0.3997, loss: 0.3997 +2024-07-03 18:01:39,340 - pyskl - INFO - Epoch [94][900/1253] lr: 1.545e-02, eta: 4:48:04, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9203, top5_acc: 0.9934, loss_cls: 0.3958, loss: 0.3958 +2024-07-03 18:02:02,894 - pyskl - INFO - Epoch [94][1000/1253] lr: 1.541e-02, eta: 4:47:39, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3755, loss: 0.3755 +2024-07-03 18:02:26,440 - pyskl - INFO - Epoch [94][1100/1253] lr: 1.537e-02, eta: 4:47:14, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9278, top5_acc: 0.9944, loss_cls: 0.3858, loss: 0.3858 +2024-07-03 18:02:50,003 - pyskl - INFO - Epoch [94][1200/1253] lr: 1.533e-02, eta: 4:46:49, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9291, top5_acc: 0.9953, loss_cls: 0.3769, loss: 0.3769 +2024-07-03 18:03:03,134 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-07-03 18:03:51,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:03:51,505 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9788 +2024-07-03 18:03:51,508 - pyskl - INFO - Epoch(val) [94][516] top1_acc: 0.8663, top5_acc: 0.9788 +2024-07-03 18:04:36,096 - pyskl - INFO - Epoch [95][100/1253] lr: 1.527e-02, eta: 4:46:15, time: 0.446, data_time: 0.207, memory: 5176, top1_acc: 0.9291, top5_acc: 0.9953, loss_cls: 0.3549, loss: 0.3549 +2024-07-03 18:05:00,097 - pyskl - INFO - Epoch [95][200/1253] lr: 1.524e-02, eta: 4:45:51, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9409, top5_acc: 0.9959, loss_cls: 0.3387, loss: 0.3387 +2024-07-03 18:05:24,084 - pyskl - INFO - Epoch [95][300/1253] lr: 1.520e-02, eta: 4:45:26, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9278, top5_acc: 0.9934, loss_cls: 0.3719, loss: 0.3719 +2024-07-03 18:05:48,110 - pyskl - INFO - Epoch [95][400/1253] lr: 1.516e-02, eta: 4:45:01, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9256, top5_acc: 0.9947, loss_cls: 0.3783, loss: 0.3783 +2024-07-03 18:06:12,110 - pyskl - INFO - Epoch [95][500/1253] lr: 1.512e-02, eta: 4:44:36, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3335, loss: 0.3335 +2024-07-03 18:06:36,051 - pyskl - INFO - Epoch [95][600/1253] lr: 1.508e-02, eta: 4:44:11, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9378, top5_acc: 0.9962, loss_cls: 0.3245, loss: 0.3245 +2024-07-03 18:06:59,856 - pyskl - INFO - Epoch [95][700/1253] lr: 1.504e-02, eta: 4:43:46, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.3892, loss: 0.3892 +2024-07-03 18:07:23,483 - pyskl - INFO - Epoch [95][800/1253] lr: 1.501e-02, eta: 4:43:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9234, top5_acc: 0.9938, loss_cls: 0.3937, loss: 0.3937 +2024-07-03 18:07:47,059 - pyskl - INFO - Epoch [95][900/1253] lr: 1.497e-02, eta: 4:42:56, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9372, top5_acc: 0.9962, loss_cls: 0.3483, loss: 0.3483 +2024-07-03 18:08:10,617 - pyskl - INFO - Epoch [95][1000/1253] lr: 1.493e-02, eta: 4:42:31, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9316, top5_acc: 0.9916, loss_cls: 0.3671, loss: 0.3671 +2024-07-03 18:08:34,190 - pyskl - INFO - Epoch [95][1100/1253] lr: 1.489e-02, eta: 4:42:06, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9297, top5_acc: 0.9938, loss_cls: 0.3697, loss: 0.3697 +2024-07-03 18:08:57,746 - pyskl - INFO - Epoch [95][1200/1253] lr: 1.485e-02, eta: 4:41:41, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9344, top5_acc: 0.9928, loss_cls: 0.3747, loss: 0.3747 +2024-07-03 18:09:10,903 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-07-03 18:09:59,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:09:59,594 - pyskl - INFO - +top1_acc 0.8617 +top5_acc 0.9777 +2024-07-03 18:09:59,597 - pyskl - INFO - Epoch(val) [95][516] top1_acc: 0.8617, top5_acc: 0.9777 +2024-07-03 18:10:44,738 - pyskl - INFO - Epoch [96][100/1253] lr: 1.479e-02, eta: 4:41:08, time: 0.451, data_time: 0.208, memory: 5176, top1_acc: 0.9369, top5_acc: 0.9941, loss_cls: 0.3584, loss: 0.3584 +2024-07-03 18:11:09,054 - pyskl - INFO - Epoch [96][200/1253] lr: 1.476e-02, eta: 4:40:43, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3073, loss: 0.3073 +2024-07-03 18:11:33,310 - pyskl - INFO - Epoch [96][300/1253] lr: 1.472e-02, eta: 4:40:19, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3075, loss: 0.3075 +2024-07-03 18:11:57,089 - pyskl - INFO - Epoch [96][400/1253] lr: 1.468e-02, eta: 4:39:54, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9334, top5_acc: 0.9938, loss_cls: 0.3375, loss: 0.3375 +2024-07-03 18:12:20,842 - pyskl - INFO - Epoch [96][500/1253] lr: 1.464e-02, eta: 4:39:29, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3758, loss: 0.3758 +2024-07-03 18:12:44,613 - pyskl - INFO - Epoch [96][600/1253] lr: 1.460e-02, eta: 4:39:04, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9363, top5_acc: 0.9934, loss_cls: 0.3432, loss: 0.3432 +2024-07-03 18:13:08,318 - pyskl - INFO - Epoch [96][700/1253] lr: 1.457e-02, eta: 4:38:39, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9266, top5_acc: 0.9944, loss_cls: 0.3543, loss: 0.3543 +2024-07-03 18:13:32,035 - pyskl - INFO - Epoch [96][800/1253] lr: 1.453e-02, eta: 4:38:14, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.3939, loss: 0.3939 +2024-07-03 18:13:55,754 - pyskl - INFO - Epoch [96][900/1253] lr: 1.449e-02, eta: 4:37:49, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9237, top5_acc: 0.9941, loss_cls: 0.3911, loss: 0.3911 +2024-07-03 18:14:19,469 - pyskl - INFO - Epoch [96][1000/1253] lr: 1.445e-02, eta: 4:37:24, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9366, top5_acc: 0.9947, loss_cls: 0.3289, loss: 0.3289 +2024-07-03 18:14:43,180 - pyskl - INFO - Epoch [96][1100/1253] lr: 1.441e-02, eta: 4:36:59, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9297, top5_acc: 0.9931, loss_cls: 0.3740, loss: 0.3740 +2024-07-03 18:15:06,913 - pyskl - INFO - Epoch [96][1200/1253] lr: 1.438e-02, eta: 4:36:34, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3909, loss: 0.3909 +2024-07-03 18:15:20,144 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-07-03 18:16:08,641 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:16:08,704 - pyskl - INFO - +top1_acc 0.8549 +top5_acc 0.9781 +2024-07-03 18:16:08,707 - pyskl - INFO - Epoch(val) [96][516] top1_acc: 0.8549, top5_acc: 0.9781 +2024-07-03 18:16:53,340 - pyskl - INFO - Epoch [97][100/1253] lr: 1.432e-02, eta: 4:36:01, time: 0.446, data_time: 0.208, memory: 5176, top1_acc: 0.9428, top5_acc: 0.9950, loss_cls: 0.3149, loss: 0.3149 +2024-07-03 18:17:17,078 - pyskl - INFO - Epoch [97][200/1253] lr: 1.428e-02, eta: 4:35:36, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.2992, loss: 0.2992 +2024-07-03 18:17:41,021 - pyskl - INFO - Epoch [97][300/1253] lr: 1.424e-02, eta: 4:35:11, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9456, top5_acc: 0.9959, loss_cls: 0.3111, loss: 0.3111 +2024-07-03 18:18:04,725 - pyskl - INFO - Epoch [97][400/1253] lr: 1.420e-02, eta: 4:34:46, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3455, loss: 0.3455 +2024-07-03 18:18:28,464 - pyskl - INFO - Epoch [97][500/1253] lr: 1.417e-02, eta: 4:34:21, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9341, top5_acc: 0.9947, loss_cls: 0.3565, loss: 0.3565 +2024-07-03 18:18:52,440 - pyskl - INFO - Epoch [97][600/1253] lr: 1.413e-02, eta: 4:33:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9381, top5_acc: 0.9966, loss_cls: 0.3404, loss: 0.3404 +2024-07-03 18:19:16,441 - pyskl - INFO - Epoch [97][700/1253] lr: 1.409e-02, eta: 4:33:31, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9341, top5_acc: 0.9947, loss_cls: 0.3442, loss: 0.3442 +2024-07-03 18:19:40,411 - pyskl - INFO - Epoch [97][800/1253] lr: 1.405e-02, eta: 4:33:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9322, top5_acc: 0.9959, loss_cls: 0.3618, loss: 0.3618 +2024-07-03 18:20:04,387 - pyskl - INFO - Epoch [97][900/1253] lr: 1.402e-02, eta: 4:32:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9328, top5_acc: 0.9938, loss_cls: 0.3635, loss: 0.3635 +2024-07-03 18:20:28,370 - pyskl - INFO - Epoch [97][1000/1253] lr: 1.398e-02, eta: 4:32:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3389, loss: 0.3389 +2024-07-03 18:20:51,949 - pyskl - INFO - Epoch [97][1100/1253] lr: 1.394e-02, eta: 4:31:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.3675, loss: 0.3675 +2024-07-03 18:21:15,507 - pyskl - INFO - Epoch [97][1200/1253] lr: 1.390e-02, eta: 4:31:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9319, top5_acc: 0.9922, loss_cls: 0.3730, loss: 0.3730 +2024-07-03 18:21:28,674 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-07-03 18:22:17,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:22:17,524 - pyskl - INFO - +top1_acc 0.8630 +top5_acc 0.9788 +2024-07-03 18:22:17,526 - pyskl - INFO - Epoch(val) [97][516] top1_acc: 0.8630, top5_acc: 0.9788 +2024-07-03 18:23:02,659 - pyskl - INFO - Epoch [98][100/1253] lr: 1.385e-02, eta: 4:30:54, time: 0.451, data_time: 0.208, memory: 5176, top1_acc: 0.9506, top5_acc: 0.9953, loss_cls: 0.2931, loss: 0.2931 +2024-07-03 18:23:26,977 - pyskl - INFO - Epoch [98][200/1253] lr: 1.381e-02, eta: 4:30:29, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.9491, top5_acc: 0.9969, loss_cls: 0.2874, loss: 0.2874 +2024-07-03 18:23:50,916 - pyskl - INFO - Epoch [98][300/1253] lr: 1.377e-02, eta: 4:30:04, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2917, loss: 0.2917 +2024-07-03 18:24:14,833 - pyskl - INFO - Epoch [98][400/1253] lr: 1.374e-02, eta: 4:29:39, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9372, top5_acc: 0.9950, loss_cls: 0.3151, loss: 0.3151 +2024-07-03 18:24:38,578 - pyskl - INFO - Epoch [98][500/1253] lr: 1.370e-02, eta: 4:29:14, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9378, top5_acc: 0.9938, loss_cls: 0.3348, loss: 0.3348 +2024-07-03 18:25:02,523 - pyskl - INFO - Epoch [98][600/1253] lr: 1.366e-02, eta: 4:28:50, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9400, top5_acc: 0.9934, loss_cls: 0.3107, loss: 0.3107 +2024-07-03 18:25:26,519 - pyskl - INFO - Epoch [98][700/1253] lr: 1.362e-02, eta: 4:28:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3207, loss: 0.3207 +2024-07-03 18:25:50,520 - pyskl - INFO - Epoch [98][800/1253] lr: 1.359e-02, eta: 4:28:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9466, top5_acc: 0.9934, loss_cls: 0.2966, loss: 0.2966 +2024-07-03 18:26:14,511 - pyskl - INFO - Epoch [98][900/1253] lr: 1.355e-02, eta: 4:27:35, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3177, loss: 0.3177 +2024-07-03 18:26:38,493 - pyskl - INFO - Epoch [98][1000/1253] lr: 1.351e-02, eta: 4:27:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3680, loss: 0.3680 +2024-07-03 18:27:02,457 - pyskl - INFO - Epoch [98][1100/1253] lr: 1.347e-02, eta: 4:26:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.3362, loss: 0.3362 +2024-07-03 18:27:26,188 - pyskl - INFO - Epoch [98][1200/1253] lr: 1.344e-02, eta: 4:26:21, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9322, top5_acc: 0.9950, loss_cls: 0.3520, loss: 0.3520 +2024-07-03 18:27:39,413 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-07-03 18:28:28,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:28:28,120 - pyskl - INFO - +top1_acc 0.8616 +top5_acc 0.9777 +2024-07-03 18:28:28,122 - pyskl - INFO - Epoch(val) [98][516] top1_acc: 0.8616, top5_acc: 0.9777 +2024-07-03 18:29:13,153 - pyskl - INFO - Epoch [99][100/1253] lr: 1.338e-02, eta: 4:25:47, time: 0.450, data_time: 0.209, memory: 5176, top1_acc: 0.9475, top5_acc: 0.9972, loss_cls: 0.2894, loss: 0.2894 +2024-07-03 18:29:37,169 - pyskl - INFO - Epoch [99][200/1253] lr: 1.334e-02, eta: 4:25:22, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9475, top5_acc: 0.9978, loss_cls: 0.2797, loss: 0.2797 +2024-07-03 18:30:01,028 - pyskl - INFO - Epoch [99][300/1253] lr: 1.331e-02, eta: 4:24:58, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9384, top5_acc: 0.9962, loss_cls: 0.3142, loss: 0.3142 +2024-07-03 18:30:24,830 - pyskl - INFO - Epoch [99][400/1253] lr: 1.327e-02, eta: 4:24:33, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9484, top5_acc: 0.9956, loss_cls: 0.3051, loss: 0.3051 +2024-07-03 18:30:48,681 - pyskl - INFO - Epoch [99][500/1253] lr: 1.323e-02, eta: 4:24:08, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.3001, loss: 0.3001 +2024-07-03 18:31:12,488 - pyskl - INFO - Epoch [99][600/1253] lr: 1.320e-02, eta: 4:23:43, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9441, top5_acc: 0.9959, loss_cls: 0.3094, loss: 0.3094 +2024-07-03 18:31:36,048 - pyskl - INFO - Epoch [99][700/1253] lr: 1.316e-02, eta: 4:23:18, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9422, top5_acc: 0.9962, loss_cls: 0.3167, loss: 0.3167 +2024-07-03 18:31:59,618 - pyskl - INFO - Epoch [99][800/1253] lr: 1.312e-02, eta: 4:22:53, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3402, loss: 0.3402 +2024-07-03 18:32:23,182 - pyskl - INFO - Epoch [99][900/1253] lr: 1.309e-02, eta: 4:22:28, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.3340, loss: 0.3340 +2024-07-03 18:32:46,737 - pyskl - INFO - Epoch [99][1000/1253] lr: 1.305e-02, eta: 4:22:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9359, top5_acc: 0.9934, loss_cls: 0.3494, loss: 0.3494 +2024-07-03 18:33:10,292 - pyskl - INFO - Epoch [99][1100/1253] lr: 1.301e-02, eta: 4:21:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9366, top5_acc: 0.9956, loss_cls: 0.3400, loss: 0.3400 +2024-07-03 18:33:33,853 - pyskl - INFO - Epoch [99][1200/1253] lr: 1.298e-02, eta: 4:21:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9272, top5_acc: 0.9922, loss_cls: 0.3655, loss: 0.3655 +2024-07-03 18:33:47,004 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-07-03 18:34:35,667 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:34:35,729 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9754 +2024-07-03 18:34:35,732 - pyskl - INFO - Epoch(val) [99][516] top1_acc: 0.8496, top5_acc: 0.9754 +2024-07-03 18:35:20,364 - pyskl - INFO - Epoch [100][100/1253] lr: 1.292e-02, eta: 4:20:39, time: 0.446, data_time: 0.210, memory: 5176, top1_acc: 0.9453, top5_acc: 0.9962, loss_cls: 0.2988, loss: 0.2988 +2024-07-03 18:35:43,993 - pyskl - INFO - Epoch [100][200/1253] lr: 1.288e-02, eta: 4:20:14, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9484, top5_acc: 0.9956, loss_cls: 0.2765, loss: 0.2765 +2024-07-03 18:36:07,932 - pyskl - INFO - Epoch [100][300/1253] lr: 1.285e-02, eta: 4:19:49, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9544, top5_acc: 0.9966, loss_cls: 0.2822, loss: 0.2822 +2024-07-03 18:36:31,967 - pyskl - INFO - Epoch [100][400/1253] lr: 1.281e-02, eta: 4:19:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3111, loss: 0.3111 +2024-07-03 18:36:56,026 - pyskl - INFO - Epoch [100][500/1253] lr: 1.277e-02, eta: 4:19:00, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3433, loss: 0.3433 +2024-07-03 18:37:20,042 - pyskl - INFO - Epoch [100][600/1253] lr: 1.274e-02, eta: 4:18:35, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.3084, loss: 0.3084 +2024-07-03 18:37:44,033 - pyskl - INFO - Epoch [100][700/1253] lr: 1.270e-02, eta: 4:18:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9356, top5_acc: 0.9953, loss_cls: 0.3295, loss: 0.3295 +2024-07-03 18:38:08,025 - pyskl - INFO - Epoch [100][800/1253] lr: 1.266e-02, eta: 4:17:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9472, top5_acc: 0.9959, loss_cls: 0.2998, loss: 0.2998 +2024-07-03 18:38:32,009 - pyskl - INFO - Epoch [100][900/1253] lr: 1.263e-02, eta: 4:17:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3051, loss: 0.3051 +2024-07-03 18:38:56,005 - pyskl - INFO - Epoch [100][1000/1253] lr: 1.259e-02, eta: 4:16:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9353, top5_acc: 0.9953, loss_cls: 0.3306, loss: 0.3306 +2024-07-03 18:39:19,992 - pyskl - INFO - Epoch [100][1100/1253] lr: 1.256e-02, eta: 4:16:31, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2839, loss: 0.2839 +2024-07-03 18:39:43,973 - pyskl - INFO - Epoch [100][1200/1253] lr: 1.252e-02, eta: 4:16:06, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9434, top5_acc: 0.9947, loss_cls: 0.3142, loss: 0.3142 +2024-07-03 18:39:57,362 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-07-03 18:40:45,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:40:46,020 - pyskl - INFO - +top1_acc 0.8398 +top5_acc 0.9735 +2024-07-03 18:40:46,023 - pyskl - INFO - Epoch(val) [100][516] top1_acc: 0.8398, top5_acc: 0.9735 +2024-07-03 18:41:30,973 - pyskl - INFO - Epoch [101][100/1253] lr: 1.246e-02, eta: 4:15:33, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.9563, top5_acc: 0.9966, loss_cls: 0.2607, loss: 0.2607 +2024-07-03 18:41:54,799 - pyskl - INFO - Epoch [101][200/1253] lr: 1.243e-02, eta: 4:15:08, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2953, loss: 0.2953 +2024-07-03 18:42:18,814 - pyskl - INFO - Epoch [101][300/1253] lr: 1.239e-02, eta: 4:14:43, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2834, loss: 0.2834 +2024-07-03 18:42:42,733 - pyskl - INFO - Epoch [101][400/1253] lr: 1.236e-02, eta: 4:14:18, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9469, top5_acc: 0.9953, loss_cls: 0.2832, loss: 0.2832 +2024-07-03 18:43:06,443 - pyskl - INFO - Epoch [101][500/1253] lr: 1.232e-02, eta: 4:13:53, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 0.3122, loss: 0.3122 +2024-07-03 18:43:30,008 - pyskl - INFO - Epoch [101][600/1253] lr: 1.228e-02, eta: 4:13:28, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9503, top5_acc: 0.9981, loss_cls: 0.2843, loss: 0.2843 +2024-07-03 18:43:53,577 - pyskl - INFO - Epoch [101][700/1253] lr: 1.225e-02, eta: 4:13:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9547, top5_acc: 0.9959, loss_cls: 0.2667, loss: 0.2667 +2024-07-03 18:44:17,152 - pyskl - INFO - Epoch [101][800/1253] lr: 1.221e-02, eta: 4:12:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2933, loss: 0.2933 +2024-07-03 18:44:40,713 - pyskl - INFO - Epoch [101][900/1253] lr: 1.218e-02, eta: 4:12:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9400, top5_acc: 0.9953, loss_cls: 0.3068, loss: 0.3068 +2024-07-03 18:45:04,276 - pyskl - INFO - Epoch [101][1000/1253] lr: 1.214e-02, eta: 4:11:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9231, top5_acc: 0.9941, loss_cls: 0.3850, loss: 0.3850 +2024-07-03 18:45:27,846 - pyskl - INFO - Epoch [101][1100/1253] lr: 1.210e-02, eta: 4:11:23, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.3119, loss: 0.3119 +2024-07-03 18:45:51,416 - pyskl - INFO - Epoch [101][1200/1253] lr: 1.207e-02, eta: 4:10:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3118, loss: 0.3118 +2024-07-03 18:46:04,565 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-07-03 18:46:53,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:46:53,395 - pyskl - INFO - +top1_acc 0.8702 +top5_acc 0.9788 +2024-07-03 18:46:53,398 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_92.pth was removed +2024-07-03 18:46:53,631 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2024-07-03 18:46:53,632 - pyskl - INFO - Best top1_acc is 0.8702 at 101 epoch. +2024-07-03 18:46:53,636 - pyskl - INFO - Epoch(val) [101][516] top1_acc: 0.8702, top5_acc: 0.9788 +2024-07-03 18:47:38,522 - pyskl - INFO - Epoch [102][100/1253] lr: 1.201e-02, eta: 4:10:25, time: 0.449, data_time: 0.208, memory: 5176, top1_acc: 0.9456, top5_acc: 0.9972, loss_cls: 0.3033, loss: 0.3033 +2024-07-03 18:48:02,280 - pyskl - INFO - Epoch [102][200/1253] lr: 1.198e-02, eta: 4:10:00, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2567, loss: 0.2567 +2024-07-03 18:48:26,328 - pyskl - INFO - Epoch [102][300/1253] lr: 1.194e-02, eta: 4:09:35, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9466, top5_acc: 0.9981, loss_cls: 0.2750, loss: 0.2750 +2024-07-03 18:48:50,192 - pyskl - INFO - Epoch [102][400/1253] lr: 1.191e-02, eta: 4:09:10, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.2940, loss: 0.2940 +2024-07-03 18:49:13,934 - pyskl - INFO - Epoch [102][500/1253] lr: 1.187e-02, eta: 4:08:45, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.2951, loss: 0.2951 +2024-07-03 18:49:37,552 - pyskl - INFO - Epoch [102][600/1253] lr: 1.184e-02, eta: 4:08:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9481, top5_acc: 0.9966, loss_cls: 0.2949, loss: 0.2949 +2024-07-03 18:50:01,167 - pyskl - INFO - Epoch [102][700/1253] lr: 1.180e-02, eta: 4:07:55, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3240, loss: 0.3240 +2024-07-03 18:50:24,962 - pyskl - INFO - Epoch [102][800/1253] lr: 1.176e-02, eta: 4:07:31, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2959, loss: 0.2959 +2024-07-03 18:50:48,710 - pyskl - INFO - Epoch [102][900/1253] lr: 1.173e-02, eta: 4:07:06, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9494, top5_acc: 0.9953, loss_cls: 0.2600, loss: 0.2600 +2024-07-03 18:51:12,270 - pyskl - INFO - Epoch [102][1000/1253] lr: 1.169e-02, eta: 4:06:41, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9406, top5_acc: 0.9953, loss_cls: 0.3257, loss: 0.3257 +2024-07-03 18:51:35,855 - pyskl - INFO - Epoch [102][1100/1253] lr: 1.166e-02, eta: 4:06:16, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9369, top5_acc: 0.9953, loss_cls: 0.3332, loss: 0.3332 +2024-07-03 18:51:59,577 - pyskl - INFO - Epoch [102][1200/1253] lr: 1.162e-02, eta: 4:05:51, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9494, top5_acc: 0.9972, loss_cls: 0.2785, loss: 0.2785 +2024-07-03 18:52:12,754 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-07-03 18:53:01,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:53:01,473 - pyskl - INFO - +top1_acc 0.8628 +top5_acc 0.9800 +2024-07-03 18:53:01,476 - pyskl - INFO - Epoch(val) [102][516] top1_acc: 0.8628, top5_acc: 0.9800 +2024-07-03 18:53:46,689 - pyskl - INFO - Epoch [103][100/1253] lr: 1.157e-02, eta: 4:05:17, time: 0.452, data_time: 0.208, memory: 5176, top1_acc: 0.9497, top5_acc: 0.9984, loss_cls: 0.2648, loss: 0.2648 +2024-07-03 18:54:10,760 - pyskl - INFO - Epoch [103][200/1253] lr: 1.153e-02, eta: 4:04:52, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.9506, top5_acc: 0.9959, loss_cls: 0.2809, loss: 0.2809 +2024-07-03 18:54:34,569 - pyskl - INFO - Epoch [103][300/1253] lr: 1.150e-02, eta: 4:04:27, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9553, top5_acc: 0.9966, loss_cls: 0.2640, loss: 0.2640 +2024-07-03 18:54:58,568 - pyskl - INFO - Epoch [103][400/1253] lr: 1.146e-02, eta: 4:04:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9472, top5_acc: 0.9947, loss_cls: 0.2915, loss: 0.2915 +2024-07-03 18:55:22,558 - pyskl - INFO - Epoch [103][500/1253] lr: 1.143e-02, eta: 4:03:38, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9563, top5_acc: 0.9938, loss_cls: 0.2752, loss: 0.2752 +2024-07-03 18:55:46,552 - pyskl - INFO - Epoch [103][600/1253] lr: 1.139e-02, eta: 4:03:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9541, top5_acc: 0.9972, loss_cls: 0.2686, loss: 0.2686 +2024-07-03 18:56:10,543 - pyskl - INFO - Epoch [103][700/1253] lr: 1.136e-02, eta: 4:02:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9525, top5_acc: 0.9966, loss_cls: 0.2714, loss: 0.2714 +2024-07-03 18:56:34,537 - pyskl - INFO - Epoch [103][800/1253] lr: 1.132e-02, eta: 4:02:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9500, top5_acc: 0.9966, loss_cls: 0.2826, loss: 0.2826 +2024-07-03 18:56:58,537 - pyskl - INFO - Epoch [103][900/1253] lr: 1.129e-02, eta: 4:01:59, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9497, top5_acc: 0.9978, loss_cls: 0.2747, loss: 0.2747 +2024-07-03 18:57:22,524 - pyskl - INFO - Epoch [103][1000/1253] lr: 1.125e-02, eta: 4:01:34, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9484, top5_acc: 0.9947, loss_cls: 0.2928, loss: 0.2928 +2024-07-03 18:57:46,528 - pyskl - INFO - Epoch [103][1100/1253] lr: 1.122e-02, eta: 4:01:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9544, top5_acc: 0.9966, loss_cls: 0.2646, loss: 0.2646 +2024-07-03 18:58:10,528 - pyskl - INFO - Epoch [103][1200/1253] lr: 1.118e-02, eta: 4:00:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9416, top5_acc: 0.9981, loss_cls: 0.3180, loss: 0.3180 +2024-07-03 18:58:23,912 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-07-03 18:59:12,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 18:59:12,690 - pyskl - INFO - +top1_acc 0.8677 +top5_acc 0.9783 +2024-07-03 18:59:12,692 - pyskl - INFO - Epoch(val) [103][516] top1_acc: 0.8677, top5_acc: 0.9783 +2024-07-03 18:59:57,252 - pyskl - INFO - Epoch [104][100/1253] lr: 1.113e-02, eta: 4:00:10, time: 0.446, data_time: 0.209, memory: 5176, top1_acc: 0.9559, top5_acc: 0.9981, loss_cls: 0.2593, loss: 0.2593 +2024-07-03 19:00:21,217 - pyskl - INFO - Epoch [104][200/1253] lr: 1.110e-02, eta: 3:59:46, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9597, top5_acc: 0.9978, loss_cls: 0.2271, loss: 0.2271 +2024-07-03 19:00:45,262 - pyskl - INFO - Epoch [104][300/1253] lr: 1.106e-02, eta: 3:59:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9600, top5_acc: 0.9972, loss_cls: 0.2335, loss: 0.2335 +2024-07-03 19:01:09,244 - pyskl - INFO - Epoch [104][400/1253] lr: 1.103e-02, eta: 3:58:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2228, loss: 0.2228 +2024-07-03 19:01:33,246 - pyskl - INFO - Epoch [104][500/1253] lr: 1.099e-02, eta: 3:58:32, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9525, top5_acc: 0.9959, loss_cls: 0.2604, loss: 0.2604 +2024-07-03 19:01:57,243 - pyskl - INFO - Epoch [104][600/1253] lr: 1.096e-02, eta: 3:58:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9578, top5_acc: 0.9953, loss_cls: 0.2535, loss: 0.2535 +2024-07-03 19:02:21,246 - pyskl - INFO - Epoch [104][700/1253] lr: 1.092e-02, eta: 3:57:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9437, top5_acc: 0.9953, loss_cls: 0.3038, loss: 0.3038 +2024-07-03 19:02:45,233 - pyskl - INFO - Epoch [104][800/1253] lr: 1.089e-02, eta: 3:57:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9494, top5_acc: 0.9934, loss_cls: 0.2847, loss: 0.2847 +2024-07-03 19:03:09,216 - pyskl - INFO - Epoch [104][900/1253] lr: 1.085e-02, eta: 3:56:53, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9525, top5_acc: 0.9984, loss_cls: 0.2658, loss: 0.2658 +2024-07-03 19:03:33,216 - pyskl - INFO - Epoch [104][1000/1253] lr: 1.082e-02, eta: 3:56:28, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9441, top5_acc: 0.9953, loss_cls: 0.3022, loss: 0.3022 +2024-07-03 19:03:57,209 - pyskl - INFO - Epoch [104][1100/1253] lr: 1.079e-02, eta: 3:56:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9416, top5_acc: 0.9959, loss_cls: 0.2948, loss: 0.2948 +2024-07-03 19:04:21,203 - pyskl - INFO - Epoch [104][1200/1253] lr: 1.075e-02, eta: 3:55:38, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9422, top5_acc: 0.9962, loss_cls: 0.3053, loss: 0.3053 +2024-07-03 19:04:34,569 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-07-03 19:05:23,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 19:05:23,289 - pyskl - INFO - +top1_acc 0.8542 +top5_acc 0.9796 +2024-07-03 19:05:23,292 - pyskl - INFO - Epoch(val) [104][516] top1_acc: 0.8542, top5_acc: 0.9796 +2024-07-03 19:06:07,967 - pyskl - INFO - Epoch [105][100/1253] lr: 1.070e-02, eta: 3:55:04, time: 0.447, data_time: 0.209, memory: 5176, top1_acc: 0.9522, top5_acc: 0.9969, loss_cls: 0.2559, loss: 0.2559 +2024-07-03 19:06:31,709 - pyskl - INFO - Epoch [105][200/1253] lr: 1.066e-02, eta: 3:54:39, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9606, top5_acc: 0.9984, loss_cls: 0.2259, loss: 0.2259 +2024-07-03 19:06:55,479 - pyskl - INFO - Epoch [105][300/1253] lr: 1.063e-02, eta: 3:54:14, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9613, top5_acc: 0.9972, loss_cls: 0.2308, loss: 0.2308 +2024-07-03 19:07:19,305 - pyskl - INFO - Epoch [105][400/1253] lr: 1.060e-02, eta: 3:53:50, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2200, loss: 0.2200 +2024-07-03 19:07:42,884 - pyskl - INFO - Epoch [105][500/1253] lr: 1.056e-02, eta: 3:53:25, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9484, top5_acc: 0.9975, loss_cls: 0.2601, loss: 0.2601 +2024-07-03 19:08:06,453 - pyskl - INFO - Epoch [105][600/1253] lr: 1.053e-02, eta: 3:53:00, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9519, top5_acc: 0.9972, loss_cls: 0.2608, loss: 0.2608 +2024-07-03 19:08:30,019 - pyskl - INFO - Epoch [105][700/1253] lr: 1.049e-02, eta: 3:52:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2856, loss: 0.2856 +2024-07-03 19:08:53,590 - pyskl - INFO - Epoch [105][800/1253] lr: 1.046e-02, eta: 3:52:10, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9497, top5_acc: 0.9969, loss_cls: 0.2657, loss: 0.2657 +2024-07-03 19:09:17,157 - pyskl - INFO - Epoch [105][900/1253] lr: 1.043e-02, eta: 3:51:45, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9566, top5_acc: 0.9969, loss_cls: 0.2560, loss: 0.2560 +2024-07-03 19:09:40,726 - pyskl - INFO - Epoch [105][1000/1253] lr: 1.039e-02, eta: 3:51:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9516, top5_acc: 0.9969, loss_cls: 0.2630, loss: 0.2630 +2024-07-03 19:10:04,292 - pyskl - INFO - Epoch [105][1100/1253] lr: 1.036e-02, eta: 3:50:55, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9513, top5_acc: 0.9959, loss_cls: 0.2702, loss: 0.2702 +2024-07-03 19:10:27,857 - pyskl - INFO - Epoch [105][1200/1253] lr: 1.032e-02, eta: 3:50:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9541, top5_acc: 0.9972, loss_cls: 0.2721, loss: 0.2721 +2024-07-03 19:10:40,992 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-07-03 19:11:29,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 19:11:29,816 - pyskl - INFO - +top1_acc 0.8588 +top5_acc 0.9788 +2024-07-03 19:11:29,819 - pyskl - INFO - Epoch(val) [105][516] top1_acc: 0.8588, top5_acc: 0.9788 +2024-07-03 19:12:14,616 - pyskl - INFO - Epoch [106][100/1253] lr: 1.027e-02, eta: 3:49:56, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9553, top5_acc: 0.9972, loss_cls: 0.2430, loss: 0.2430 +2024-07-03 19:12:38,320 - pyskl - INFO - Epoch [106][200/1253] lr: 1.024e-02, eta: 3:49:31, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9647, top5_acc: 0.9981, loss_cls: 0.2235, loss: 0.2235 +2024-07-03 19:13:02,071 - pyskl - INFO - Epoch [106][300/1253] lr: 1.020e-02, eta: 3:49:06, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9666, top5_acc: 0.9981, loss_cls: 0.2159, loss: 0.2159 +2024-07-03 19:13:25,959 - pyskl - INFO - Epoch [106][400/1253] lr: 1.017e-02, eta: 3:48:41, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9578, top5_acc: 0.9969, loss_cls: 0.2533, loss: 0.2533 +2024-07-03 19:13:49,965 - pyskl - INFO - Epoch [106][500/1253] lr: 1.014e-02, eta: 3:48:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9609, top5_acc: 0.9975, loss_cls: 0.2320, loss: 0.2320 +2024-07-03 19:14:13,752 - pyskl - INFO - Epoch [106][600/1253] lr: 1.010e-02, eta: 3:47:52, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9578, top5_acc: 0.9978, loss_cls: 0.2421, loss: 0.2421 +2024-07-03 19:14:37,357 - pyskl - INFO - Epoch [106][700/1253] lr: 1.007e-02, eta: 3:47:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9497, top5_acc: 0.9966, loss_cls: 0.2812, loss: 0.2812 +2024-07-03 19:15:00,926 - pyskl - INFO - Epoch [106][800/1253] lr: 1.004e-02, eta: 3:47:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9491, top5_acc: 0.9975, loss_cls: 0.2663, loss: 0.2663 +2024-07-03 19:15:24,504 - pyskl - INFO - Epoch [106][900/1253] lr: 1.000e-02, eta: 3:46:37, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2349, loss: 0.2349 +2024-07-03 19:15:48,079 - pyskl - INFO - Epoch [106][1000/1253] lr: 9.970e-03, eta: 3:46:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9456, top5_acc: 0.9953, loss_cls: 0.2848, loss: 0.2848 +2024-07-03 19:16:11,661 - pyskl - INFO - Epoch [106][1100/1253] lr: 9.936e-03, eta: 3:45:47, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9525, top5_acc: 0.9972, loss_cls: 0.2537, loss: 0.2537 +2024-07-03 19:16:35,240 - pyskl - INFO - Epoch [106][1200/1253] lr: 9.903e-03, eta: 3:45:22, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9484, top5_acc: 0.9975, loss_cls: 0.2669, loss: 0.2669 +2024-07-03 19:16:48,381 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-07-03 19:17:36,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 19:17:36,956 - pyskl - INFO - +top1_acc 0.8777 +top5_acc 0.9794 +2024-07-03 19:17:36,959 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_101.pth was removed +2024-07-03 19:17:37,188 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2024-07-03 19:17:37,189 - pyskl - INFO - Best top1_acc is 0.8777 at 106 epoch. +2024-07-03 19:17:37,193 - pyskl - INFO - Epoch(val) [106][516] top1_acc: 0.8777, top5_acc: 0.9794 +2024-07-03 19:18:22,598 - pyskl - INFO - Epoch [107][100/1253] lr: 9.852e-03, eta: 3:44:48, time: 0.454, data_time: 0.214, memory: 5176, top1_acc: 0.9609, top5_acc: 0.9988, loss_cls: 0.2297, loss: 0.2297 +2024-07-03 19:18:46,588 - pyskl - INFO - Epoch [107][200/1253] lr: 9.819e-03, eta: 3:44:23, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9525, top5_acc: 0.9972, loss_cls: 0.2499, loss: 0.2499 +2024-07-03 19:19:10,419 - pyskl - INFO - Epoch [107][300/1253] lr: 9.786e-03, eta: 3:43:59, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9553, top5_acc: 0.9966, loss_cls: 0.2357, loss: 0.2357 +2024-07-03 19:19:34,178 - pyskl - INFO - Epoch [107][400/1253] lr: 9.753e-03, eta: 3:43:34, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9594, top5_acc: 0.9972, loss_cls: 0.2369, loss: 0.2369 +2024-07-03 19:19:58,150 - pyskl - INFO - Epoch [107][500/1253] lr: 9.719e-03, eta: 3:43:09, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9578, top5_acc: 0.9972, loss_cls: 0.2372, loss: 0.2372 +2024-07-03 19:20:22,077 - pyskl - INFO - Epoch [107][600/1253] lr: 9.686e-03, eta: 3:42:44, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9578, top5_acc: 0.9981, loss_cls: 0.2482, loss: 0.2482 +2024-07-03 19:20:45,633 - pyskl - INFO - Epoch [107][700/1253] lr: 9.653e-03, eta: 3:42:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9519, top5_acc: 0.9978, loss_cls: 0.2606, loss: 0.2606 +2024-07-03 19:21:09,190 - pyskl - INFO - Epoch [107][800/1253] lr: 9.620e-03, eta: 3:41:55, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9622, top5_acc: 0.9991, loss_cls: 0.2244, loss: 0.2244 +2024-07-03 19:21:32,748 - pyskl - INFO - Epoch [107][900/1253] lr: 9.588e-03, eta: 3:41:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9547, top5_acc: 0.9972, loss_cls: 0.2487, loss: 0.2487 +2024-07-03 19:21:56,318 - pyskl - INFO - Epoch [107][1000/1253] lr: 9.555e-03, eta: 3:41:05, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9503, top5_acc: 0.9953, loss_cls: 0.2875, loss: 0.2875 +2024-07-03 19:22:20,141 - pyskl - INFO - Epoch [107][1100/1253] lr: 9.522e-03, eta: 3:40:40, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9563, top5_acc: 0.9966, loss_cls: 0.2554, loss: 0.2554 +2024-07-03 19:22:44,125 - pyskl - INFO - Epoch [107][1200/1253] lr: 9.489e-03, eta: 3:40:15, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9503, top5_acc: 0.9969, loss_cls: 0.2675, loss: 0.2675 +2024-07-03 19:22:57,495 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-07-03 19:23:46,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 19:23:46,395 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9803 +2024-07-03 19:23:46,399 - pyskl - INFO - Epoch(val) [107][516] top1_acc: 0.8775, top5_acc: 0.9803 +2024-07-03 19:24:31,177 - pyskl - INFO - Epoch [108][100/1253] lr: 9.439e-03, eta: 3:39:41, time: 0.448, data_time: 0.210, memory: 5176, top1_acc: 0.9706, top5_acc: 0.9972, loss_cls: 0.1829, loss: 0.1829 +2024-07-03 19:24:55,138 - pyskl - INFO - Epoch [108][200/1253] lr: 9.406e-03, eta: 3:39:16, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9722, top5_acc: 0.9978, loss_cls: 0.1832, loss: 0.1832 +2024-07-03 19:25:18,891 - pyskl - INFO - Epoch [108][300/1253] lr: 9.374e-03, eta: 3:38:51, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9703, top5_acc: 0.9991, loss_cls: 0.1910, loss: 0.1910 +2024-07-03 19:25:42,875 - pyskl - INFO - Epoch [108][400/1253] lr: 9.341e-03, eta: 3:38:27, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9666, top5_acc: 0.9981, loss_cls: 0.2038, loss: 0.2038 +2024-07-03 19:26:06,517 - pyskl - INFO - Epoch [108][500/1253] lr: 9.308e-03, eta: 3:38:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9684, top5_acc: 0.9984, loss_cls: 0.2007, loss: 0.2007 +2024-07-03 19:26:30,091 - pyskl - INFO - Epoch [108][600/1253] lr: 9.276e-03, eta: 3:37:37, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2254, loss: 0.2254 +2024-07-03 19:26:53,669 - pyskl - INFO - Epoch [108][700/1253] lr: 9.243e-03, eta: 3:37:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9634, top5_acc: 0.9997, loss_cls: 0.2093, loss: 0.2093 +2024-07-03 19:27:17,249 - pyskl - INFO - Epoch [108][800/1253] lr: 9.211e-03, eta: 3:36:47, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9597, top5_acc: 0.9966, loss_cls: 0.2306, loss: 0.2306 +2024-07-03 19:27:40,822 - pyskl - INFO - Epoch [108][900/1253] lr: 9.179e-03, eta: 3:36:22, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2246, loss: 0.2246 +2024-07-03 19:28:04,412 - pyskl - INFO - Epoch [108][1000/1253] lr: 9.146e-03, eta: 3:35:57, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 0.1960, loss: 0.1960 +2024-07-03 19:28:28,379 - pyskl - INFO - Epoch [108][1100/1253] lr: 9.114e-03, eta: 3:35:33, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9666, top5_acc: 0.9972, loss_cls: 0.2032, loss: 0.2032 +2024-07-03 19:28:52,372 - pyskl - INFO - Epoch [108][1200/1253] lr: 9.082e-03, eta: 3:35:08, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9509, top5_acc: 0.9988, loss_cls: 0.2599, loss: 0.2599 +2024-07-03 19:29:05,734 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-07-03 19:29:54,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 19:29:54,343 - pyskl - INFO - +top1_acc 0.8852 +top5_acc 0.9822 +2024-07-03 19:29:54,347 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_106.pth was removed +2024-07-03 19:29:54,564 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2024-07-03 19:29:54,565 - pyskl - INFO - Best top1_acc is 0.8852 at 108 epoch. +2024-07-03 19:29:54,569 - pyskl - INFO - Epoch(val) [108][516] top1_acc: 0.8852, top5_acc: 0.9822 +2024-07-03 19:30:39,327 - pyskl - INFO - Epoch [109][100/1253] lr: 9.033e-03, eta: 3:34:33, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9697, top5_acc: 0.9988, loss_cls: 0.1910, loss: 0.1910 +2024-07-03 19:31:03,225 - pyskl - INFO - Epoch [109][200/1253] lr: 9.000e-03, eta: 3:34:08, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9697, top5_acc: 0.9991, loss_cls: 0.1822, loss: 0.1822 +2024-07-03 19:31:27,244 - pyskl - INFO - Epoch [109][300/1253] lr: 8.968e-03, eta: 3:33:44, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9656, top5_acc: 0.9991, loss_cls: 0.2100, loss: 0.2100 +2024-07-03 19:31:51,021 - pyskl - INFO - Epoch [109][400/1253] lr: 8.936e-03, eta: 3:33:19, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2090, loss: 0.2090 +2024-07-03 19:32:14,740 - pyskl - INFO - Epoch [109][500/1253] lr: 8.904e-03, eta: 3:32:54, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9609, top5_acc: 0.9972, loss_cls: 0.2280, loss: 0.2280 +2024-07-03 19:32:38,478 - pyskl - INFO - Epoch [109][600/1253] lr: 8.872e-03, eta: 3:32:29, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9659, top5_acc: 0.9991, loss_cls: 0.2049, loss: 0.2049 +2024-07-03 19:33:02,233 - pyskl - INFO - Epoch [109][700/1253] lr: 8.840e-03, eta: 3:32:05, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9541, top5_acc: 0.9956, loss_cls: 0.2445, loss: 0.2445 +2024-07-03 19:33:25,949 - pyskl - INFO - Epoch [109][800/1253] lr: 8.809e-03, eta: 3:31:40, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2309, loss: 0.2309 +2024-07-03 19:33:49,678 - pyskl - INFO - Epoch [109][900/1253] lr: 8.777e-03, eta: 3:31:15, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9563, top5_acc: 0.9966, loss_cls: 0.2330, loss: 0.2330 +2024-07-03 19:34:13,390 - pyskl - INFO - Epoch [109][1000/1253] lr: 8.745e-03, eta: 3:30:50, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9534, top5_acc: 0.9981, loss_cls: 0.2525, loss: 0.2525 +2024-07-03 19:34:37,101 - pyskl - INFO - Epoch [109][1100/1253] lr: 8.713e-03, eta: 3:30:25, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9547, top5_acc: 0.9975, loss_cls: 0.2474, loss: 0.2474 +2024-07-03 19:35:00,803 - pyskl - INFO - Epoch [109][1200/1253] lr: 8.682e-03, eta: 3:30:01, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2325, loss: 0.2325 +2024-07-03 19:35:14,021 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-07-03 19:36:02,686 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 19:36:02,751 - pyskl - INFO - +top1_acc 0.8753 +top5_acc 0.9781 +2024-07-03 19:36:02,753 - pyskl - INFO - Epoch(val) [109][516] top1_acc: 0.8753, top5_acc: 0.9781 +2024-07-03 19:36:47,594 - pyskl - INFO - Epoch [110][100/1253] lr: 8.633e-03, eta: 3:29:26, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1652, loss: 0.1652 +2024-07-03 19:37:11,591 - pyskl - INFO - Epoch [110][200/1253] lr: 8.602e-03, eta: 3:29:01, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9653, top5_acc: 0.9994, loss_cls: 0.1986, loss: 0.1986 +2024-07-03 19:37:35,555 - pyskl - INFO - Epoch [110][300/1253] lr: 8.570e-03, eta: 3:28:36, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9653, top5_acc: 0.9988, loss_cls: 0.1887, loss: 0.1887 +2024-07-03 19:37:59,415 - pyskl - INFO - Epoch [110][400/1253] lr: 8.539e-03, eta: 3:28:12, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1950, loss: 0.1950 +2024-07-03 19:38:23,143 - pyskl - INFO - Epoch [110][500/1253] lr: 8.507e-03, eta: 3:27:47, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9647, top5_acc: 0.9981, loss_cls: 0.2013, loss: 0.2013 +2024-07-03 19:38:46,866 - pyskl - INFO - Epoch [110][600/1253] lr: 8.476e-03, eta: 3:27:22, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9597, top5_acc: 0.9984, loss_cls: 0.2256, loss: 0.2256 +2024-07-03 19:39:10,575 - pyskl - INFO - Epoch [110][700/1253] lr: 8.444e-03, eta: 3:26:57, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9653, top5_acc: 0.9984, loss_cls: 0.1880, loss: 0.1880 +2024-07-03 19:39:34,292 - pyskl - INFO - Epoch [110][800/1253] lr: 8.413e-03, eta: 3:26:32, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9672, top5_acc: 0.9984, loss_cls: 0.1877, loss: 0.1877 +2024-07-03 19:39:58,006 - pyskl - INFO - Epoch [110][900/1253] lr: 8.382e-03, eta: 3:26:08, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9666, top5_acc: 0.9984, loss_cls: 0.2027, loss: 0.2027 +2024-07-03 19:40:21,725 - pyskl - INFO - Epoch [110][1000/1253] lr: 8.351e-03, eta: 3:25:43, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9637, top5_acc: 0.9991, loss_cls: 0.2044, loss: 0.2044 +2024-07-03 19:40:45,432 - pyskl - INFO - Epoch [110][1100/1253] lr: 8.320e-03, eta: 3:25:18, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9678, top5_acc: 0.9959, loss_cls: 0.2020, loss: 0.2020 +2024-07-03 19:41:09,143 - pyskl - INFO - Epoch [110][1200/1253] lr: 8.289e-03, eta: 3:24:53, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9641, top5_acc: 0.9981, loss_cls: 0.2072, loss: 0.2072 +2024-07-03 19:41:22,368 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-07-03 19:42:10,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 19:42:10,879 - pyskl - INFO - +top1_acc 0.8688 +top5_acc 0.9787 +2024-07-03 19:42:10,882 - pyskl - INFO - Epoch(val) [110][516] top1_acc: 0.8688, top5_acc: 0.9787 +2024-07-03 19:42:55,721 - pyskl - INFO - Epoch [111][100/1253] lr: 8.241e-03, eta: 3:24:18, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.9659, top5_acc: 0.9984, loss_cls: 0.1995, loss: 0.1995 +2024-07-03 19:43:19,316 - pyskl - INFO - Epoch [111][200/1253] lr: 8.210e-03, eta: 3:23:54, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9709, top5_acc: 0.9981, loss_cls: 0.1777, loss: 0.1777 +2024-07-03 19:43:42,897 - pyskl - INFO - Epoch [111][300/1253] lr: 8.179e-03, eta: 3:23:29, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9741, top5_acc: 0.9991, loss_cls: 0.1573, loss: 0.1573 +2024-07-03 19:44:06,447 - pyskl - INFO - Epoch [111][400/1253] lr: 8.148e-03, eta: 3:23:04, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9712, top5_acc: 0.9997, loss_cls: 0.1657, loss: 0.1657 +2024-07-03 19:44:30,008 - pyskl - INFO - Epoch [111][500/1253] lr: 8.117e-03, eta: 3:22:39, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1952, loss: 0.1952 +2024-07-03 19:44:53,563 - pyskl - INFO - Epoch [111][600/1253] lr: 8.087e-03, eta: 3:22:14, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9691, top5_acc: 0.9969, loss_cls: 0.1942, loss: 0.1942 +2024-07-03 19:45:17,125 - pyskl - INFO - Epoch [111][700/1253] lr: 8.056e-03, eta: 3:21:49, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9628, top5_acc: 0.9988, loss_cls: 0.2071, loss: 0.2071 +2024-07-03 19:45:40,688 - pyskl - INFO - Epoch [111][800/1253] lr: 8.025e-03, eta: 3:21:25, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9603, top5_acc: 0.9981, loss_cls: 0.2181, loss: 0.2181 +2024-07-03 19:46:04,233 - pyskl - INFO - Epoch [111][900/1253] lr: 7.994e-03, eta: 3:21:00, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9678, top5_acc: 0.9978, loss_cls: 0.1943, loss: 0.1943 +2024-07-03 19:46:27,801 - pyskl - INFO - Epoch [111][1000/1253] lr: 7.964e-03, eta: 3:20:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1928, loss: 0.1928 +2024-07-03 19:46:51,371 - pyskl - INFO - Epoch [111][1100/1253] lr: 7.933e-03, eta: 3:20:10, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9628, top5_acc: 0.9972, loss_cls: 0.2088, loss: 0.2088 +2024-07-03 19:47:14,941 - pyskl - INFO - Epoch [111][1200/1253] lr: 7.903e-03, eta: 3:19:45, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9688, top5_acc: 0.9972, loss_cls: 0.1888, loss: 0.1888 +2024-07-03 19:47:28,093 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-07-03 19:48:16,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 19:48:16,951 - pyskl - INFO - +top1_acc 0.8750 +top5_acc 0.9792 +2024-07-03 19:48:16,955 - pyskl - INFO - Epoch(val) [111][516] top1_acc: 0.8750, top5_acc: 0.9792 +2024-07-03 19:49:01,744 - pyskl - INFO - Epoch [112][100/1253] lr: 7.856e-03, eta: 3:19:10, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.9738, top5_acc: 0.9997, loss_cls: 0.1645, loss: 0.1645 +2024-07-03 19:49:25,817 - pyskl - INFO - Epoch [112][200/1253] lr: 7.826e-03, eta: 3:18:46, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.9716, top5_acc: 0.9981, loss_cls: 0.1741, loss: 0.1741 +2024-07-03 19:49:49,826 - pyskl - INFO - Epoch [112][300/1253] lr: 7.795e-03, eta: 3:18:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9744, top5_acc: 0.9991, loss_cls: 0.1556, loss: 0.1556 +2024-07-03 19:50:13,843 - pyskl - INFO - Epoch [112][400/1253] lr: 7.765e-03, eta: 3:17:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9738, top5_acc: 0.9984, loss_cls: 0.1631, loss: 0.1631 +2024-07-03 19:50:37,817 - pyskl - INFO - Epoch [112][500/1253] lr: 7.735e-03, eta: 3:17:32, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9697, top5_acc: 0.9997, loss_cls: 0.1952, loss: 0.1952 +2024-07-03 19:51:01,836 - pyskl - INFO - Epoch [112][600/1253] lr: 7.705e-03, eta: 3:17:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1678, loss: 0.1678 +2024-07-03 19:51:25,626 - pyskl - INFO - Epoch [112][700/1253] lr: 7.675e-03, eta: 3:16:42, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1809, loss: 0.1809 +2024-07-03 19:51:49,188 - pyskl - INFO - Epoch [112][800/1253] lr: 7.644e-03, eta: 3:16:17, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1744, loss: 0.1744 +2024-07-03 19:52:12,751 - pyskl - INFO - Epoch [112][900/1253] lr: 7.614e-03, eta: 3:15:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9716, top5_acc: 0.9978, loss_cls: 0.1684, loss: 0.1684 +2024-07-03 19:52:36,308 - pyskl - INFO - Epoch [112][1000/1253] lr: 7.584e-03, eta: 3:15:28, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9734, top5_acc: 0.9988, loss_cls: 0.1611, loss: 0.1611 +2024-07-03 19:52:59,863 - pyskl - INFO - Epoch [112][1100/1253] lr: 7.554e-03, eta: 3:15:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9622, top5_acc: 0.9978, loss_cls: 0.2090, loss: 0.2090 +2024-07-03 19:53:23,414 - pyskl - INFO - Epoch [112][1200/1253] lr: 7.525e-03, eta: 3:14:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9625, top5_acc: 0.9978, loss_cls: 0.1975, loss: 0.1975 +2024-07-03 19:53:36,565 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-07-03 19:54:25,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 19:54:25,289 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9808 +2024-07-03 19:54:25,292 - pyskl - INFO - Epoch(val) [112][516] top1_acc: 0.8788, top5_acc: 0.9808 +2024-07-03 19:55:10,149 - pyskl - INFO - Epoch [113][100/1253] lr: 7.479e-03, eta: 3:14:03, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.9722, top5_acc: 0.9997, loss_cls: 0.1667, loss: 0.1667 +2024-07-03 19:55:34,228 - pyskl - INFO - Epoch [113][200/1253] lr: 7.449e-03, eta: 3:13:38, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.9747, top5_acc: 0.9984, loss_cls: 0.1597, loss: 0.1597 +2024-07-03 19:55:58,195 - pyskl - INFO - Epoch [113][300/1253] lr: 7.419e-03, eta: 3:13:14, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1405, loss: 0.1405 +2024-07-03 19:56:22,240 - pyskl - INFO - Epoch [113][400/1253] lr: 7.390e-03, eta: 3:12:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9741, top5_acc: 0.9991, loss_cls: 0.1593, loss: 0.1593 +2024-07-03 19:56:46,238 - pyskl - INFO - Epoch [113][500/1253] lr: 7.360e-03, eta: 3:12:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9772, top5_acc: 0.9997, loss_cls: 0.1503, loss: 0.1503 +2024-07-03 19:57:10,214 - pyskl - INFO - Epoch [113][600/1253] lr: 7.330e-03, eta: 3:12:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1763, loss: 0.1763 +2024-07-03 19:57:34,211 - pyskl - INFO - Epoch [113][700/1253] lr: 7.301e-03, eta: 3:11:35, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9613, top5_acc: 0.9978, loss_cls: 0.2048, loss: 0.2048 +2024-07-03 19:57:58,202 - pyskl - INFO - Epoch [113][800/1253] lr: 7.271e-03, eta: 3:11:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9697, top5_acc: 0.9991, loss_cls: 0.1885, loss: 0.1885 +2024-07-03 19:58:21,839 - pyskl - INFO - Epoch [113][900/1253] lr: 7.242e-03, eta: 3:10:46, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9653, top5_acc: 1.0000, loss_cls: 0.1931, loss: 0.1931 +2024-07-03 19:58:45,403 - pyskl - INFO - Epoch [113][1000/1253] lr: 7.213e-03, eta: 3:10:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9663, top5_acc: 0.9991, loss_cls: 0.1840, loss: 0.1840 +2024-07-03 19:59:08,967 - pyskl - INFO - Epoch [113][1100/1253] lr: 7.183e-03, eta: 3:09:56, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9659, top5_acc: 0.9966, loss_cls: 0.1897, loss: 0.1897 +2024-07-03 19:59:32,537 - pyskl - INFO - Epoch [113][1200/1253] lr: 7.154e-03, eta: 3:09:31, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2085, loss: 0.2085 +2024-07-03 19:59:45,701 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-07-03 20:00:34,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:00:34,529 - pyskl - INFO - +top1_acc 0.8724 +top5_acc 0.9807 +2024-07-03 20:00:34,531 - pyskl - INFO - Epoch(val) [113][516] top1_acc: 0.8724, top5_acc: 0.9807 +2024-07-03 20:01:19,517 - pyskl - INFO - Epoch [114][100/1253] lr: 7.109e-03, eta: 3:08:56, time: 0.450, data_time: 0.210, memory: 5176, top1_acc: 0.9784, top5_acc: 0.9994, loss_cls: 0.1509, loss: 0.1509 +2024-07-03 20:01:43,324 - pyskl - INFO - Epoch [114][200/1253] lr: 7.080e-03, eta: 3:08:31, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9778, top5_acc: 0.9994, loss_cls: 0.1359, loss: 0.1359 +2024-07-03 20:02:07,113 - pyskl - INFO - Epoch [114][300/1253] lr: 7.051e-03, eta: 3:08:07, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1671, loss: 0.1671 +2024-07-03 20:02:30,914 - pyskl - INFO - Epoch [114][400/1253] lr: 7.022e-03, eta: 3:07:42, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9697, top5_acc: 0.9984, loss_cls: 0.1659, loss: 0.1659 +2024-07-03 20:02:54,570 - pyskl - INFO - Epoch [114][500/1253] lr: 6.993e-03, eta: 3:07:17, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9753, top5_acc: 0.9994, loss_cls: 0.1503, loss: 0.1503 +2024-07-03 20:03:18,152 - pyskl - INFO - Epoch [114][600/1253] lr: 6.964e-03, eta: 3:06:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9775, top5_acc: 0.9991, loss_cls: 0.1485, loss: 0.1485 +2024-07-03 20:03:41,735 - pyskl - INFO - Epoch [114][700/1253] lr: 6.935e-03, eta: 3:06:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9766, top5_acc: 0.9997, loss_cls: 0.1485, loss: 0.1485 +2024-07-03 20:04:05,389 - pyskl - INFO - Epoch [114][800/1253] lr: 6.906e-03, eta: 3:06:03, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9697, top5_acc: 0.9991, loss_cls: 0.1653, loss: 0.1653 +2024-07-03 20:04:29,197 - pyskl - INFO - Epoch [114][900/1253] lr: 6.877e-03, eta: 3:05:38, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1541, loss: 0.1541 +2024-07-03 20:04:52,764 - pyskl - INFO - Epoch [114][1000/1253] lr: 6.849e-03, eta: 3:05:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9650, top5_acc: 0.9978, loss_cls: 0.1894, loss: 0.1894 +2024-07-03 20:05:16,505 - pyskl - INFO - Epoch [114][1100/1253] lr: 6.820e-03, eta: 3:04:48, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9641, top5_acc: 0.9981, loss_cls: 0.1946, loss: 0.1946 +2024-07-03 20:05:40,083 - pyskl - INFO - Epoch [114][1200/1253] lr: 6.791e-03, eta: 3:04:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1674, loss: 0.1674 +2024-07-03 20:05:53,234 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-07-03 20:06:41,813 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:06:41,875 - pyskl - INFO - +top1_acc 0.8747 +top5_acc 0.9799 +2024-07-03 20:06:41,878 - pyskl - INFO - Epoch(val) [114][516] top1_acc: 0.8747, top5_acc: 0.9799 +2024-07-03 20:07:27,171 - pyskl - INFO - Epoch [115][100/1253] lr: 6.747e-03, eta: 3:03:49, time: 0.453, data_time: 0.209, memory: 5176, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1390, loss: 0.1390 +2024-07-03 20:07:50,995 - pyskl - INFO - Epoch [115][200/1253] lr: 6.719e-03, eta: 3:03:24, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9812, top5_acc: 0.9991, loss_cls: 0.1269, loss: 0.1269 +2024-07-03 20:08:14,794 - pyskl - INFO - Epoch [115][300/1253] lr: 6.690e-03, eta: 3:02:59, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1359, loss: 0.1359 +2024-07-03 20:08:38,729 - pyskl - INFO - Epoch [115][400/1253] lr: 6.662e-03, eta: 3:02:35, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1211, loss: 0.1211 +2024-07-03 20:09:02,733 - pyskl - INFO - Epoch [115][500/1253] lr: 6.634e-03, eta: 3:02:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9784, top5_acc: 0.9988, loss_cls: 0.1304, loss: 0.1304 +2024-07-03 20:09:26,750 - pyskl - INFO - Epoch [115][600/1253] lr: 6.605e-03, eta: 3:01:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9847, top5_acc: 0.9997, loss_cls: 0.1158, loss: 0.1158 +2024-07-03 20:09:50,763 - pyskl - INFO - Epoch [115][700/1253] lr: 6.577e-03, eta: 3:01:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9766, top5_acc: 1.0000, loss_cls: 0.1417, loss: 0.1417 +2024-07-03 20:10:14,792 - pyskl - INFO - Epoch [115][800/1253] lr: 6.549e-03, eta: 3:00:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9772, top5_acc: 0.9994, loss_cls: 0.1421, loss: 0.1421 +2024-07-03 20:10:38,797 - pyskl - INFO - Epoch [115][900/1253] lr: 6.521e-03, eta: 3:00:31, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1540, loss: 0.1540 +2024-07-03 20:11:02,805 - pyskl - INFO - Epoch [115][1000/1253] lr: 6.493e-03, eta: 3:00:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9806, top5_acc: 0.9997, loss_cls: 0.1303, loss: 0.1303 +2024-07-03 20:11:26,804 - pyskl - INFO - Epoch [115][1100/1253] lr: 6.465e-03, eta: 2:59:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9738, top5_acc: 0.9972, loss_cls: 0.1602, loss: 0.1602 +2024-07-03 20:11:50,810 - pyskl - INFO - Epoch [115][1200/1253] lr: 6.436e-03, eta: 2:59:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9741, top5_acc: 0.9984, loss_cls: 0.1489, loss: 0.1489 +2024-07-03 20:12:04,198 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-07-03 20:12:52,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:12:52,850 - pyskl - INFO - +top1_acc 0.8831 +top5_acc 0.9813 +2024-07-03 20:12:52,853 - pyskl - INFO - Epoch(val) [115][516] top1_acc: 0.8831, top5_acc: 0.9813 +2024-07-03 20:13:37,517 - pyskl - INFO - Epoch [116][100/1253] lr: 6.394e-03, eta: 2:58:42, time: 0.447, data_time: 0.207, memory: 5176, top1_acc: 0.9800, top5_acc: 0.9997, loss_cls: 0.1336, loss: 0.1336 +2024-07-03 20:14:01,385 - pyskl - INFO - Epoch [116][200/1253] lr: 6.366e-03, eta: 2:58:17, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1454, loss: 0.1454 +2024-07-03 20:14:25,116 - pyskl - INFO - Epoch [116][300/1253] lr: 6.338e-03, eta: 2:57:53, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9759, top5_acc: 0.9994, loss_cls: 0.1498, loss: 0.1498 +2024-07-03 20:14:48,947 - pyskl - INFO - Epoch [116][400/1253] lr: 6.310e-03, eta: 2:57:28, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1357, loss: 0.1357 +2024-07-03 20:15:12,713 - pyskl - INFO - Epoch [116][500/1253] lr: 6.282e-03, eta: 2:57:03, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9753, top5_acc: 0.9988, loss_cls: 0.1363, loss: 0.1363 +2024-07-03 20:15:36,429 - pyskl - INFO - Epoch [116][600/1253] lr: 6.255e-03, eta: 2:56:38, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9775, top5_acc: 0.9991, loss_cls: 0.1336, loss: 0.1336 +2024-07-03 20:16:00,139 - pyskl - INFO - Epoch [116][700/1253] lr: 6.227e-03, eta: 2:56:14, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9769, top5_acc: 0.9991, loss_cls: 0.1308, loss: 0.1308 +2024-07-03 20:16:23,849 - pyskl - INFO - Epoch [116][800/1253] lr: 6.200e-03, eta: 2:55:49, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9712, top5_acc: 0.9978, loss_cls: 0.1645, loss: 0.1645 +2024-07-03 20:16:47,568 - pyskl - INFO - Epoch [116][900/1253] lr: 6.172e-03, eta: 2:55:24, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9809, top5_acc: 1.0000, loss_cls: 0.1341, loss: 0.1341 +2024-07-03 20:17:11,156 - pyskl - INFO - Epoch [116][1000/1253] lr: 6.145e-03, eta: 2:54:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9794, top5_acc: 0.9997, loss_cls: 0.1272, loss: 0.1272 +2024-07-03 20:17:34,728 - pyskl - INFO - Epoch [116][1100/1253] lr: 6.117e-03, eta: 2:54:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9772, top5_acc: 0.9997, loss_cls: 0.1393, loss: 0.1393 +2024-07-03 20:17:58,301 - pyskl - INFO - Epoch [116][1200/1253] lr: 6.090e-03, eta: 2:54:10, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9728, top5_acc: 0.9981, loss_cls: 0.1602, loss: 0.1602 +2024-07-03 20:18:11,453 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-07-03 20:18:59,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:18:59,943 - pyskl - INFO - +top1_acc 0.8859 +top5_acc 0.9808 +2024-07-03 20:18:59,947 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_108.pth was removed +2024-07-03 20:19:00,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2024-07-03 20:19:00,177 - pyskl - INFO - Best top1_acc is 0.8859 at 116 epoch. +2024-07-03 20:19:00,182 - pyskl - INFO - Epoch(val) [116][516] top1_acc: 0.8859, top5_acc: 0.9808 +2024-07-03 20:19:44,730 - pyskl - INFO - Epoch [117][100/1253] lr: 6.048e-03, eta: 2:53:34, time: 0.445, data_time: 0.207, memory: 5176, top1_acc: 0.9816, top5_acc: 0.9994, loss_cls: 0.1262, loss: 0.1262 +2024-07-03 20:20:08,528 - pyskl - INFO - Epoch [117][200/1253] lr: 6.021e-03, eta: 2:53:10, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9772, top5_acc: 0.9988, loss_cls: 0.1331, loss: 0.1331 +2024-07-03 20:20:32,486 - pyskl - INFO - Epoch [117][300/1253] lr: 5.994e-03, eta: 2:52:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1327, loss: 0.1327 +2024-07-03 20:20:56,250 - pyskl - INFO - Epoch [117][400/1253] lr: 5.967e-03, eta: 2:52:20, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9834, top5_acc: 0.9994, loss_cls: 0.1130, loss: 0.1130 +2024-07-03 20:21:19,965 - pyskl - INFO - Epoch [117][500/1253] lr: 5.940e-03, eta: 2:51:56, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9816, top5_acc: 0.9994, loss_cls: 0.1256, loss: 0.1256 +2024-07-03 20:21:43,688 - pyskl - INFO - Epoch [117][600/1253] lr: 5.913e-03, eta: 2:51:31, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9781, top5_acc: 0.9991, loss_cls: 0.1398, loss: 0.1398 +2024-07-03 20:22:07,402 - pyskl - INFO - Epoch [117][700/1253] lr: 5.886e-03, eta: 2:51:06, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9838, top5_acc: 0.9997, loss_cls: 0.1174, loss: 0.1174 +2024-07-03 20:22:31,127 - pyskl - INFO - Epoch [117][800/1253] lr: 5.859e-03, eta: 2:50:41, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9778, top5_acc: 0.9991, loss_cls: 0.1379, loss: 0.1379 +2024-07-03 20:22:54,753 - pyskl - INFO - Epoch [117][900/1253] lr: 5.832e-03, eta: 2:50:17, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9797, top5_acc: 0.9991, loss_cls: 0.1327, loss: 0.1327 +2024-07-03 20:23:18,311 - pyskl - INFO - Epoch [117][1000/1253] lr: 5.805e-03, eta: 2:49:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9753, top5_acc: 1.0000, loss_cls: 0.1412, loss: 0.1412 +2024-07-03 20:23:41,887 - pyskl - INFO - Epoch [117][1100/1253] lr: 5.778e-03, eta: 2:49:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9766, top5_acc: 0.9997, loss_cls: 0.1450, loss: 0.1450 +2024-07-03 20:24:05,468 - pyskl - INFO - Epoch [117][1200/1253] lr: 5.752e-03, eta: 2:49:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9788, top5_acc: 0.9991, loss_cls: 0.1364, loss: 0.1364 +2024-07-03 20:24:18,626 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-07-03 20:25:07,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:25:07,377 - pyskl - INFO - +top1_acc 0.8806 +top5_acc 0.9816 +2024-07-03 20:25:07,380 - pyskl - INFO - Epoch(val) [117][516] top1_acc: 0.8806, top5_acc: 0.9816 +2024-07-03 20:25:52,539 - pyskl - INFO - Epoch [118][100/1253] lr: 5.711e-03, eta: 2:48:27, time: 0.452, data_time: 0.210, memory: 5176, top1_acc: 0.9816, top5_acc: 0.9997, loss_cls: 0.1169, loss: 0.1169 +2024-07-03 20:26:16,472 - pyskl - INFO - Epoch [118][200/1253] lr: 5.684e-03, eta: 2:48:02, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1043, loss: 0.1043 +2024-07-03 20:26:40,282 - pyskl - INFO - Epoch [118][300/1253] lr: 5.658e-03, eta: 2:47:38, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9856, top5_acc: 0.9991, loss_cls: 0.1042, loss: 0.1042 +2024-07-03 20:27:04,264 - pyskl - INFO - Epoch [118][400/1253] lr: 5.631e-03, eta: 2:47:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9772, top5_acc: 0.9991, loss_cls: 0.1298, loss: 0.1298 +2024-07-03 20:27:28,252 - pyskl - INFO - Epoch [118][500/1253] lr: 5.605e-03, eta: 2:46:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1089, loss: 0.1089 +2024-07-03 20:27:52,235 - pyskl - INFO - Epoch [118][600/1253] lr: 5.579e-03, eta: 2:46:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9822, top5_acc: 0.9994, loss_cls: 0.1179, loss: 0.1179 +2024-07-03 20:28:16,224 - pyskl - INFO - Epoch [118][700/1253] lr: 5.552e-03, eta: 2:45:59, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9794, top5_acc: 0.9991, loss_cls: 0.1223, loss: 0.1223 +2024-07-03 20:28:40,212 - pyskl - INFO - Epoch [118][800/1253] lr: 5.526e-03, eta: 2:45:34, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9822, top5_acc: 0.9994, loss_cls: 0.1085, loss: 0.1085 +2024-07-03 20:29:04,189 - pyskl - INFO - Epoch [118][900/1253] lr: 5.500e-03, eta: 2:45:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9850, top5_acc: 0.9997, loss_cls: 0.1031, loss: 0.1031 +2024-07-03 20:29:28,173 - pyskl - INFO - Epoch [118][1000/1253] lr: 5.474e-03, eta: 2:44:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9853, top5_acc: 0.9994, loss_cls: 0.1039, loss: 0.1039 +2024-07-03 20:29:52,159 - pyskl - INFO - Epoch [118][1100/1253] lr: 5.448e-03, eta: 2:44:21, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1100, loss: 0.1100 +2024-07-03 20:30:16,130 - pyskl - INFO - Epoch [118][1200/1253] lr: 5.422e-03, eta: 2:43:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1132, loss: 0.1132 +2024-07-03 20:30:29,385 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-07-03 20:31:17,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:31:17,749 - pyskl - INFO - +top1_acc 0.8893 +top5_acc 0.9809 +2024-07-03 20:31:17,753 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_116.pth was removed +2024-07-03 20:31:17,965 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2024-07-03 20:31:17,966 - pyskl - INFO - Best top1_acc is 0.8893 at 118 epoch. +2024-07-03 20:31:17,970 - pyskl - INFO - Epoch(val) [118][516] top1_acc: 0.8893, top5_acc: 0.9809 +2024-07-03 20:32:02,607 - pyskl - INFO - Epoch [119][100/1253] lr: 5.382e-03, eta: 2:43:20, time: 0.446, data_time: 0.207, memory: 5176, top1_acc: 0.9834, top5_acc: 0.9991, loss_cls: 0.1115, loss: 0.1115 +2024-07-03 20:32:26,599 - pyskl - INFO - Epoch [119][200/1253] lr: 5.356e-03, eta: 2:42:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9912, top5_acc: 0.9997, loss_cls: 0.0824, loss: 0.0824 +2024-07-03 20:32:50,489 - pyskl - INFO - Epoch [119][300/1253] lr: 5.330e-03, eta: 2:42:31, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1035, loss: 0.1035 +2024-07-03 20:33:14,487 - pyskl - INFO - Epoch [119][400/1253] lr: 5.305e-03, eta: 2:42:06, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1042, loss: 0.1042 +2024-07-03 20:33:38,486 - pyskl - INFO - Epoch [119][500/1253] lr: 5.279e-03, eta: 2:41:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1005, loss: 0.1005 +2024-07-03 20:34:02,485 - pyskl - INFO - Epoch [119][600/1253] lr: 5.253e-03, eta: 2:41:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9862, top5_acc: 0.9997, loss_cls: 0.1000, loss: 0.1000 +2024-07-03 20:34:26,500 - pyskl - INFO - Epoch [119][700/1253] lr: 5.228e-03, eta: 2:40:52, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0797, loss: 0.0797 +2024-07-03 20:34:50,492 - pyskl - INFO - Epoch [119][800/1253] lr: 5.202e-03, eta: 2:40:28, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 +2024-07-03 20:35:14,482 - pyskl - INFO - Epoch [119][900/1253] lr: 5.177e-03, eta: 2:40:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9903, top5_acc: 0.9997, loss_cls: 0.0823, loss: 0.0823 +2024-07-03 20:35:38,485 - pyskl - INFO - Epoch [119][1000/1253] lr: 5.151e-03, eta: 2:39:39, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1027, loss: 0.1027 +2024-07-03 20:36:02,044 - pyskl - INFO - Epoch [119][1100/1253] lr: 5.126e-03, eta: 2:39:14, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1137, loss: 0.1137 +2024-07-03 20:36:25,632 - pyskl - INFO - Epoch [119][1200/1253] lr: 5.100e-03, eta: 2:38:49, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1183, loss: 0.1183 +2024-07-03 20:36:38,797 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-07-03 20:37:27,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:37:27,597 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9813 +2024-07-03 20:37:27,601 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_118.pth was removed +2024-07-03 20:37:27,827 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2024-07-03 20:37:27,828 - pyskl - INFO - Best top1_acc is 0.8928 at 119 epoch. +2024-07-03 20:37:27,832 - pyskl - INFO - Epoch(val) [119][516] top1_acc: 0.8928, top5_acc: 0.9813 +2024-07-03 20:38:13,208 - pyskl - INFO - Epoch [120][100/1253] lr: 5.062e-03, eta: 2:38:14, time: 0.454, data_time: 0.210, memory: 5176, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0806, loss: 0.0806 +2024-07-03 20:38:37,384 - pyskl - INFO - Epoch [120][200/1253] lr: 5.037e-03, eta: 2:37:49, time: 0.242, data_time: 0.000, memory: 5176, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2024-07-03 20:39:01,400 - pyskl - INFO - Epoch [120][300/1253] lr: 5.011e-03, eta: 2:37:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9903, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2024-07-03 20:39:25,181 - pyskl - INFO - Epoch [120][400/1253] lr: 4.986e-03, eta: 2:37:00, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 +2024-07-03 20:39:48,788 - pyskl - INFO - Epoch [120][500/1253] lr: 4.961e-03, eta: 2:36:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9897, top5_acc: 0.9994, loss_cls: 0.0857, loss: 0.0857 +2024-07-03 20:40:12,362 - pyskl - INFO - Epoch [120][600/1253] lr: 4.936e-03, eta: 2:36:10, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9922, top5_acc: 0.9997, loss_cls: 0.0777, loss: 0.0777 +2024-07-03 20:40:35,951 - pyskl - INFO - Epoch [120][700/1253] lr: 4.912e-03, eta: 2:35:46, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0846, loss: 0.0846 +2024-07-03 20:40:59,551 - pyskl - INFO - Epoch [120][800/1253] lr: 4.887e-03, eta: 2:35:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9897, top5_acc: 1.0000, loss_cls: 0.0776, loss: 0.0776 +2024-07-03 20:41:23,148 - pyskl - INFO - Epoch [120][900/1253] lr: 4.862e-03, eta: 2:34:56, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9900, top5_acc: 0.9997, loss_cls: 0.0754, loss: 0.0754 +2024-07-03 20:41:46,742 - pyskl - INFO - Epoch [120][1000/1253] lr: 4.837e-03, eta: 2:34:31, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9869, top5_acc: 0.9991, loss_cls: 0.0898, loss: 0.0898 +2024-07-03 20:42:10,325 - pyskl - INFO - Epoch [120][1100/1253] lr: 4.812e-03, eta: 2:34:07, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0897, loss: 0.0897 +2024-07-03 20:42:33,885 - pyskl - INFO - Epoch [120][1200/1253] lr: 4.788e-03, eta: 2:33:42, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9847, top5_acc: 0.9997, loss_cls: 0.1019, loss: 0.1019 +2024-07-03 20:42:47,067 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-07-03 20:43:35,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:43:35,693 - pyskl - INFO - +top1_acc 0.8849 +top5_acc 0.9810 +2024-07-03 20:43:35,697 - pyskl - INFO - Epoch(val) [120][516] top1_acc: 0.8849, top5_acc: 0.9810 +2024-07-03 20:44:20,536 - pyskl - INFO - Epoch [121][100/1253] lr: 4.750e-03, eta: 2:33:06, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0837, loss: 0.0837 +2024-07-03 20:44:44,183 - pyskl - INFO - Epoch [121][200/1253] lr: 4.726e-03, eta: 2:32:41, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9875, top5_acc: 0.9997, loss_cls: 0.0852, loss: 0.0852 +2024-07-03 20:45:08,195 - pyskl - INFO - Epoch [121][300/1253] lr: 4.701e-03, eta: 2:32:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0920, loss: 0.0920 +2024-07-03 20:45:32,044 - pyskl - INFO - Epoch [121][400/1253] lr: 4.677e-03, eta: 2:31:52, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 +2024-07-03 20:45:55,570 - pyskl - INFO - Epoch [121][500/1253] lr: 4.653e-03, eta: 2:31:27, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0799, loss: 0.0799 +2024-07-03 20:46:19,097 - pyskl - INFO - Epoch [121][600/1253] lr: 4.628e-03, eta: 2:31:03, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9834, top5_acc: 1.0000, loss_cls: 0.0915, loss: 0.0915 +2024-07-03 20:46:42,642 - pyskl - INFO - Epoch [121][700/1253] lr: 4.604e-03, eta: 2:30:38, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9853, top5_acc: 0.9994, loss_cls: 0.0985, loss: 0.0985 +2024-07-03 20:47:06,167 - pyskl - INFO - Epoch [121][800/1253] lr: 4.580e-03, eta: 2:30:13, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0986, loss: 0.0986 +2024-07-03 20:47:29,700 - pyskl - INFO - Epoch [121][900/1253] lr: 4.556e-03, eta: 2:29:48, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2024-07-03 20:47:53,239 - pyskl - INFO - Epoch [121][1000/1253] lr: 4.532e-03, eta: 2:29:24, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 +2024-07-03 20:48:16,774 - pyskl - INFO - Epoch [121][1100/1253] lr: 4.508e-03, eta: 2:28:59, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0899, loss: 0.0899 +2024-07-03 20:48:40,300 - pyskl - INFO - Epoch [121][1200/1253] lr: 4.484e-03, eta: 2:28:34, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9844, top5_acc: 0.9997, loss_cls: 0.0967, loss: 0.0967 +2024-07-03 20:48:53,440 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-07-03 20:49:42,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:49:42,215 - pyskl - INFO - +top1_acc 0.8902 +top5_acc 0.9825 +2024-07-03 20:49:42,218 - pyskl - INFO - Epoch(val) [121][516] top1_acc: 0.8902, top5_acc: 0.9825 +2024-07-03 20:50:26,810 - pyskl - INFO - Epoch [122][100/1253] lr: 4.448e-03, eta: 2:27:59, time: 0.446, data_time: 0.209, memory: 5176, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 +2024-07-03 20:50:50,402 - pyskl - INFO - Epoch [122][200/1253] lr: 4.424e-03, eta: 2:27:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9922, top5_acc: 0.9997, loss_cls: 0.0632, loss: 0.0632 +2024-07-03 20:51:14,254 - pyskl - INFO - Epoch [122][300/1253] lr: 4.400e-03, eta: 2:27:09, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 +2024-07-03 20:51:37,965 - pyskl - INFO - Epoch [122][400/1253] lr: 4.377e-03, eta: 2:26:44, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-07-03 20:52:01,627 - pyskl - INFO - Epoch [122][500/1253] lr: 4.353e-03, eta: 2:26:20, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0832, loss: 0.0832 +2024-07-03 20:52:25,650 - pyskl - INFO - Epoch [122][600/1253] lr: 4.329e-03, eta: 2:25:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0684, loss: 0.0684 +2024-07-03 20:52:49,646 - pyskl - INFO - Epoch [122][700/1253] lr: 4.306e-03, eta: 2:25:31, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9878, top5_acc: 1.0000, loss_cls: 0.0801, loss: 0.0801 +2024-07-03 20:53:13,665 - pyskl - INFO - Epoch [122][800/1253] lr: 4.283e-03, eta: 2:25:06, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-07-03 20:53:37,666 - pyskl - INFO - Epoch [122][900/1253] lr: 4.259e-03, eta: 2:24:41, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2024-07-03 20:54:01,656 - pyskl - INFO - Epoch [122][1000/1253] lr: 4.236e-03, eta: 2:24:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 +2024-07-03 20:54:25,662 - pyskl - INFO - Epoch [122][1100/1253] lr: 4.213e-03, eta: 2:23:52, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2024-07-03 20:54:49,671 - pyskl - INFO - Epoch [122][1200/1253] lr: 4.189e-03, eta: 2:23:27, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9903, top5_acc: 0.9994, loss_cls: 0.0800, loss: 0.0800 +2024-07-03 20:55:03,060 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-07-03 20:55:51,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 20:55:51,451 - pyskl - INFO - +top1_acc 0.8969 +top5_acc 0.9835 +2024-07-03 20:55:51,455 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_119.pth was removed +2024-07-03 20:55:51,667 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2024-07-03 20:55:51,668 - pyskl - INFO - Best top1_acc is 0.8969 at 122 epoch. +2024-07-03 20:55:51,672 - pyskl - INFO - Epoch(val) [122][516] top1_acc: 0.8969, top5_acc: 0.9835 +2024-07-03 20:56:36,482 - pyskl - INFO - Epoch [123][100/1253] lr: 4.154e-03, eta: 2:22:52, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538 +2024-07-03 20:57:00,077 - pyskl - INFO - Epoch [123][200/1253] lr: 4.131e-03, eta: 2:22:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-07-03 20:57:23,968 - pyskl - INFO - Epoch [123][300/1253] lr: 4.108e-03, eta: 2:22:02, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9953, top5_acc: 0.9997, loss_cls: 0.0522, loss: 0.0522 +2024-07-03 20:57:47,947 - pyskl - INFO - Epoch [123][400/1253] lr: 4.085e-03, eta: 2:21:38, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2024-07-03 20:58:11,917 - pyskl - INFO - Epoch [123][500/1253] lr: 4.062e-03, eta: 2:21:13, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9919, top5_acc: 0.9997, loss_cls: 0.0630, loss: 0.0630 +2024-07-03 20:58:35,899 - pyskl - INFO - Epoch [123][600/1253] lr: 4.039e-03, eta: 2:20:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0504, loss: 0.0504 +2024-07-03 20:58:59,912 - pyskl - INFO - Epoch [123][700/1253] lr: 4.017e-03, eta: 2:20:24, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2024-07-03 20:59:23,916 - pyskl - INFO - Epoch [123][800/1253] lr: 3.994e-03, eta: 2:19:59, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9928, top5_acc: 0.9997, loss_cls: 0.0600, loss: 0.0600 +2024-07-03 20:59:47,912 - pyskl - INFO - Epoch [123][900/1253] lr: 3.971e-03, eta: 2:19:35, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0505, loss: 0.0505 +2024-07-03 21:00:11,917 - pyskl - INFO - Epoch [123][1000/1253] lr: 3.949e-03, eta: 2:19:10, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0506, loss: 0.0506 +2024-07-03 21:00:35,784 - pyskl - INFO - Epoch [123][1100/1253] lr: 3.926e-03, eta: 2:18:45, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9897, top5_acc: 0.9997, loss_cls: 0.0614, loss: 0.0614 +2024-07-03 21:00:59,362 - pyskl - INFO - Epoch [123][1200/1253] lr: 3.904e-03, eta: 2:18:21, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2024-07-03 21:01:12,566 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-07-03 21:02:01,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:02:01,431 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9822 +2024-07-03 21:02:01,435 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_122.pth was removed +2024-07-03 21:02:01,647 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2024-07-03 21:02:01,648 - pyskl - INFO - Best top1_acc is 0.8980 at 123 epoch. +2024-07-03 21:02:01,652 - pyskl - INFO - Epoch(val) [123][516] top1_acc: 0.8980, top5_acc: 0.9822 +2024-07-03 21:02:46,128 - pyskl - INFO - Epoch [124][100/1253] lr: 3.870e-03, eta: 2:17:45, time: 0.445, data_time: 0.208, memory: 5176, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0485, loss: 0.0485 +2024-07-03 21:03:09,977 - pyskl - INFO - Epoch [124][200/1253] lr: 3.847e-03, eta: 2:17:20, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0526, loss: 0.0526 +2024-07-03 21:03:33,961 - pyskl - INFO - Epoch [124][300/1253] lr: 3.825e-03, eta: 2:16:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0466, loss: 0.0466 +2024-07-03 21:03:57,960 - pyskl - INFO - Epoch [124][400/1253] lr: 3.803e-03, eta: 2:16:31, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0466, loss: 0.0466 +2024-07-03 21:04:21,954 - pyskl - INFO - Epoch [124][500/1253] lr: 3.781e-03, eta: 2:16:06, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2024-07-03 21:04:45,948 - pyskl - INFO - Epoch [124][600/1253] lr: 3.759e-03, eta: 2:15:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9922, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2024-07-03 21:05:09,954 - pyskl - INFO - Epoch [124][700/1253] lr: 3.737e-03, eta: 2:15:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9909, top5_acc: 1.0000, loss_cls: 0.0556, loss: 0.0556 +2024-07-03 21:05:33,965 - pyskl - INFO - Epoch [124][800/1253] lr: 3.715e-03, eta: 2:14:52, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9928, top5_acc: 0.9997, loss_cls: 0.0592, loss: 0.0592 +2024-07-03 21:05:57,969 - pyskl - INFO - Epoch [124][900/1253] lr: 3.693e-03, eta: 2:14:28, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9950, top5_acc: 0.9997, loss_cls: 0.0483, loss: 0.0483 +2024-07-03 21:06:21,697 - pyskl - INFO - Epoch [124][1000/1253] lr: 3.671e-03, eta: 2:14:03, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9938, top5_acc: 0.9997, loss_cls: 0.0467, loss: 0.0467 +2024-07-03 21:06:45,263 - pyskl - INFO - Epoch [124][1100/1253] lr: 3.649e-03, eta: 2:13:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 +2024-07-03 21:07:08,823 - pyskl - INFO - Epoch [124][1200/1253] lr: 3.628e-03, eta: 2:13:14, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 +2024-07-03 21:07:21,968 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-07-03 21:08:10,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:08:10,570 - pyskl - INFO - +top1_acc 0.8963 +top5_acc 0.9818 +2024-07-03 21:08:10,572 - pyskl - INFO - Epoch(val) [124][516] top1_acc: 0.8963, top5_acc: 0.9818 +2024-07-03 21:08:55,433 - pyskl - INFO - Epoch [125][100/1253] lr: 3.594e-03, eta: 2:12:38, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2024-07-03 21:09:19,209 - pyskl - INFO - Epoch [125][200/1253] lr: 3.573e-03, eta: 2:12:13, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 +2024-07-03 21:09:42,939 - pyskl - INFO - Epoch [125][300/1253] lr: 3.551e-03, eta: 2:11:48, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429 +2024-07-03 21:10:06,533 - pyskl - INFO - Epoch [125][400/1253] lr: 3.530e-03, eta: 2:11:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2024-07-03 21:10:30,252 - pyskl - INFO - Epoch [125][500/1253] lr: 3.509e-03, eta: 2:10:59, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2024-07-03 21:10:53,988 - pyskl - INFO - Epoch [125][600/1253] lr: 3.487e-03, eta: 2:10:34, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2024-07-03 21:11:17,722 - pyskl - INFO - Epoch [125][700/1253] lr: 3.466e-03, eta: 2:10:10, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2024-07-03 21:11:41,330 - pyskl - INFO - Epoch [125][800/1253] lr: 3.445e-03, eta: 2:09:45, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2024-07-03 21:12:04,888 - pyskl - INFO - Epoch [125][900/1253] lr: 3.424e-03, eta: 2:09:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2024-07-03 21:12:28,439 - pyskl - INFO - Epoch [125][1000/1253] lr: 3.403e-03, eta: 2:08:56, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2024-07-03 21:12:51,999 - pyskl - INFO - Epoch [125][1100/1253] lr: 3.382e-03, eta: 2:08:31, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 +2024-07-03 21:13:15,552 - pyskl - INFO - Epoch [125][1200/1253] lr: 3.361e-03, eta: 2:08:06, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2024-07-03 21:13:28,721 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-07-03 21:14:17,172 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:14:17,232 - pyskl - INFO - +top1_acc 0.9025 +top5_acc 0.9837 +2024-07-03 21:14:17,236 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_123.pth was removed +2024-07-03 21:14:17,569 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2024-07-03 21:14:17,570 - pyskl - INFO - Best top1_acc is 0.9025 at 125 epoch. +2024-07-03 21:14:17,574 - pyskl - INFO - Epoch(val) [125][516] top1_acc: 0.9025, top5_acc: 0.9837 +2024-07-03 21:15:02,631 - pyskl - INFO - Epoch [126][100/1253] lr: 3.329e-03, eta: 2:07:30, time: 0.450, data_time: 0.207, memory: 5176, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 +2024-07-03 21:15:26,532 - pyskl - INFO - Epoch [126][200/1253] lr: 3.308e-03, eta: 2:07:06, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2024-07-03 21:15:50,296 - pyskl - INFO - Epoch [126][300/1253] lr: 3.287e-03, eta: 2:06:41, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2024-07-03 21:16:14,069 - pyskl - INFO - Epoch [126][400/1253] lr: 3.266e-03, eta: 2:06:16, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9966, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2024-07-03 21:16:37,923 - pyskl - INFO - Epoch [126][500/1253] lr: 3.246e-03, eta: 2:05:52, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 +2024-07-03 21:17:01,494 - pyskl - INFO - Epoch [126][600/1253] lr: 3.225e-03, eta: 2:05:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2024-07-03 21:17:25,061 - pyskl - INFO - Epoch [126][700/1253] lr: 3.205e-03, eta: 2:05:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0345, loss: 0.0345 +2024-07-03 21:17:48,615 - pyskl - INFO - Epoch [126][800/1253] lr: 3.184e-03, eta: 2:04:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0317, loss: 0.0317 +2024-07-03 21:18:12,198 - pyskl - INFO - Epoch [126][900/1253] lr: 3.164e-03, eta: 2:04:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291 +2024-07-03 21:18:35,754 - pyskl - INFO - Epoch [126][1000/1253] lr: 3.144e-03, eta: 2:03:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9966, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 +2024-07-03 21:18:59,314 - pyskl - INFO - Epoch [126][1100/1253] lr: 3.123e-03, eta: 2:03:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2024-07-03 21:19:22,880 - pyskl - INFO - Epoch [126][1200/1253] lr: 3.103e-03, eta: 2:02:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2024-07-03 21:19:36,040 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-07-03 21:20:24,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:20:24,392 - pyskl - INFO - +top1_acc 0.9019 +top5_acc 0.9828 +2024-07-03 21:20:24,394 - pyskl - INFO - Epoch(val) [126][516] top1_acc: 0.9019, top5_acc: 0.9828 +2024-07-03 21:21:09,305 - pyskl - INFO - Epoch [127][100/1253] lr: 3.072e-03, eta: 2:02:23, time: 0.449, data_time: 0.209, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2024-07-03 21:21:32,924 - pyskl - INFO - Epoch [127][200/1253] lr: 3.052e-03, eta: 2:01:58, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-03 21:21:56,685 - pyskl - INFO - Epoch [127][300/1253] lr: 3.032e-03, eta: 2:01:34, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2024-07-03 21:22:20,443 - pyskl - INFO - Epoch [127][400/1253] lr: 3.012e-03, eta: 2:01:09, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-07-03 21:22:44,192 - pyskl - INFO - Epoch [127][500/1253] lr: 2.993e-03, eta: 2:00:44, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2024-07-03 21:23:07,944 - pyskl - INFO - Epoch [127][600/1253] lr: 2.973e-03, eta: 2:00:20, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-03 21:23:31,690 - pyskl - INFO - Epoch [127][700/1253] lr: 2.953e-03, eta: 1:59:55, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-03 21:23:55,441 - pyskl - INFO - Epoch [127][800/1253] lr: 2.933e-03, eta: 1:59:31, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-03 21:24:19,192 - pyskl - INFO - Epoch [127][900/1253] lr: 2.914e-03, eta: 1:59:06, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2024-07-03 21:24:43,013 - pyskl - INFO - Epoch [127][1000/1253] lr: 2.894e-03, eta: 1:58:41, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-07-03 21:25:06,899 - pyskl - INFO - Epoch [127][1100/1253] lr: 2.875e-03, eta: 1:58:17, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2024-07-03 21:25:30,779 - pyskl - INFO - Epoch [127][1200/1253] lr: 2.855e-03, eta: 1:57:52, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2024-07-03 21:25:44,082 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-07-03 21:26:32,625 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:26:32,685 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9835 +2024-07-03 21:26:32,689 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_125.pth was removed +2024-07-03 21:26:32,907 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2024-07-03 21:26:32,908 - pyskl - INFO - Best top1_acc is 0.9042 at 127 epoch. +2024-07-03 21:26:32,912 - pyskl - INFO - Epoch(val) [127][516] top1_acc: 0.9042, top5_acc: 0.9835 +2024-07-03 21:27:18,502 - pyskl - INFO - Epoch [128][100/1253] lr: 2.826e-03, eta: 1:57:16, time: 0.456, data_time: 0.212, memory: 5176, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304 +2024-07-03 21:27:42,788 - pyskl - INFO - Epoch [128][200/1253] lr: 2.807e-03, eta: 1:56:51, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.9966, top5_acc: 1.0000, loss_cls: 0.0199, loss: 0.0199 +2024-07-03 21:28:06,529 - pyskl - INFO - Epoch [128][300/1253] lr: 2.787e-03, eta: 1:56:27, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2024-07-03 21:28:30,241 - pyskl - INFO - Epoch [128][400/1253] lr: 2.768e-03, eta: 1:56:02, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2024-07-03 21:28:53,963 - pyskl - INFO - Epoch [128][500/1253] lr: 2.749e-03, eta: 1:55:38, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9966, top5_acc: 1.0000, loss_cls: 0.0198, loss: 0.0198 +2024-07-03 21:29:17,688 - pyskl - INFO - Epoch [128][600/1253] lr: 2.730e-03, eta: 1:55:13, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2024-07-03 21:29:41,412 - pyskl - INFO - Epoch [128][700/1253] lr: 2.711e-03, eta: 1:54:48, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9978, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2024-07-03 21:30:05,134 - pyskl - INFO - Epoch [128][800/1253] lr: 2.692e-03, eta: 1:54:24, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2024-07-03 21:30:28,758 - pyskl - INFO - Epoch [128][900/1253] lr: 2.673e-03, eta: 1:53:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2024-07-03 21:30:52,341 - pyskl - INFO - Epoch [128][1000/1253] lr: 2.655e-03, eta: 1:53:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2024-07-03 21:31:15,919 - pyskl - INFO - Epoch [128][1100/1253] lr: 2.636e-03, eta: 1:53:10, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2024-07-03 21:31:39,484 - pyskl - INFO - Epoch [128][1200/1253] lr: 2.617e-03, eta: 1:52:45, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2024-07-03 21:31:52,626 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-07-03 21:32:41,272 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:32:41,339 - pyskl - INFO - +top1_acc 0.8941 +top5_acc 0.9837 +2024-07-03 21:32:41,344 - pyskl - INFO - Epoch(val) [128][516] top1_acc: 0.8941, top5_acc: 0.9837 +2024-07-03 21:33:26,217 - pyskl - INFO - Epoch [129][100/1253] lr: 2.589e-03, eta: 1:52:09, time: 0.449, data_time: 0.210, memory: 5176, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 +2024-07-03 21:33:50,145 - pyskl - INFO - Epoch [129][200/1253] lr: 2.570e-03, eta: 1:51:44, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-03 21:34:14,115 - pyskl - INFO - Epoch [129][300/1253] lr: 2.552e-03, eta: 1:51:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-03 21:34:38,140 - pyskl - INFO - Epoch [129][400/1253] lr: 2.534e-03, eta: 1:50:55, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-07-03 21:35:02,158 - pyskl - INFO - Epoch [129][500/1253] lr: 2.515e-03, eta: 1:50:30, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-03 21:35:25,853 - pyskl - INFO - Epoch [129][600/1253] lr: 2.497e-03, eta: 1:50:06, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9966, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2024-07-03 21:35:49,480 - pyskl - INFO - Epoch [129][700/1253] lr: 2.479e-03, eta: 1:49:41, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2024-07-03 21:36:13,467 - pyskl - INFO - Epoch [129][800/1253] lr: 2.461e-03, eta: 1:49:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2024-07-03 21:36:37,458 - pyskl - INFO - Epoch [129][900/1253] lr: 2.443e-03, eta: 1:48:52, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9972, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-03 21:37:01,197 - pyskl - INFO - Epoch [129][1000/1253] lr: 2.425e-03, eta: 1:48:27, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-07-03 21:37:24,758 - pyskl - INFO - Epoch [129][1100/1253] lr: 2.407e-03, eta: 1:48:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-03 21:37:48,331 - pyskl - INFO - Epoch [129][1200/1253] lr: 2.389e-03, eta: 1:47:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2024-07-03 21:38:01,481 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-07-03 21:38:50,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:38:50,101 - pyskl - INFO - +top1_acc 0.9055 +top5_acc 0.9837 +2024-07-03 21:38:50,106 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_127.pth was removed +2024-07-03 21:38:50,334 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2024-07-03 21:38:50,335 - pyskl - INFO - Best top1_acc is 0.9055 at 129 epoch. +2024-07-03 21:38:50,339 - pyskl - INFO - Epoch(val) [129][516] top1_acc: 0.9055, top5_acc: 0.9837 +2024-07-03 21:39:35,193 - pyskl - INFO - Epoch [130][100/1253] lr: 2.362e-03, eta: 1:47:02, time: 0.448, data_time: 0.209, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-03 21:39:59,063 - pyskl - INFO - Epoch [130][200/1253] lr: 2.344e-03, eta: 1:46:37, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-03 21:40:22,782 - pyskl - INFO - Epoch [130][300/1253] lr: 2.326e-03, eta: 1:46:13, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0147, loss: 0.0147 +2024-07-03 21:40:46,476 - pyskl - INFO - Epoch [130][400/1253] lr: 2.309e-03, eta: 1:45:48, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-03 21:41:10,045 - pyskl - INFO - Epoch [130][500/1253] lr: 2.291e-03, eta: 1:45:23, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-03 21:41:33,615 - pyskl - INFO - Epoch [130][600/1253] lr: 2.274e-03, eta: 1:44:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-03 21:41:57,176 - pyskl - INFO - Epoch [130][700/1253] lr: 2.257e-03, eta: 1:44:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-03 21:42:20,754 - pyskl - INFO - Epoch [130][800/1253] lr: 2.239e-03, eta: 1:44:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-03 21:42:44,306 - pyskl - INFO - Epoch [130][900/1253] lr: 2.222e-03, eta: 1:43:45, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-03 21:43:08,216 - pyskl - INFO - Epoch [130][1000/1253] lr: 2.205e-03, eta: 1:43:20, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-03 21:43:32,190 - pyskl - INFO - Epoch [130][1100/1253] lr: 2.188e-03, eta: 1:42:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-03 21:43:56,165 - pyskl - INFO - Epoch [130][1200/1253] lr: 2.171e-03, eta: 1:42:31, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-03 21:44:09,544 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-07-03 21:44:58,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:44:58,321 - pyskl - INFO - +top1_acc 0.9063 +top5_acc 0.9837 +2024-07-03 21:44:58,325 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_129.pth was removed +2024-07-03 21:44:58,548 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2024-07-03 21:44:58,549 - pyskl - INFO - Best top1_acc is 0.9063 at 130 epoch. +2024-07-03 21:44:58,553 - pyskl - INFO - Epoch(val) [130][516] top1_acc: 0.9063, top5_acc: 0.9837 +2024-07-03 21:45:43,533 - pyskl - INFO - Epoch [131][100/1253] lr: 2.145e-03, eta: 1:41:55, time: 0.450, data_time: 0.210, memory: 5176, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-07-03 21:46:07,315 - pyskl - INFO - Epoch [131][200/1253] lr: 2.128e-03, eta: 1:41:30, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-03 21:46:30,997 - pyskl - INFO - Epoch [131][300/1253] lr: 2.111e-03, eta: 1:41:05, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0035, loss: 0.0035 +2024-07-03 21:46:54,680 - pyskl - INFO - Epoch [131][400/1253] lr: 2.094e-03, eta: 1:40:41, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0026, loss: 0.0026 +2024-07-03 21:47:18,349 - pyskl - INFO - Epoch [131][500/1253] lr: 2.077e-03, eta: 1:40:16, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0036, loss: 0.0036 +2024-07-03 21:47:41,976 - pyskl - INFO - Epoch [131][600/1253] lr: 2.061e-03, eta: 1:39:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0007, loss: 0.0007 +2024-07-03 21:48:05,607 - pyskl - INFO - Epoch [131][700/1253] lr: 2.044e-03, eta: 1:39:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 0.9997, loss_cls: 0.0050, loss: 0.0050 +2024-07-03 21:48:29,207 - pyskl - INFO - Epoch [131][800/1253] lr: 2.028e-03, eta: 1:39:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-03 21:48:52,799 - pyskl - INFO - Epoch [131][900/1253] lr: 2.011e-03, eta: 1:38:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-07-03 21:49:16,374 - pyskl - INFO - Epoch [131][1000/1253] lr: 1.995e-03, eta: 1:38:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0025, loss: 0.0025 +2024-07-03 21:49:39,944 - pyskl - INFO - Epoch [131][1100/1253] lr: 1.978e-03, eta: 1:37:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-03 21:50:03,514 - pyskl - INFO - Epoch [131][1200/1253] lr: 1.962e-03, eta: 1:37:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-07-03 21:50:16,661 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-07-03 21:51:05,433 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:51:05,500 - pyskl - INFO - +top1_acc 0.9051 +top5_acc 0.9839 +2024-07-03 21:51:05,504 - pyskl - INFO - Epoch(val) [131][516] top1_acc: 0.9051, top5_acc: 0.9839 +2024-07-03 21:51:50,426 - pyskl - INFO - Epoch [132][100/1253] lr: 1.937e-03, eta: 1:36:47, time: 0.449, data_time: 0.211, memory: 5176, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-03 21:52:14,147 - pyskl - INFO - Epoch [132][200/1253] lr: 1.921e-03, eta: 1:36:23, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-03 21:52:37,682 - pyskl - INFO - Epoch [132][300/1253] lr: 1.905e-03, eta: 1:35:58, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0026, loss: 0.0026 +2024-07-03 21:53:01,225 - pyskl - INFO - Epoch [132][400/1253] lr: 1.889e-03, eta: 1:35:34, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0008, loss: 0.0008 +2024-07-03 21:53:24,903 - pyskl - INFO - Epoch [132][500/1253] lr: 1.873e-03, eta: 1:35:09, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0006, loss: -0.0006 +2024-07-03 21:53:48,593 - pyskl - INFO - Epoch [132][600/1253] lr: 1.858e-03, eta: 1:34:44, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0030, loss: 0.0030 +2024-07-03 21:54:12,189 - pyskl - INFO - Epoch [132][700/1253] lr: 1.842e-03, eta: 1:34:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0016, loss: 0.0016 +2024-07-03 21:54:35,781 - pyskl - INFO - Epoch [132][800/1253] lr: 1.826e-03, eta: 1:33:55, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0013, loss: 0.0013 +2024-07-03 21:54:59,373 - pyskl - INFO - Epoch [132][900/1253] lr: 1.810e-03, eta: 1:33:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0022, loss: 0.0022 +2024-07-03 21:55:22,968 - pyskl - INFO - Epoch [132][1000/1253] lr: 1.795e-03, eta: 1:33:06, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 +2024-07-03 21:55:46,518 - pyskl - INFO - Epoch [132][1100/1253] lr: 1.779e-03, eta: 1:32:41, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0041, loss: 0.0041 +2024-07-03 21:56:10,070 - pyskl - INFO - Epoch [132][1200/1253] lr: 1.764e-03, eta: 1:32:17, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0022, loss: 0.0022 +2024-07-03 21:56:23,211 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-07-03 21:57:11,888 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 21:57:11,950 - pyskl - INFO - +top1_acc 0.9051 +top5_acc 0.9840 +2024-07-03 21:57:11,952 - pyskl - INFO - Epoch(val) [132][516] top1_acc: 0.9051, top5_acc: 0.9840 +2024-07-03 21:57:56,798 - pyskl - INFO - Epoch [133][100/1253] lr: 1.740e-03, eta: 1:31:40, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0035, loss: 0.0035 +2024-07-03 21:58:20,828 - pyskl - INFO - Epoch [133][200/1253] lr: 1.725e-03, eta: 1:31:16, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0006, loss: 0.0006 +2024-07-03 21:58:44,390 - pyskl - INFO - Epoch [133][300/1253] lr: 1.710e-03, eta: 1:30:51, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0010, loss: 0.0010 +2024-07-03 21:59:07,943 - pyskl - INFO - Epoch [133][400/1253] lr: 1.695e-03, eta: 1:30:26, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-07-03 21:59:31,733 - pyskl - INFO - Epoch [133][500/1253] lr: 1.680e-03, eta: 1:30:02, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0000, loss: -0.0000 +2024-07-03 21:59:55,421 - pyskl - INFO - Epoch [133][600/1253] lr: 1.665e-03, eta: 1:29:37, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0006, loss: -0.0006 +2024-07-03 22:00:18,981 - pyskl - INFO - Epoch [133][700/1253] lr: 1.650e-03, eta: 1:29:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0009, loss: -0.0009 +2024-07-03 22:00:42,533 - pyskl - INFO - Epoch [133][800/1253] lr: 1.635e-03, eta: 1:28:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0002, loss: 0.0002 +2024-07-03 22:01:06,098 - pyskl - INFO - Epoch [133][900/1253] lr: 1.620e-03, eta: 1:28:23, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0000, loss: 0.0000 +2024-07-03 22:01:29,664 - pyskl - INFO - Epoch [133][1000/1253] lr: 1.605e-03, eta: 1:27:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0000, loss: 0.0000 +2024-07-03 22:01:53,221 - pyskl - INFO - Epoch [133][1100/1253] lr: 1.590e-03, eta: 1:27:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0002, loss: 0.0002 +2024-07-03 22:02:16,780 - pyskl - INFO - Epoch [133][1200/1253] lr: 1.576e-03, eta: 1:27:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0011, loss: 0.0011 +2024-07-03 22:02:29,930 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-07-03 22:03:18,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:03:18,518 - pyskl - INFO - +top1_acc 0.9026 +top5_acc 0.9832 +2024-07-03 22:03:18,520 - pyskl - INFO - Epoch(val) [133][516] top1_acc: 0.9026, top5_acc: 0.9832 +2024-07-03 22:04:03,637 - pyskl - INFO - Epoch [134][100/1253] lr: 1.554e-03, eta: 1:26:33, time: 0.451, data_time: 0.209, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: 0.0011, loss: 0.0011 +2024-07-03 22:04:27,542 - pyskl - INFO - Epoch [134][200/1253] lr: 1.539e-03, eta: 1:26:08, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0021, loss: -0.0021 +2024-07-03 22:04:51,077 - pyskl - INFO - Epoch [134][300/1253] lr: 1.525e-03, eta: 1:25:44, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0019, loss: -0.0019 +2024-07-03 22:05:14,621 - pyskl - INFO - Epoch [134][400/1253] lr: 1.510e-03, eta: 1:25:19, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0017, loss: -0.0017 +2024-07-03 22:05:38,179 - pyskl - INFO - Epoch [134][500/1253] lr: 1.496e-03, eta: 1:24:54, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0014, loss: -0.0014 +2024-07-03 22:06:01,723 - pyskl - INFO - Epoch [134][600/1253] lr: 1.482e-03, eta: 1:24:30, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0024, loss: -0.0024 +2024-07-03 22:06:25,270 - pyskl - INFO - Epoch [134][700/1253] lr: 1.468e-03, eta: 1:24:05, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0019, loss: -0.0019 +2024-07-03 22:06:48,819 - pyskl - INFO - Epoch [134][800/1253] lr: 1.454e-03, eta: 1:23:41, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0014, loss: -0.0014 +2024-07-03 22:07:12,372 - pyskl - INFO - Epoch [134][900/1253] lr: 1.440e-03, eta: 1:23:16, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0014, loss: -0.0014 +2024-07-03 22:07:35,919 - pyskl - INFO - Epoch [134][1000/1253] lr: 1.426e-03, eta: 1:22:51, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0004, loss: -0.0004 +2024-07-03 22:07:59,472 - pyskl - INFO - Epoch [134][1100/1253] lr: 1.412e-03, eta: 1:22:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0023, loss: -0.0023 +2024-07-03 22:08:23,022 - pyskl - INFO - Epoch [134][1200/1253] lr: 1.398e-03, eta: 1:22:02, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0012, loss: -0.0012 +2024-07-03 22:08:36,156 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-07-03 22:09:24,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:09:24,736 - pyskl - INFO - +top1_acc 0.9071 +top5_acc 0.9847 +2024-07-03 22:09:24,740 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_130.pth was removed +2024-07-03 22:09:24,960 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2024-07-03 22:09:24,960 - pyskl - INFO - Best top1_acc is 0.9071 at 134 epoch. +2024-07-03 22:09:24,965 - pyskl - INFO - Epoch(val) [134][516] top1_acc: 0.9071, top5_acc: 0.9847 +2024-07-03 22:10:10,277 - pyskl - INFO - Epoch [135][100/1253] lr: 1.377e-03, eta: 1:21:26, time: 0.453, data_time: 0.215, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0037, loss: -0.0037 +2024-07-03 22:10:34,008 - pyskl - INFO - Epoch [135][200/1253] lr: 1.363e-03, eta: 1:21:01, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0036, loss: -0.0036 +2024-07-03 22:10:57,616 - pyskl - INFO - Epoch [135][300/1253] lr: 1.350e-03, eta: 1:20:37, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0027, loss: -0.0027 +2024-07-03 22:11:21,187 - pyskl - INFO - Epoch [135][400/1253] lr: 1.336e-03, eta: 1:20:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: 0.0024, loss: 0.0024 +2024-07-03 22:11:44,760 - pyskl - INFO - Epoch [135][500/1253] lr: 1.323e-03, eta: 1:19:47, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0010, loss: -0.0010 +2024-07-03 22:12:08,331 - pyskl - INFO - Epoch [135][600/1253] lr: 1.309e-03, eta: 1:19:23, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0022, loss: -0.0022 +2024-07-03 22:12:31,878 - pyskl - INFO - Epoch [135][700/1253] lr: 1.296e-03, eta: 1:18:58, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: -0.0007, loss: -0.0007 +2024-07-03 22:12:55,441 - pyskl - INFO - Epoch [135][800/1253] lr: 1.283e-03, eta: 1:18:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0009, loss: -0.0009 +2024-07-03 22:13:18,988 - pyskl - INFO - Epoch [135][900/1253] lr: 1.270e-03, eta: 1:18:09, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0033, loss: -0.0033 +2024-07-03 22:13:42,540 - pyskl - INFO - Epoch [135][1000/1253] lr: 1.257e-03, eta: 1:17:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0038, loss: -0.0038 +2024-07-03 22:14:06,082 - pyskl - INFO - Epoch [135][1100/1253] lr: 1.244e-03, eta: 1:17:20, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0038, loss: -0.0038 +2024-07-03 22:14:29,627 - pyskl - INFO - Epoch [135][1200/1253] lr: 1.231e-03, eta: 1:16:55, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0026, loss: -0.0026 +2024-07-03 22:14:42,801 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-07-03 22:15:31,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:15:31,361 - pyskl - INFO - +top1_acc 0.9087 +top5_acc 0.9841 +2024-07-03 22:15:31,365 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_134.pth was removed +2024-07-03 22:15:31,597 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2024-07-03 22:15:31,598 - pyskl - INFO - Best top1_acc is 0.9087 at 135 epoch. +2024-07-03 22:15:31,602 - pyskl - INFO - Epoch(val) [135][516] top1_acc: 0.9087, top5_acc: 0.9841 +2024-07-03 22:16:17,037 - pyskl - INFO - Epoch [136][100/1253] lr: 1.211e-03, eta: 1:16:19, time: 0.454, data_time: 0.210, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0046, loss: -0.0046 +2024-07-03 22:16:41,092 - pyskl - INFO - Epoch [136][200/1253] lr: 1.198e-03, eta: 1:15:54, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0016, loss: -0.0016 +2024-07-03 22:17:04,815 - pyskl - INFO - Epoch [136][300/1253] lr: 1.185e-03, eta: 1:15:29, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-03 22:17:28,528 - pyskl - INFO - Epoch [136][400/1253] lr: 1.173e-03, eta: 1:15:05, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0051, loss: -0.0051 +2024-07-03 22:17:52,245 - pyskl - INFO - Epoch [136][500/1253] lr: 1.160e-03, eta: 1:14:40, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0038, loss: -0.0038 +2024-07-03 22:18:15,958 - pyskl - INFO - Epoch [136][600/1253] lr: 1.147e-03, eta: 1:14:16, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0025, loss: -0.0025 +2024-07-03 22:18:39,540 - pyskl - INFO - Epoch [136][700/1253] lr: 1.135e-03, eta: 1:13:51, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: -0.0018, loss: -0.0018 +2024-07-03 22:19:03,088 - pyskl - INFO - Epoch [136][800/1253] lr: 1.123e-03, eta: 1:13:27, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0030, loss: -0.0030 +2024-07-03 22:19:26,673 - pyskl - INFO - Epoch [136][900/1253] lr: 1.110e-03, eta: 1:13:02, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: -0.0014, loss: -0.0014 +2024-07-03 22:19:50,220 - pyskl - INFO - Epoch [136][1000/1253] lr: 1.098e-03, eta: 1:12:37, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0018, loss: -0.0018 +2024-07-03 22:20:13,790 - pyskl - INFO - Epoch [136][1100/1253] lr: 1.086e-03, eta: 1:12:13, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0018, loss: -0.0018 +2024-07-03 22:20:37,352 - pyskl - INFO - Epoch [136][1200/1253] lr: 1.074e-03, eta: 1:11:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0026, loss: -0.0026 +2024-07-03 22:20:50,533 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-07-03 22:21:39,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:21:39,321 - pyskl - INFO - +top1_acc 0.9082 +top5_acc 0.9846 +2024-07-03 22:21:39,323 - pyskl - INFO - Epoch(val) [136][516] top1_acc: 0.9082, top5_acc: 0.9846 +2024-07-03 22:22:23,954 - pyskl - INFO - Epoch [137][100/1253] lr: 1.055e-03, eta: 1:11:11, time: 0.446, data_time: 0.210, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0042, loss: -0.0042 +2024-07-03 22:22:47,622 - pyskl - INFO - Epoch [137][200/1253] lr: 1.043e-03, eta: 1:10:47, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-03 22:23:11,197 - pyskl - INFO - Epoch [137][300/1253] lr: 1.031e-03, eta: 1:10:22, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-03 22:23:34,773 - pyskl - INFO - Epoch [137][400/1253] lr: 1.019e-03, eta: 1:09:58, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-03 22:23:58,346 - pyskl - INFO - Epoch [137][500/1253] lr: 1.008e-03, eta: 1:09:33, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0047, loss: -0.0047 +2024-07-03 22:24:21,925 - pyskl - INFO - Epoch [137][600/1253] lr: 9.959e-04, eta: 1:09:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0037, loss: -0.0037 +2024-07-03 22:24:45,553 - pyskl - INFO - Epoch [137][700/1253] lr: 9.842e-04, eta: 1:08:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-03 22:25:09,111 - pyskl - INFO - Epoch [137][800/1253] lr: 9.726e-04, eta: 1:08:19, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0041, loss: -0.0041 +2024-07-03 22:25:32,659 - pyskl - INFO - Epoch [137][900/1253] lr: 9.611e-04, eta: 1:07:55, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0030, loss: -0.0030 +2024-07-03 22:25:56,220 - pyskl - INFO - Epoch [137][1000/1253] lr: 9.497e-04, eta: 1:07:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0016, loss: -0.0016 +2024-07-03 22:26:19,797 - pyskl - INFO - Epoch [137][1100/1253] lr: 9.383e-04, eta: 1:07:06, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-03 22:26:43,351 - pyskl - INFO - Epoch [137][1200/1253] lr: 9.270e-04, eta: 1:06:41, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-03 22:26:56,517 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-07-03 22:27:45,356 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:27:45,419 - pyskl - INFO - +top1_acc 0.9100 +top5_acc 0.9844 +2024-07-03 22:27:45,423 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_135.pth was removed +2024-07-03 22:27:45,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-07-03 22:27:45,656 - pyskl - INFO - Best top1_acc is 0.9100 at 137 epoch. +2024-07-03 22:27:45,660 - pyskl - INFO - Epoch(val) [137][516] top1_acc: 0.9100, top5_acc: 0.9844 +2024-07-03 22:28:30,232 - pyskl - INFO - Epoch [138][100/1253] lr: 9.098e-04, eta: 1:06:04, time: 0.446, data_time: 0.208, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0040, loss: -0.0040 +2024-07-03 22:28:53,901 - pyskl - INFO - Epoch [138][200/1253] lr: 8.987e-04, eta: 1:05:40, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0054, loss: -0.0054 +2024-07-03 22:29:17,580 - pyskl - INFO - Epoch [138][300/1253] lr: 8.876e-04, eta: 1:05:15, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0033, loss: -0.0033 +2024-07-03 22:29:41,284 - pyskl - INFO - Epoch [138][400/1253] lr: 8.766e-04, eta: 1:04:51, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0032, loss: -0.0032 +2024-07-03 22:30:04,865 - pyskl - INFO - Epoch [138][500/1253] lr: 8.657e-04, eta: 1:04:26, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0053, loss: -0.0053 +2024-07-03 22:30:28,434 - pyskl - INFO - Epoch [138][600/1253] lr: 8.548e-04, eta: 1:04:01, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0053, loss: -0.0053 +2024-07-03 22:30:52,013 - pyskl - INFO - Epoch [138][700/1253] lr: 8.440e-04, eta: 1:03:37, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-03 22:31:15,579 - pyskl - INFO - Epoch [138][800/1253] lr: 8.333e-04, eta: 1:03:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-03 22:31:39,158 - pyskl - INFO - Epoch [138][900/1253] lr: 8.226e-04, eta: 1:02:48, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0040, loss: -0.0040 +2024-07-03 22:32:02,733 - pyskl - INFO - Epoch [138][1000/1253] lr: 8.120e-04, eta: 1:02:23, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0041, loss: -0.0041 +2024-07-03 22:32:26,315 - pyskl - INFO - Epoch [138][1100/1253] lr: 8.015e-04, eta: 1:01:59, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0050, loss: -0.0050 +2024-07-03 22:32:49,895 - pyskl - INFO - Epoch [138][1200/1253] lr: 7.910e-04, eta: 1:01:34, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-03 22:33:03,063 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-07-03 22:33:51,683 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:33:51,746 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9846 +2024-07-03 22:33:51,750 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_137.pth was removed +2024-07-03 22:33:51,964 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2024-07-03 22:33:51,965 - pyskl - INFO - Best top1_acc is 0.9113 at 138 epoch. +2024-07-03 22:33:51,969 - pyskl - INFO - Epoch(val) [138][516] top1_acc: 0.9113, top5_acc: 0.9846 +2024-07-03 22:34:36,789 - pyskl - INFO - Epoch [139][100/1253] lr: 7.752e-04, eta: 1:00:57, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-03 22:35:00,578 - pyskl - INFO - Epoch [139][200/1253] lr: 7.649e-04, eta: 1:00:33, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0047, loss: -0.0047 +2024-07-03 22:35:24,288 - pyskl - INFO - Epoch [139][300/1253] lr: 7.547e-04, eta: 1:00:08, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0032, loss: -0.0032 +2024-07-03 22:35:47,873 - pyskl - INFO - Epoch [139][400/1253] lr: 7.445e-04, eta: 0:59:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-03 22:36:11,441 - pyskl - INFO - Epoch [139][500/1253] lr: 7.344e-04, eta: 0:59:19, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-03 22:36:35,025 - pyskl - INFO - Epoch [139][600/1253] lr: 7.244e-04, eta: 0:58:54, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0046, loss: -0.0046 +2024-07-03 22:36:58,595 - pyskl - INFO - Epoch [139][700/1253] lr: 7.144e-04, eta: 0:58:30, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-03 22:37:22,194 - pyskl - INFO - Epoch [139][800/1253] lr: 7.045e-04, eta: 0:58:05, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0042, loss: -0.0042 +2024-07-03 22:37:45,786 - pyskl - INFO - Epoch [139][900/1253] lr: 6.947e-04, eta: 0:57:41, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0045, loss: -0.0045 +2024-07-03 22:38:09,372 - pyskl - INFO - Epoch [139][1000/1253] lr: 6.850e-04, eta: 0:57:16, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-03 22:38:32,941 - pyskl - INFO - Epoch [139][1100/1253] lr: 6.753e-04, eta: 0:56:52, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 22:38:56,503 - pyskl - INFO - Epoch [139][1200/1253] lr: 6.657e-04, eta: 0:56:27, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: -0.0025, loss: -0.0025 +2024-07-03 22:39:09,661 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-07-03 22:39:58,320 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:39:58,381 - pyskl - INFO - +top1_acc 0.9101 +top5_acc 0.9847 +2024-07-03 22:39:58,384 - pyskl - INFO - Epoch(val) [139][516] top1_acc: 0.9101, top5_acc: 0.9847 +2024-07-03 22:40:43,111 - pyskl - INFO - Epoch [140][100/1253] lr: 6.511e-04, eta: 0:55:50, time: 0.447, data_time: 0.210, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0047, loss: -0.0047 +2024-07-03 22:41:07,170 - pyskl - INFO - Epoch [140][200/1253] lr: 6.417e-04, eta: 0:55:26, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0040, loss: -0.0040 +2024-07-03 22:41:31,288 - pyskl - INFO - Epoch [140][300/1253] lr: 6.323e-04, eta: 0:55:01, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0053, loss: -0.0053 +2024-07-03 22:41:55,287 - pyskl - INFO - Epoch [140][400/1253] lr: 6.230e-04, eta: 0:54:37, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0070, loss: -0.0070 +2024-07-03 22:42:19,275 - pyskl - INFO - Epoch [140][500/1253] lr: 6.138e-04, eta: 0:54:12, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0041, loss: -0.0041 +2024-07-03 22:42:43,263 - pyskl - INFO - Epoch [140][600/1253] lr: 6.046e-04, eta: 0:53:48, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-03 22:43:07,251 - pyskl - INFO - Epoch [140][700/1253] lr: 5.955e-04, eta: 0:53:23, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0040, loss: -0.0040 +2024-07-03 22:43:31,229 - pyskl - INFO - Epoch [140][800/1253] lr: 5.865e-04, eta: 0:52:58, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 22:43:55,195 - pyskl - INFO - Epoch [140][900/1253] lr: 5.775e-04, eta: 0:52:34, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0053, loss: -0.0053 +2024-07-03 22:44:19,156 - pyskl - INFO - Epoch [140][1000/1253] lr: 5.686e-04, eta: 0:52:09, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-03 22:44:43,133 - pyskl - INFO - Epoch [140][1100/1253] lr: 5.598e-04, eta: 0:51:45, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0054, loss: -0.0054 +2024-07-03 22:45:07,099 - pyskl - INFO - Epoch [140][1200/1253] lr: 5.510e-04, eta: 0:51:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 22:45:20,394 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-07-03 22:46:08,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:46:08,964 - pyskl - INFO - +top1_acc 0.9085 +top5_acc 0.9840 +2024-07-03 22:46:08,966 - pyskl - INFO - Epoch(val) [140][516] top1_acc: 0.9085, top5_acc: 0.9840 +2024-07-03 22:46:53,703 - pyskl - INFO - Epoch [141][100/1253] lr: 5.377e-04, eta: 0:50:43, time: 0.447, data_time: 0.210, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-03 22:47:17,407 - pyskl - INFO - Epoch [141][200/1253] lr: 5.292e-04, eta: 0:50:19, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-03 22:47:41,287 - pyskl - INFO - Epoch [141][300/1253] lr: 5.206e-04, eta: 0:49:54, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-03 22:48:04,939 - pyskl - INFO - Epoch [141][400/1253] lr: 5.122e-04, eta: 0:49:30, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-03 22:48:28,586 - pyskl - INFO - Epoch [141][500/1253] lr: 5.038e-04, eta: 0:49:05, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-03 22:48:52,220 - pyskl - INFO - Epoch [141][600/1253] lr: 4.955e-04, eta: 0:48:41, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-03 22:49:15,867 - pyskl - INFO - Epoch [141][700/1253] lr: 4.873e-04, eta: 0:48:16, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-03 22:49:39,623 - pyskl - INFO - Epoch [141][800/1253] lr: 4.791e-04, eta: 0:47:52, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0051, loss: -0.0051 +2024-07-03 22:50:03,506 - pyskl - INFO - Epoch [141][900/1253] lr: 4.710e-04, eta: 0:47:27, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0064, loss: -0.0064 +2024-07-03 22:50:27,068 - pyskl - INFO - Epoch [141][1000/1253] lr: 4.629e-04, eta: 0:47:03, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-03 22:50:50,624 - pyskl - INFO - Epoch [141][1100/1253] lr: 4.550e-04, eta: 0:46:38, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-03 22:51:14,174 - pyskl - INFO - Epoch [141][1200/1253] lr: 4.471e-04, eta: 0:46:14, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0043, loss: -0.0043 +2024-07-03 22:51:27,331 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-07-03 22:52:15,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:52:15,607 - pyskl - INFO - +top1_acc 0.9089 +top5_acc 0.9838 +2024-07-03 22:52:15,609 - pyskl - INFO - Epoch(val) [141][516] top1_acc: 0.9089, top5_acc: 0.9838 +2024-07-03 22:53:00,406 - pyskl - INFO - Epoch [142][100/1253] lr: 4.351e-04, eta: 0:45:37, time: 0.448, data_time: 0.208, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-03 22:53:24,400 - pyskl - INFO - Epoch [142][200/1253] lr: 4.274e-04, eta: 0:45:12, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0053, loss: -0.0053 +2024-07-03 22:53:48,492 - pyskl - INFO - Epoch [142][300/1253] lr: 4.197e-04, eta: 0:44:47, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0047, loss: -0.0047 +2024-07-03 22:54:12,582 - pyskl - INFO - Epoch [142][400/1253] lr: 4.121e-04, eta: 0:44:23, time: 0.241, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-03 22:54:36,628 - pyskl - INFO - Epoch [142][500/1253] lr: 4.046e-04, eta: 0:43:58, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 22:55:00,656 - pyskl - INFO - Epoch [142][600/1253] lr: 3.971e-04, eta: 0:43:34, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-03 22:55:24,506 - pyskl - INFO - Epoch [142][700/1253] lr: 3.898e-04, eta: 0:43:09, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-03 22:55:48,078 - pyskl - INFO - Epoch [142][800/1253] lr: 3.824e-04, eta: 0:42:45, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0038, loss: -0.0038 +2024-07-03 22:56:11,657 - pyskl - INFO - Epoch [142][900/1253] lr: 3.752e-04, eta: 0:42:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-03 22:56:35,232 - pyskl - INFO - Epoch [142][1000/1253] lr: 3.680e-04, eta: 0:41:56, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9991, top5_acc: 1.0000, loss_cls: -0.0037, loss: -0.0037 +2024-07-03 22:56:58,793 - pyskl - INFO - Epoch [142][1100/1253] lr: 3.609e-04, eta: 0:41:31, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-03 22:57:22,376 - pyskl - INFO - Epoch [142][1200/1253] lr: 3.539e-04, eta: 0:41:07, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0048, loss: -0.0048 +2024-07-03 22:57:35,520 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-07-03 22:58:23,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 22:58:24,056 - pyskl - INFO - +top1_acc 0.9116 +top5_acc 0.9845 +2024-07-03 22:58:24,060 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_138.pth was removed +2024-07-03 22:58:24,297 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2024-07-03 22:58:24,298 - pyskl - INFO - Best top1_acc is 0.9116 at 142 epoch. +2024-07-03 22:58:24,302 - pyskl - INFO - Epoch(val) [142][516] top1_acc: 0.9116, top5_acc: 0.9845 +2024-07-03 22:59:09,588 - pyskl - INFO - Epoch [143][100/1253] lr: 3.432e-04, eta: 0:40:30, time: 0.453, data_time: 0.209, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-03 22:59:34,119 - pyskl - INFO - Epoch [143][200/1253] lr: 3.364e-04, eta: 0:40:05, time: 0.245, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 22:59:58,408 - pyskl - INFO - Epoch [143][300/1253] lr: 3.296e-04, eta: 0:39:41, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-03 23:00:22,674 - pyskl - INFO - Epoch [143][400/1253] lr: 3.228e-04, eta: 0:39:16, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0054, loss: -0.0054 +2024-07-03 23:00:46,951 - pyskl - INFO - Epoch [143][500/1253] lr: 3.162e-04, eta: 0:38:52, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-03 23:01:11,238 - pyskl - INFO - Epoch [143][600/1253] lr: 3.096e-04, eta: 0:38:27, time: 0.243, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-03 23:01:35,236 - pyskl - INFO - Epoch [143][700/1253] lr: 3.031e-04, eta: 0:38:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-03 23:01:58,950 - pyskl - INFO - Epoch [143][800/1253] lr: 2.966e-04, eta: 0:37:38, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-03 23:02:22,657 - pyskl - INFO - Epoch [143][900/1253] lr: 2.902e-04, eta: 0:37:14, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:02:46,367 - pyskl - INFO - Epoch [143][1000/1253] lr: 2.839e-04, eta: 0:36:49, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-03 23:03:10,074 - pyskl - INFO - Epoch [143][1100/1253] lr: 2.777e-04, eta: 0:36:25, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-03 23:03:33,772 - pyskl - INFO - Epoch [143][1200/1253] lr: 2.715e-04, eta: 0:36:00, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0070, loss: -0.0070 +2024-07-03 23:03:47,015 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-07-03 23:04:35,428 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 23:04:35,488 - pyskl - INFO - +top1_acc 0.9114 +top5_acc 0.9847 +2024-07-03 23:04:35,491 - pyskl - INFO - Epoch(val) [143][516] top1_acc: 0.9114, top5_acc: 0.9847 +2024-07-03 23:05:20,641 - pyskl - INFO - Epoch [144][100/1253] lr: 2.622e-04, eta: 0:35:23, time: 0.451, data_time: 0.213, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-03 23:05:44,654 - pyskl - INFO - Epoch [144][200/1253] lr: 2.562e-04, eta: 0:34:58, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-03 23:06:08,407 - pyskl - INFO - Epoch [144][300/1253] lr: 2.502e-04, eta: 0:34:34, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-03 23:06:31,987 - pyskl - INFO - Epoch [144][400/1253] lr: 2.444e-04, eta: 0:34:09, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-03 23:06:55,820 - pyskl - INFO - Epoch [144][500/1253] lr: 2.386e-04, eta: 0:33:45, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-03 23:07:19,810 - pyskl - INFO - Epoch [144][600/1253] lr: 2.329e-04, eta: 0:33:20, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-03 23:07:43,810 - pyskl - INFO - Epoch [144][700/1253] lr: 2.272e-04, eta: 0:32:56, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 23:08:07,757 - pyskl - INFO - Epoch [144][800/1253] lr: 2.216e-04, eta: 0:32:31, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-03 23:08:31,617 - pyskl - INFO - Epoch [144][900/1253] lr: 2.161e-04, eta: 0:32:07, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-03 23:08:55,328 - pyskl - INFO - Epoch [144][1000/1253] lr: 2.107e-04, eta: 0:31:42, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0071, loss: -0.0071 +2024-07-03 23:09:18,891 - pyskl - INFO - Epoch [144][1100/1253] lr: 2.053e-04, eta: 0:31:18, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-03 23:09:42,449 - pyskl - INFO - Epoch [144][1200/1253] lr: 2.000e-04, eta: 0:30:53, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-03 23:09:55,608 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-07-03 23:10:44,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 23:10:44,302 - pyskl - INFO - +top1_acc 0.9093 +top5_acc 0.9846 +2024-07-03 23:10:44,305 - pyskl - INFO - Epoch(val) [144][516] top1_acc: 0.9093, top5_acc: 0.9846 +2024-07-03 23:11:29,602 - pyskl - INFO - Epoch [145][100/1253] lr: 1.920e-04, eta: 0:30:16, time: 0.453, data_time: 0.213, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:11:53,647 - pyskl - INFO - Epoch [145][200/1253] lr: 1.868e-04, eta: 0:29:52, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0069, loss: -0.0069 +2024-07-03 23:12:17,619 - pyskl - INFO - Epoch [145][300/1253] lr: 1.818e-04, eta: 0:29:27, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:12:41,591 - pyskl - INFO - Epoch [145][400/1253] lr: 1.768e-04, eta: 0:29:03, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-03 23:13:05,565 - pyskl - INFO - Epoch [145][500/1253] lr: 1.719e-04, eta: 0:28:38, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-03 23:13:29,534 - pyskl - INFO - Epoch [145][600/1253] lr: 1.670e-04, eta: 0:28:14, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-03 23:13:53,504 - pyskl - INFO - Epoch [145][700/1253] lr: 1.622e-04, eta: 0:27:49, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-03 23:14:17,472 - pyskl - INFO - Epoch [145][800/1253] lr: 1.575e-04, eta: 0:27:25, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-03 23:14:41,437 - pyskl - INFO - Epoch [145][900/1253] lr: 1.529e-04, eta: 0:27:00, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-03 23:15:05,420 - pyskl - INFO - Epoch [145][1000/1253] lr: 1.483e-04, eta: 0:26:36, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-03 23:15:29,378 - pyskl - INFO - Epoch [145][1100/1253] lr: 1.438e-04, eta: 0:26:11, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-03 23:15:52,920 - pyskl - INFO - Epoch [145][1200/1253] lr: 1.393e-04, eta: 0:25:47, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-03 23:16:06,080 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-07-03 23:16:54,546 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 23:16:54,612 - pyskl - INFO - +top1_acc 0.9104 +top5_acc 0.9847 +2024-07-03 23:16:54,615 - pyskl - INFO - Epoch(val) [145][516] top1_acc: 0.9104, top5_acc: 0.9847 +2024-07-03 23:17:39,574 - pyskl - INFO - Epoch [146][100/1253] lr: 1.327e-04, eta: 0:25:09, time: 0.450, data_time: 0.210, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0051, loss: -0.0051 +2024-07-03 23:18:03,284 - pyskl - INFO - Epoch [146][200/1253] lr: 1.284e-04, eta: 0:24:45, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0056, loss: -0.0056 +2024-07-03 23:18:26,875 - pyskl - INFO - Epoch [146][300/1253] lr: 1.242e-04, eta: 0:24:20, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-03 23:18:50,423 - pyskl - INFO - Epoch [146][400/1253] lr: 1.201e-04, eta: 0:23:56, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:19:13,977 - pyskl - INFO - Epoch [146][500/1253] lr: 1.160e-04, eta: 0:23:31, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0053, loss: -0.0053 +2024-07-03 23:19:37,525 - pyskl - INFO - Epoch [146][600/1253] lr: 1.120e-04, eta: 0:23:07, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0052, loss: -0.0052 +2024-07-03 23:20:01,082 - pyskl - INFO - Epoch [146][700/1253] lr: 1.081e-04, eta: 0:22:42, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-03 23:20:24,637 - pyskl - INFO - Epoch [146][800/1253] lr: 1.043e-04, eta: 0:22:18, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0075, loss: -0.0075 +2024-07-03 23:20:48,197 - pyskl - INFO - Epoch [146][900/1253] lr: 1.005e-04, eta: 0:21:53, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-03 23:21:11,756 - pyskl - INFO - Epoch [146][1000/1253] lr: 9.678e-05, eta: 0:21:29, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0068, loss: -0.0068 +2024-07-03 23:21:35,440 - pyskl - INFO - Epoch [146][1100/1253] lr: 9.315e-05, eta: 0:21:04, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0068, loss: -0.0068 +2024-07-03 23:21:59,159 - pyskl - INFO - Epoch [146][1200/1253] lr: 8.958e-05, eta: 0:20:40, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-03 23:22:12,400 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-07-03 23:23:00,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 23:23:00,912 - pyskl - INFO - +top1_acc 0.9099 +top5_acc 0.9844 +2024-07-03 23:23:00,915 - pyskl - INFO - Epoch(val) [146][516] top1_acc: 0.9099, top5_acc: 0.9844 +2024-07-03 23:23:46,343 - pyskl - INFO - Epoch [147][100/1253] lr: 8.425e-05, eta: 0:20:02, time: 0.454, data_time: 0.214, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0058, loss: -0.0058 +2024-07-03 23:24:10,168 - pyskl - INFO - Epoch [147][200/1253] lr: 8.086e-05, eta: 0:19:38, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-03 23:24:33,887 - pyskl - INFO - Epoch [147][300/1253] lr: 7.753e-05, eta: 0:19:13, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:24:57,614 - pyskl - INFO - Epoch [147][400/1253] lr: 7.428e-05, eta: 0:18:49, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0073, loss: -0.0073 +2024-07-03 23:25:21,354 - pyskl - INFO - Epoch [147][500/1253] lr: 7.110e-05, eta: 0:18:24, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0069, loss: -0.0069 +2024-07-03 23:25:45,095 - pyskl - INFO - Epoch [147][600/1253] lr: 6.798e-05, eta: 0:18:00, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0064, loss: -0.0064 +2024-07-03 23:26:08,813 - pyskl - INFO - Epoch [147][700/1253] lr: 6.494e-05, eta: 0:17:35, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:26:32,546 - pyskl - INFO - Epoch [147][800/1253] lr: 6.196e-05, eta: 0:17:11, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0077, loss: -0.0077 +2024-07-03 23:26:56,274 - pyskl - INFO - Epoch [147][900/1253] lr: 5.906e-05, eta: 0:16:46, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-03 23:27:20,000 - pyskl - INFO - Epoch [147][1000/1253] lr: 5.622e-05, eta: 0:16:22, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0059, loss: -0.0059 +2024-07-03 23:27:43,722 - pyskl - INFO - Epoch [147][1100/1253] lr: 5.346e-05, eta: 0:15:57, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-03 23:28:07,445 - pyskl - INFO - Epoch [147][1200/1253] lr: 5.076e-05, eta: 0:15:33, time: 0.237, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0076, loss: -0.0076 +2024-07-03 23:28:20,664 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-07-03 23:29:09,569 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 23:29:09,633 - pyskl - INFO - +top1_acc 0.9091 +top5_acc 0.9844 +2024-07-03 23:29:09,636 - pyskl - INFO - Epoch(val) [147][516] top1_acc: 0.9091, top5_acc: 0.9844 +2024-07-03 23:29:54,703 - pyskl - INFO - Epoch [148][100/1253] lr: 4.677e-05, eta: 0:14:56, time: 0.451, data_time: 0.211, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:30:18,707 - pyskl - INFO - Epoch [148][200/1253] lr: 4.425e-05, eta: 0:14:31, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 23:30:42,695 - pyskl - INFO - Epoch [148][300/1253] lr: 4.180e-05, eta: 0:14:07, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 23:31:06,701 - pyskl - INFO - Epoch [148][400/1253] lr: 3.942e-05, eta: 0:13:42, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-03 23:31:30,700 - pyskl - INFO - Epoch [148][500/1253] lr: 3.711e-05, eta: 0:13:18, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0075, loss: -0.0075 +2024-07-03 23:31:54,598 - pyskl - INFO - Epoch [148][600/1253] lr: 3.487e-05, eta: 0:12:53, time: 0.239, data_time: 0.000, memory: 5176, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: -0.0046, loss: -0.0046 +2024-07-03 23:32:18,149 - pyskl - INFO - Epoch [148][700/1253] lr: 3.269e-05, eta: 0:12:29, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0060, loss: -0.0060 +2024-07-03 23:32:41,734 - pyskl - INFO - Epoch [148][800/1253] lr: 3.059e-05, eta: 0:12:04, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0070, loss: -0.0070 +2024-07-03 23:33:05,288 - pyskl - INFO - Epoch [148][900/1253] lr: 2.856e-05, eta: 0:11:40, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-03 23:33:28,861 - pyskl - INFO - Epoch [148][1000/1253] lr: 2.660e-05, eta: 0:11:15, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0053, loss: -0.0053 +2024-07-03 23:33:52,410 - pyskl - INFO - Epoch [148][1100/1253] lr: 2.471e-05, eta: 0:10:51, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0072, loss: -0.0072 +2024-07-03 23:34:16,064 - pyskl - INFO - Epoch [148][1200/1253] lr: 2.288e-05, eta: 0:10:26, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:34:29,295 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-07-03 23:35:17,769 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 23:35:17,834 - pyskl - INFO - +top1_acc 0.9119 +top5_acc 0.9840 +2024-07-03 23:35:17,838 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl/work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_142.pth was removed +2024-07-03 23:35:18,063 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2024-07-03 23:35:18,064 - pyskl - INFO - Best top1_acc is 0.9119 at 148 epoch. +2024-07-03 23:35:18,068 - pyskl - INFO - Epoch(val) [148][516] top1_acc: 0.9119, top5_acc: 0.9840 +2024-07-03 23:36:02,731 - pyskl - INFO - Epoch [149][100/1253] lr: 2.023e-05, eta: 0:09:49, time: 0.447, data_time: 0.209, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0068, loss: -0.0068 +2024-07-03 23:36:26,301 - pyskl - INFO - Epoch [149][200/1253] lr: 1.859e-05, eta: 0:09:24, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-03 23:36:49,922 - pyskl - INFO - Epoch [149][300/1253] lr: 1.701e-05, eta: 0:09:00, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0068, loss: -0.0068 +2024-07-03 23:37:13,506 - pyskl - INFO - Epoch [149][400/1253] lr: 1.550e-05, eta: 0:08:35, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-03 23:37:37,054 - pyskl - INFO - Epoch [149][500/1253] lr: 1.407e-05, eta: 0:08:11, time: 0.235, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0055, loss: -0.0055 +2024-07-03 23:38:00,665 - pyskl - INFO - Epoch [149][600/1253] lr: 1.270e-05, eta: 0:07:46, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-03 23:38:24,240 - pyskl - INFO - Epoch [149][700/1253] lr: 1.140e-05, eta: 0:07:22, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-03 23:38:47,820 - pyskl - INFO - Epoch [149][800/1253] lr: 1.018e-05, eta: 0:06:57, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0070, loss: -0.0070 +2024-07-03 23:39:11,395 - pyskl - INFO - Epoch [149][900/1253] lr: 9.018e-06, eta: 0:06:33, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0076, loss: -0.0076 +2024-07-03 23:39:34,980 - pyskl - INFO - Epoch [149][1000/1253] lr: 7.931e-06, eta: 0:06:08, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0074, loss: -0.0074 +2024-07-03 23:39:58,554 - pyskl - INFO - Epoch [149][1100/1253] lr: 6.913e-06, eta: 0:05:44, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0057, loss: -0.0057 +2024-07-03 23:40:22,129 - pyskl - INFO - Epoch [149][1200/1253] lr: 5.966e-06, eta: 0:05:19, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0064, loss: -0.0064 +2024-07-03 23:40:35,307 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-07-03 23:41:23,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 23:41:24,044 - pyskl - INFO - +top1_acc 0.9107 +top5_acc 0.9845 +2024-07-03 23:41:24,048 - pyskl - INFO - Epoch(val) [149][516] top1_acc: 0.9107, top5_acc: 0.9845 +2024-07-03 23:42:09,059 - pyskl - INFO - Epoch [150][100/1253] lr: 4.651e-06, eta: 0:04:42, time: 0.450, data_time: 0.211, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0069, loss: -0.0069 +2024-07-03 23:42:33,030 - pyskl - INFO - Epoch [150][200/1253] lr: 3.880e-06, eta: 0:04:17, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 23:42:57,015 - pyskl - INFO - Epoch [150][300/1253] lr: 3.178e-06, eta: 0:03:53, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0067, loss: -0.0067 +2024-07-03 23:43:20,992 - pyskl - INFO - Epoch [150][400/1253] lr: 2.547e-06, eta: 0:03:28, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 23:43:44,979 - pyskl - INFO - Epoch [150][500/1253] lr: 1.985e-06, eta: 0:03:04, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 23:44:08,966 - pyskl - INFO - Epoch [150][600/1253] lr: 1.494e-06, eta: 0:02:39, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0062, loss: -0.0062 +2024-07-03 23:44:32,954 - pyskl - INFO - Epoch [150][700/1253] lr: 1.072e-06, eta: 0:02:15, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0075, loss: -0.0075 +2024-07-03 23:44:56,940 - pyskl - INFO - Epoch [150][800/1253] lr: 7.198e-07, eta: 0:01:50, time: 0.240, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0065, loss: -0.0065 +2024-07-03 23:45:20,708 - pyskl - INFO - Epoch [150][900/1253] lr: 4.377e-07, eta: 0:01:26, time: 0.238, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0061, loss: -0.0061 +2024-07-03 23:45:44,308 - pyskl - INFO - Epoch [150][1000/1253] lr: 2.253e-07, eta: 0:01:01, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0066, loss: -0.0066 +2024-07-03 23:46:07,910 - pyskl - INFO - Epoch [150][1100/1253] lr: 8.283e-08, eta: 0:00:37, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:46:31,497 - pyskl - INFO - Epoch [150][1200/1253] lr: 1.018e-08, eta: 0:00:12, time: 0.236, data_time: 0.000, memory: 5176, top1_acc: 0.9997, top5_acc: 1.0000, loss_cls: -0.0063, loss: -0.0063 +2024-07-03 23:46:44,672 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-07-03 23:47:33,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-03 23:47:33,427 - pyskl - INFO - +top1_acc 0.9116 +top5_acc 0.9849 +2024-07-03 23:47:33,431 - pyskl - INFO - Epoch(val) [150][516] top1_acc: 0.9116, top5_acc: 0.9849 +2024-07-03 23:47:41,632 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-03 23:47:41,652 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu60_xsub/j_1/best_top1_acc_epoch_148.pth +2024-07-03 23:53:23,992 - pyskl - INFO - Testing results of the best checkpoint +2024-07-03 23:53:23,992 - pyskl - INFO - top1_acc: 0.9144 +2024-07-03 23:53:23,992 - pyskl - INFO - top5_acc: 0.9849