diff --git "a/ntu120_xset/km/20231223_131720.log" "b/ntu120_xset/km/20231223_131720.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/km/20231223_131720.log" @@ -0,0 +1,6313 @@ +2023-12-23 13:17:20,357 - 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: NVIDIA GeForce RTX 3080 +CUDA_HOME: /usr +NVCC: Cuda compilation tools, release 10.1, V10.1.24 +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: 4.8.1 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-23 13:17:21,175 - pyskl - INFO - Config: modality = 'km' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu120_xset/km' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_1', num_classes=120, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['km']), + 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=['km']), + 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=['km']), + 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= + '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['km']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file= + '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + 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='xset_val'), + test=dict( + type='PoseDataset', + ann_file= + '/data1/medical/hao.wang/reproduction/hongda.liu/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['km']), + 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='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-23 13:17:21,176 - pyskl - INFO - Set random seed to 1986434013, deterministic: False +2023-12-23 13:17:32,708 - pyskl - INFO - 54468 videos remain after valid thresholding +2023-12-23 13:17:49,286 - pyskl - INFO - 59477 videos remain after valid thresholding +2023-12-23 13:17:49,311 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km +2023-12-23 13:17:49,312 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2023-12-23 13:17:49,312 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-23 13:17:49,312 - pyskl - INFO - Checkpoints will be saved to /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km by HardDiskBackend. +2023-12-23 13:18:43,711 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 3 days, 5:09:25, time: 0.544, data_time: 0.281, memory: 5236, top1_acc: 0.0150, top5_acc: 0.0700, loss_cls: 5.8163, loss: 5.8163 +2023-12-23 13:19:08,495 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 2 days, 8:08:40, time: 0.248, data_time: 0.000, memory: 5236, top1_acc: 0.0300, top5_acc: 0.1375, loss_cls: 5.4037, loss: 5.4037 +2023-12-23 13:19:33,456 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 2 days, 1:13:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.0319, top5_acc: 0.1556, loss_cls: 5.2812, loss: 5.2812 +2023-12-23 13:19:58,492 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 1 day, 21:46:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.0369, top5_acc: 0.1638, loss_cls: 5.1714, loss: 5.1714 +2023-12-23 13:20:23,691 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 1 day, 19:45:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0325, top5_acc: 0.1631, loss_cls: 5.1208, loss: 5.1208 +2023-12-23 13:20:48,977 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 1 day, 18:25:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.0419, top5_acc: 0.1825, loss_cls: 5.1968, loss: 5.1968 +2023-12-23 13:21:14,197 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 1 day, 17:28:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0488, top5_acc: 0.1969, loss_cls: 5.1532, loss: 5.1532 +2023-12-23 13:21:39,268 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 1 day, 16:42:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.0413, top5_acc: 0.1869, loss_cls: 5.1217, loss: 5.1217 +2023-12-23 13:22:04,431 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 1 day, 16:08:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0556, top5_acc: 0.2250, loss_cls: 5.2891, loss: 5.2891 +2023-12-23 13:22:29,538 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 1 day, 15:40:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.0756, top5_acc: 0.2612, loss_cls: 4.9746, loss: 4.9746 +2023-12-23 13:22:54,768 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 1 day, 15:18:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0725, top5_acc: 0.2794, loss_cls: 4.8470, loss: 4.8470 +2023-12-23 13:23:20,094 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 1 day, 15:00:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.0850, top5_acc: 0.3169, loss_cls: 4.7318, loss: 4.7318 +2023-12-23 13:23:45,410 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 1 day, 14:45:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1150, top5_acc: 0.3481, loss_cls: 4.7160, loss: 4.7160 +2023-12-23 13:24:10,627 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 1 day, 14:32:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.1156, top5_acc: 0.3600, loss_cls: 5.0705, loss: 5.0705 +2023-12-23 13:24:35,708 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 1 day, 14:19:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.1056, top5_acc: 0.3675, loss_cls: 4.9007, loss: 4.9007 +2023-12-23 13:25:00,799 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 1 day, 14:08:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.1394, top5_acc: 0.4281, loss_cls: 4.4691, loss: 4.4691 +2023-12-23 13:25:25,828 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 1 day, 13:58:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.1313, top5_acc: 0.4200, loss_cls: 4.7085, loss: 4.7085 +2023-12-23 13:25:51,293 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 1 day, 13:51:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.1444, top5_acc: 0.4556, loss_cls: 4.4271, loss: 4.4271 +2023-12-23 13:26:16,394 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 1 day, 13:43:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.1575, top5_acc: 0.4694, loss_cls: 4.3265, loss: 4.3265 +2023-12-23 13:26:41,548 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 1 day, 13:36:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.1794, top5_acc: 0.4813, loss_cls: 4.3168, loss: 4.3168 +2023-12-23 13:27:06,747 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 1 day, 13:30:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.1938, top5_acc: 0.5094, loss_cls: 4.1591, loss: 4.1591 +2023-12-23 13:27:32,107 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 1 day, 13:25:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1819, top5_acc: 0.5012, loss_cls: 4.1055, loss: 4.1055 +2023-12-23 13:27:57,239 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 1 day, 13:19:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.1931, top5_acc: 0.5231, loss_cls: 3.9722, loss: 3.9722 +2023-12-23 13:28:22,373 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 1 day, 13:14:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.1988, top5_acc: 0.5537, loss_cls: 3.9250, loss: 3.9250 +2023-12-23 13:28:47,669 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 1 day, 13:10:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2106, top5_acc: 0.5656, loss_cls: 3.8158, loss: 3.8158 +2023-12-23 13:29:13,008 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 1 day, 13:06:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2219, top5_acc: 0.5837, loss_cls: 3.7141, loss: 3.7141 +2023-12-23 13:29:39,120 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 1 day, 13:05:56, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.2444, top5_acc: 0.6050, loss_cls: 3.5762, loss: 3.5762 +2023-12-23 13:30:04,971 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 1 day, 13:04:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.2425, top5_acc: 0.5881, loss_cls: 3.5516, loss: 3.5516 +2023-12-23 13:30:30,685 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 1 day, 13:02:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.2512, top5_acc: 0.6175, loss_cls: 3.4581, loss: 3.4581 +2023-12-23 13:30:56,762 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 1 day, 13:01:10, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.2762, top5_acc: 0.6219, loss_cls: 3.3996, loss: 3.3996 +2023-12-23 13:31:22,574 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 1 day, 12:59:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.2800, top5_acc: 0.6312, loss_cls: 3.3448, loss: 3.3448 +2023-12-23 13:31:48,426 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 1 day, 12:58:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.2963, top5_acc: 0.6538, loss_cls: 3.1855, loss: 3.1855 +2023-12-23 13:32:14,735 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 1 day, 12:57:53, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.2981, top5_acc: 0.6406, loss_cls: 3.2740, loss: 3.2740 +2023-12-23 13:32:40,622 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 1 day, 12:56:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.3025, top5_acc: 0.6831, loss_cls: 3.1800, loss: 3.1800 +2023-12-23 13:32:42,607 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-23 13:37:11,421 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:37:12,025 - pyskl - INFO - +top1_acc 0.3332 +top5_acc 0.7086 +2023-12-23 13:37:12,258 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-23 13:37:12,259 - pyskl - INFO - Best top1_acc is 0.3332 at 1 epoch. +2023-12-23 13:37:12,284 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.3332, top5_acc: 0.7086 +2023-12-23 13:38:04,713 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 1 day, 13:56:11, time: 0.524, data_time: 0.274, memory: 5236, top1_acc: 0.3331, top5_acc: 0.6800, loss_cls: 3.0610, loss: 3.0610 +2023-12-23 13:38:30,084 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 1 day, 13:52:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3131, top5_acc: 0.6681, loss_cls: 3.0760, loss: 3.0760 +2023-12-23 13:38:55,210 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 1 day, 13:47:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3225, top5_acc: 0.6981, loss_cls: 2.9687, loss: 2.9687 +2023-12-23 13:39:20,322 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 1 day, 13:43:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3212, top5_acc: 0.6900, loss_cls: 3.0096, loss: 3.0096 +2023-12-23 13:39:45,548 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 1 day, 13:39:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3538, top5_acc: 0.7325, loss_cls: 2.8685, loss: 2.8685 +2023-12-23 13:40:10,873 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 1 day, 13:36:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3544, top5_acc: 0.7300, loss_cls: 2.8495, loss: 2.8495 +2023-12-23 13:40:36,252 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 1 day, 13:32:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3344, top5_acc: 0.7319, loss_cls: 2.8772, loss: 2.8772 +2023-12-23 13:41:01,618 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 1 day, 13:29:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.3656, top5_acc: 0.7306, loss_cls: 2.8143, loss: 2.8143 +2023-12-23 13:41:26,926 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 1 day, 13:26:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3513, top5_acc: 0.7394, loss_cls: 2.8341, loss: 2.8341 +2023-12-23 13:41:51,936 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 1 day, 13:23:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3762, top5_acc: 0.7400, loss_cls: 2.7383, loss: 2.7383 +2023-12-23 13:42:16,943 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 1 day, 13:19:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3937, top5_acc: 0.7500, loss_cls: 2.6844, loss: 2.6844 +2023-12-23 13:42:41,978 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 1 day, 13:16:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3812, top5_acc: 0.7475, loss_cls: 2.7067, loss: 2.7067 +2023-12-23 13:43:07,003 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 1 day, 13:13:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3850, top5_acc: 0.7550, loss_cls: 2.6646, loss: 2.6646 +2023-12-23 13:43:32,036 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 1 day, 13:10:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3894, top5_acc: 0.7525, loss_cls: 2.6651, loss: 2.6651 +2023-12-23 13:43:57,063 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 1 day, 13:07:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3794, top5_acc: 0.7525, loss_cls: 2.6885, loss: 2.6885 +2023-12-23 13:44:22,096 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 1 day, 13:04:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4238, top5_acc: 0.7869, loss_cls: 2.5268, loss: 2.5268 +2023-12-23 13:44:47,136 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 1 day, 13:02:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4125, top5_acc: 0.7712, loss_cls: 2.5744, loss: 2.5744 +2023-12-23 13:45:12,172 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 1 day, 12:59:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4113, top5_acc: 0.7856, loss_cls: 2.5462, loss: 2.5462 +2023-12-23 13:45:37,223 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 1 day, 12:57:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4019, top5_acc: 0.7806, loss_cls: 2.5470, loss: 2.5470 +2023-12-23 13:46:02,277 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 1 day, 12:54:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4194, top5_acc: 0.7725, loss_cls: 2.5399, loss: 2.5399 +2023-12-23 13:46:27,313 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 1 day, 12:52:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3962, top5_acc: 0.7594, loss_cls: 2.5633, loss: 2.5633 +2023-12-23 13:46:52,355 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 1 day, 12:50:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4275, top5_acc: 0.7881, loss_cls: 2.4468, loss: 2.4468 +2023-12-23 13:47:17,409 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 1 day, 12:47:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4163, top5_acc: 0.7869, loss_cls: 2.5079, loss: 2.5079 +2023-12-23 13:47:42,413 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 1 day, 12:45:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4444, top5_acc: 0.7937, loss_cls: 2.4133, loss: 2.4133 +2023-12-23 13:48:07,382 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 1 day, 12:43:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4450, top5_acc: 0.8000, loss_cls: 2.4076, loss: 2.4076 +2023-12-23 13:48:32,566 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 1 day, 12:41:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4356, top5_acc: 0.7819, loss_cls: 2.4713, loss: 2.4713 +2023-12-23 13:48:57,865 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 1 day, 12:39:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4437, top5_acc: 0.7837, loss_cls: 2.3950, loss: 2.3950 +2023-12-23 13:49:23,165 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 1 day, 12:38:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4487, top5_acc: 0.7994, loss_cls: 2.3417, loss: 2.3417 +2023-12-23 13:49:48,463 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 1 day, 12:36:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4644, top5_acc: 0.8231, loss_cls: 2.3308, loss: 2.3308 +2023-12-23 13:50:14,201 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 1 day, 12:35:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.4562, top5_acc: 0.8069, loss_cls: 2.3588, loss: 2.3588 +2023-12-23 13:50:39,733 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 1 day, 12:34:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.4919, top5_acc: 0.8200, loss_cls: 2.2119, loss: 2.2119 +2023-12-23 13:51:05,091 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 1 day, 12:33:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4606, top5_acc: 0.8144, loss_cls: 2.2807, loss: 2.2807 +2023-12-23 13:51:30,452 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 1 day, 12:31:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4831, top5_acc: 0.8131, loss_cls: 2.2183, loss: 2.2183 +2023-12-23 13:51:55,926 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 1 day, 12:30:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.4612, top5_acc: 0.8075, loss_cls: 2.3231, loss: 2.3231 +2023-12-23 13:51:57,908 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-23 13:56:24,769 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 13:56:25,396 - pyskl - INFO - +top1_acc 0.3412 +top5_acc 0.6831 +2023-12-23 13:56:25,402 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_1.pth was removed +2023-12-23 13:56:25,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-23 13:56:25,625 - pyskl - INFO - Best top1_acc is 0.3412 at 2 epoch. +2023-12-23 13:56:25,653 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.3412, top5_acc: 0.6831 +2023-12-23 13:57:17,769 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 1 day, 13:00:13, time: 0.521, data_time: 0.271, memory: 5236, top1_acc: 0.4750, top5_acc: 0.8206, loss_cls: 2.2183, loss: 2.2183 +2023-12-23 13:57:42,672 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 1 day, 12:57:56, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4963, top5_acc: 0.8337, loss_cls: 2.1886, loss: 2.1886 +2023-12-23 13:58:07,570 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 1 day, 12:55:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4738, top5_acc: 0.8237, loss_cls: 2.2421, loss: 2.2421 +2023-12-23 13:58:32,519 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 1 day, 12:53:35, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4894, top5_acc: 0.8200, loss_cls: 2.2316, loss: 2.2316 +2023-12-23 13:58:57,526 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 1 day, 12:51:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5119, top5_acc: 0.8287, loss_cls: 2.1626, loss: 2.1626 +2023-12-23 13:59:22,773 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 1 day, 12:49:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4869, top5_acc: 0.8287, loss_cls: 2.2080, loss: 2.2080 +2023-12-23 13:59:48,303 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 1 day, 12:48:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.4906, top5_acc: 0.8319, loss_cls: 2.1877, loss: 2.1877 +2023-12-23 14:00:13,654 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 1 day, 12:47:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4731, top5_acc: 0.8244, loss_cls: 2.2324, loss: 2.2324 +2023-12-23 14:00:39,084 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 1 day, 12:45:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5238, top5_acc: 0.8500, loss_cls: 2.0918, loss: 2.0918 +2023-12-23 14:01:04,258 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 1 day, 12:43:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4913, top5_acc: 0.8219, loss_cls: 2.1967, loss: 2.1967 +2023-12-23 14:01:29,610 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 1 day, 12:42:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5119, top5_acc: 0.8387, loss_cls: 2.1112, loss: 2.1112 +2023-12-23 14:01:55,045 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 1 day, 12:41:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5069, top5_acc: 0.8413, loss_cls: 2.0683, loss: 2.0683 +2023-12-23 14:02:20,452 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 1 day, 12:39:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5238, top5_acc: 0.8337, loss_cls: 2.0866, loss: 2.0866 +2023-12-23 14:02:45,767 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 1 day, 12:38:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4881, top5_acc: 0.8494, loss_cls: 2.0673, loss: 2.0673 +2023-12-23 14:03:11,012 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 1 day, 12:37:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5269, top5_acc: 0.8462, loss_cls: 2.0495, loss: 2.0495 +2023-12-23 14:03:36,411 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 1 day, 12:35:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8231, loss_cls: 2.1214, loss: 2.1214 +2023-12-23 14:04:01,479 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 1 day, 12:34:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5106, top5_acc: 0.8581, loss_cls: 2.0675, loss: 2.0675 +2023-12-23 14:04:26,786 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 1 day, 12:32:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5238, top5_acc: 0.8556, loss_cls: 2.0672, loss: 2.0672 +2023-12-23 14:04:52,106 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 1 day, 12:31:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5381, top5_acc: 0.8506, loss_cls: 2.0156, loss: 2.0156 +2023-12-23 14:05:17,470 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 1 day, 12:30:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5094, top5_acc: 0.8387, loss_cls: 2.0704, loss: 2.0704 +2023-12-23 14:05:42,836 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 1 day, 12:29:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5400, top5_acc: 0.8488, loss_cls: 2.0125, loss: 2.0125 +2023-12-23 14:06:08,176 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 1 day, 12:27:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5081, top5_acc: 0.8219, loss_cls: 2.1855, loss: 2.1855 +2023-12-23 14:06:33,485 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 1 day, 12:26:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5381, top5_acc: 0.8706, loss_cls: 1.9652, loss: 1.9652 +2023-12-23 14:06:58,812 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 1 day, 12:25:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5437, top5_acc: 0.8481, loss_cls: 1.9937, loss: 1.9937 +2023-12-23 14:07:24,123 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 1 day, 12:24:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8500, loss_cls: 2.0397, loss: 2.0397 +2023-12-23 14:07:49,623 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 1 day, 12:23:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5469, top5_acc: 0.8575, loss_cls: 1.9969, loss: 1.9969 +2023-12-23 14:08:15,113 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 1 day, 12:22:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5294, top5_acc: 0.8569, loss_cls: 2.0274, loss: 2.0274 +2023-12-23 14:08:40,905 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 1 day, 12:21:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8425, loss_cls: 2.0691, loss: 2.0691 +2023-12-23 14:09:07,375 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 1 day, 12:21:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5244, top5_acc: 0.8519, loss_cls: 1.9951, loss: 1.9951 +2023-12-23 14:09:33,653 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 1 day, 12:21:09, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.5881, top5_acc: 0.8756, loss_cls: 1.8603, loss: 1.8603 +2023-12-23 14:09:59,619 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 1 day, 12:20:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.4988, top5_acc: 0.8444, loss_cls: 2.0773, loss: 2.0773 +2023-12-23 14:10:25,437 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 1 day, 12:19:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5312, top5_acc: 0.8450, loss_cls: 1.9949, loss: 1.9949 +2023-12-23 14:10:51,212 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 1 day, 12:19:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5337, top5_acc: 0.8519, loss_cls: 1.9919, loss: 1.9919 +2023-12-23 14:11:17,069 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 1 day, 12:18:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.5356, top5_acc: 0.8488, loss_cls: 1.9745, loss: 1.9745 +2023-12-23 14:11:19,174 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-23 14:15:47,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:15:48,377 - pyskl - INFO - +top1_acc 0.5226 +top5_acc 0.8374 +2023-12-23 14:15:48,382 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_2.pth was removed +2023-12-23 14:15:48,630 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-23 14:15:48,631 - pyskl - INFO - Best top1_acc is 0.5226 at 3 epoch. +2023-12-23 14:15:48,666 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5226, top5_acc: 0.8374 +2023-12-23 14:16:43,290 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 1 day, 12:40:03, time: 0.546, data_time: 0.293, memory: 5236, top1_acc: 0.5494, top5_acc: 0.8675, loss_cls: 1.9125, loss: 1.9125 +2023-12-23 14:17:08,581 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 1 day, 12:38:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5575, top5_acc: 0.8688, loss_cls: 1.8882, loss: 1.8882 +2023-12-23 14:17:34,062 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 1 day, 12:37:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5500, top5_acc: 0.8675, loss_cls: 1.8967, loss: 1.8967 +2023-12-23 14:17:59,477 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 1 day, 12:36:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5637, top5_acc: 0.8806, loss_cls: 1.8494, loss: 1.8494 +2023-12-23 14:18:24,806 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 1 day, 12:35:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5344, top5_acc: 0.8544, loss_cls: 1.9827, loss: 1.9827 +2023-12-23 14:18:50,013 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 1 day, 12:33:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5569, top5_acc: 0.8906, loss_cls: 1.8219, loss: 1.8219 +2023-12-23 14:19:15,281 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 1 day, 12:32:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5663, top5_acc: 0.8669, loss_cls: 1.8783, loss: 1.8783 +2023-12-23 14:19:40,745 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 1 day, 12:31:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5700, top5_acc: 0.8606, loss_cls: 1.9225, loss: 1.9225 +2023-12-23 14:20:06,101 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 1 day, 12:30:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5444, top5_acc: 0.8581, loss_cls: 2.0106, loss: 2.0106 +2023-12-23 14:20:31,405 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 1 day, 12:29:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5425, top5_acc: 0.8512, loss_cls: 1.9902, loss: 1.9902 +2023-12-23 14:20:56,838 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 1 day, 12:28:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5675, top5_acc: 0.8650, loss_cls: 1.8796, loss: 1.8796 +2023-12-23 14:21:22,495 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 1 day, 12:27:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5669, top5_acc: 0.8738, loss_cls: 1.8379, loss: 1.8379 +2023-12-23 14:21:47,546 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 1 day, 12:25:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5506, top5_acc: 0.8544, loss_cls: 1.9444, loss: 1.9444 +2023-12-23 14:22:12,563 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 1 day, 12:24:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5813, top5_acc: 0.8769, loss_cls: 1.8606, loss: 1.8606 +2023-12-23 14:22:37,581 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 1 day, 12:23:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5437, top5_acc: 0.8531, loss_cls: 1.9821, loss: 1.9821 +2023-12-23 14:23:02,561 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 1 day, 12:21:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5537, top5_acc: 0.8806, loss_cls: 1.8968, loss: 1.8968 +2023-12-23 14:23:27,565 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 1 day, 12:20:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5694, top5_acc: 0.8700, loss_cls: 1.8895, loss: 1.8895 +2023-12-23 14:23:52,566 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 1 day, 12:19:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5525, top5_acc: 0.8825, loss_cls: 1.8841, loss: 1.8841 +2023-12-23 14:24:17,571 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 1 day, 12:18:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5744, top5_acc: 0.8731, loss_cls: 1.8481, loss: 1.8481 +2023-12-23 14:24:42,568 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 1 day, 12:16:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5550, top5_acc: 0.8631, loss_cls: 1.9052, loss: 1.9052 +2023-12-23 14:25:07,585 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 1 day, 12:15:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5600, top5_acc: 0.8694, loss_cls: 1.8818, loss: 1.8818 +2023-12-23 14:25:32,603 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 1 day, 12:14:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5863, top5_acc: 0.8775, loss_cls: 1.7970, loss: 1.7970 +2023-12-23 14:25:57,591 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 1 day, 12:13:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5569, top5_acc: 0.8819, loss_cls: 1.8633, loss: 1.8633 +2023-12-23 14:26:22,694 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 1 day, 12:11:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5775, top5_acc: 0.8762, loss_cls: 1.8235, loss: 1.8235 +2023-12-23 14:26:48,059 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 1 day, 12:11:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5587, top5_acc: 0.8656, loss_cls: 1.8882, loss: 1.8882 +2023-12-23 14:27:13,748 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 1 day, 12:10:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5619, top5_acc: 0.8656, loss_cls: 1.8547, loss: 1.8547 +2023-12-23 14:27:38,811 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 1 day, 12:09:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5519, top5_acc: 0.8644, loss_cls: 1.8825, loss: 1.8825 +2023-12-23 14:28:04,033 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 1 day, 12:08:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5681, top5_acc: 0.8769, loss_cls: 1.8432, loss: 1.8432 +2023-12-23 14:28:29,778 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 1 day, 12:07:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5606, top5_acc: 0.8781, loss_cls: 1.8620, loss: 1.8620 +2023-12-23 14:28:55,724 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 1 day, 12:06:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.5813, top5_acc: 0.8731, loss_cls: 1.7920, loss: 1.7920 +2023-12-23 14:29:21,521 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 1 day, 12:06:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5806, top5_acc: 0.8744, loss_cls: 1.8255, loss: 1.8255 +2023-12-23 14:29:47,200 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 1 day, 12:05:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5850, top5_acc: 0.8894, loss_cls: 1.7480, loss: 1.7480 +2023-12-23 14:30:12,863 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 1 day, 12:04:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5631, top5_acc: 0.8769, loss_cls: 1.8557, loss: 1.8557 +2023-12-23 14:30:38,554 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 1 day, 12:04:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.5825, top5_acc: 0.8825, loss_cls: 1.7642, loss: 1.7642 +2023-12-23 14:30:40,480 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-23 14:35:06,760 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:35:07,393 - pyskl - INFO - +top1_acc 0.3882 +top5_acc 0.7234 +2023-12-23 14:35:07,421 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.3882, top5_acc: 0.7234 +2023-12-23 14:35:59,786 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 1 day, 12:18:42, time: 0.524, data_time: 0.274, memory: 5236, top1_acc: 0.5769, top5_acc: 0.8825, loss_cls: 1.7710, loss: 1.7710 +2023-12-23 14:36:25,237 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 1 day, 12:17:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5806, top5_acc: 0.8775, loss_cls: 1.7564, loss: 1.7564 +2023-12-23 14:36:50,405 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 1 day, 12:16:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5825, top5_acc: 0.8812, loss_cls: 1.7770, loss: 1.7770 +2023-12-23 14:37:15,435 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 1 day, 12:15:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6081, top5_acc: 0.8944, loss_cls: 1.7008, loss: 1.7008 +2023-12-23 14:37:40,536 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 1 day, 12:14:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.8869, loss_cls: 1.7032, loss: 1.7032 +2023-12-23 14:38:05,858 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 1 day, 12:13:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5800, top5_acc: 0.8775, loss_cls: 1.7928, loss: 1.7928 +2023-12-23 14:38:31,157 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 1 day, 12:12:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5769, top5_acc: 0.8769, loss_cls: 1.8024, loss: 1.8024 +2023-12-23 14:38:56,364 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 1 day, 12:11:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5875, top5_acc: 0.8969, loss_cls: 1.7293, loss: 1.7293 +2023-12-23 14:39:21,574 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 1 day, 12:10:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5950, top5_acc: 0.8950, loss_cls: 1.7453, loss: 1.7453 +2023-12-23 14:39:46,607 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 1 day, 12:09:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5906, top5_acc: 0.8794, loss_cls: 1.7710, loss: 1.7710 +2023-12-23 14:40:11,644 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 1 day, 12:08:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5863, top5_acc: 0.8844, loss_cls: 1.7352, loss: 1.7352 +2023-12-23 14:40:36,627 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 1 day, 12:06:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6144, top5_acc: 0.8881, loss_cls: 1.7274, loss: 1.7274 +2023-12-23 14:41:01,639 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 1 day, 12:05:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6000, top5_acc: 0.8775, loss_cls: 1.7472, loss: 1.7472 +2023-12-23 14:41:26,642 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 1 day, 12:04:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5900, top5_acc: 0.8869, loss_cls: 1.7487, loss: 1.7487 +2023-12-23 14:41:51,715 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 1 day, 12:03:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6006, top5_acc: 0.8762, loss_cls: 1.7593, loss: 1.7593 +2023-12-23 14:42:16,825 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 1 day, 12:02:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5894, top5_acc: 0.8800, loss_cls: 1.7182, loss: 1.7182 +2023-12-23 14:42:41,940 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 1 day, 12:01:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5750, top5_acc: 0.8750, loss_cls: 1.7944, loss: 1.7944 +2023-12-23 14:43:07,439 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 1 day, 12:00:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6006, top5_acc: 0.8838, loss_cls: 1.7083, loss: 1.7083 +2023-12-23 14:43:32,922 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 1 day, 12:00:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5956, top5_acc: 0.8825, loss_cls: 1.7439, loss: 1.7439 +2023-12-23 14:43:58,001 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 1 day, 11:59:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.8894, loss_cls: 1.7004, loss: 1.7004 +2023-12-23 14:44:23,148 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 1 day, 11:58:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5900, top5_acc: 0.8844, loss_cls: 1.7437, loss: 1.7437 +2023-12-23 14:44:48,282 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 1 day, 11:57:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5975, top5_acc: 0.8875, loss_cls: 1.7217, loss: 1.7217 +2023-12-23 14:45:13,604 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 1 day, 11:56:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6062, top5_acc: 0.8831, loss_cls: 1.7228, loss: 1.7228 +2023-12-23 14:45:38,738 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 1 day, 11:55:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5875, top5_acc: 0.8850, loss_cls: 1.7787, loss: 1.7787 +2023-12-23 14:46:03,931 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 1 day, 11:54:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5806, top5_acc: 0.8775, loss_cls: 1.7947, loss: 1.7947 +2023-12-23 14:46:29,559 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 1 day, 11:53:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5969, top5_acc: 0.8950, loss_cls: 1.7393, loss: 1.7393 +2023-12-23 14:46:54,895 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 1 day, 11:52:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5900, top5_acc: 0.8762, loss_cls: 1.7638, loss: 1.7638 +2023-12-23 14:47:20,074 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 1 day, 11:51:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8844, loss_cls: 1.7436, loss: 1.7436 +2023-12-23 14:47:45,565 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 1 day, 11:51:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.8944, loss_cls: 1.6449, loss: 1.6449 +2023-12-23 14:48:11,014 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 1 day, 11:50:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5875, top5_acc: 0.8775, loss_cls: 1.7344, loss: 1.7344 +2023-12-23 14:48:36,450 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 1 day, 11:49:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6044, top5_acc: 0.8819, loss_cls: 1.7270, loss: 1.7270 +2023-12-23 14:49:02,209 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 1 day, 11:49:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6025, top5_acc: 0.8875, loss_cls: 1.7319, loss: 1.7319 +2023-12-23 14:49:27,963 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 1 day, 11:48:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5994, top5_acc: 0.8962, loss_cls: 1.6875, loss: 1.6875 +2023-12-23 14:49:53,762 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 1 day, 11:47:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6238, top5_acc: 0.8994, loss_cls: 1.6475, loss: 1.6475 +2023-12-23 14:49:55,795 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-23 14:54:22,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 14:54:22,838 - pyskl - INFO - +top1_acc 0.5633 +top5_acc 0.8812 +2023-12-23 14:54:22,843 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_3.pth was removed +2023-12-23 14:54:23,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-23 14:54:23,078 - pyskl - INFO - Best top1_acc is 0.5633 at 5 epoch. +2023-12-23 14:54:23,110 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.5633, top5_acc: 0.8812 +2023-12-23 14:55:16,449 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 1 day, 11:59:48, time: 0.533, data_time: 0.282, memory: 5236, top1_acc: 0.6144, top5_acc: 0.8894, loss_cls: 1.6856, loss: 1.6856 +2023-12-23 14:55:41,550 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 1 day, 11:58:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.9025, loss_cls: 1.6169, loss: 1.6169 +2023-12-23 14:56:06,766 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 1 day, 11:57:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5656, top5_acc: 0.8631, loss_cls: 1.8910, loss: 1.8910 +2023-12-23 14:56:31,756 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 1 day, 11:56:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6044, top5_acc: 0.8912, loss_cls: 1.6951, loss: 1.6951 +2023-12-23 14:56:56,763 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 1 day, 11:55:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6100, top5_acc: 0.8900, loss_cls: 1.6594, loss: 1.6594 +2023-12-23 14:57:21,800 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 1 day, 11:54:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6206, top5_acc: 0.8919, loss_cls: 1.6392, loss: 1.6392 +2023-12-23 14:57:47,368 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 1 day, 11:54:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.8950, loss_cls: 1.6456, loss: 1.6456 +2023-12-23 14:58:12,685 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 1 day, 11:53:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5913, top5_acc: 0.8844, loss_cls: 1.7560, loss: 1.7560 +2023-12-23 14:58:38,275 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 1 day, 11:52:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6019, top5_acc: 0.9000, loss_cls: 1.6920, loss: 1.6920 +2023-12-23 14:59:03,712 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 1 day, 11:51:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5938, top5_acc: 0.8894, loss_cls: 1.6842, loss: 1.6842 +2023-12-23 14:59:28,931 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 1 day, 11:50:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6156, top5_acc: 0.9006, loss_cls: 1.6111, loss: 1.6111 +2023-12-23 14:59:54,212 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 1 day, 11:50:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5913, top5_acc: 0.8950, loss_cls: 1.7024, loss: 1.7024 +2023-12-23 15:00:19,296 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 1 day, 11:49:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9069, loss_cls: 1.5869, loss: 1.5869 +2023-12-23 15:00:44,361 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 1 day, 11:48:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.8900, loss_cls: 1.6501, loss: 1.6501 +2023-12-23 15:01:09,375 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 1 day, 11:47:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6188, top5_acc: 0.8944, loss_cls: 1.6429, loss: 1.6429 +2023-12-23 15:01:34,423 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 1 day, 11:46:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6019, top5_acc: 0.8969, loss_cls: 1.6688, loss: 1.6688 +2023-12-23 15:01:59,606 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 1 day, 11:45:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.8962, loss_cls: 1.6422, loss: 1.6422 +2023-12-23 15:02:24,876 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 1 day, 11:44:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6244, top5_acc: 0.8944, loss_cls: 1.6408, loss: 1.6408 +2023-12-23 15:02:50,213 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 1 day, 11:43:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6050, top5_acc: 0.8856, loss_cls: 1.7183, loss: 1.7183 +2023-12-23 15:03:15,548 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 1 day, 11:43:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6212, top5_acc: 0.8981, loss_cls: 1.6500, loss: 1.6500 +2023-12-23 15:03:40,825 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 1 day, 11:42:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6006, top5_acc: 0.8894, loss_cls: 1.6688, loss: 1.6688 +2023-12-23 15:04:05,989 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 1 day, 11:41:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.8931, loss_cls: 1.6209, loss: 1.6209 +2023-12-23 15:04:31,180 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 1 day, 11:40:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6138, top5_acc: 0.8919, loss_cls: 1.6122, loss: 1.6122 +2023-12-23 15:04:56,386 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 1 day, 11:39:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6206, top5_acc: 0.9044, loss_cls: 1.5843, loss: 1.5843 +2023-12-23 15:05:21,581 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 1 day, 11:38:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.8981, loss_cls: 1.5918, loss: 1.5918 +2023-12-23 15:05:47,090 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 1 day, 11:38:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6331, top5_acc: 0.9081, loss_cls: 1.5690, loss: 1.5690 +2023-12-23 15:06:12,531 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 1 day, 11:37:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9125, loss_cls: 1.5798, loss: 1.5798 +2023-12-23 15:06:37,970 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 1 day, 11:36:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6119, top5_acc: 0.8875, loss_cls: 1.6915, loss: 1.6915 +2023-12-23 15:07:03,523 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 1 day, 11:36:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9069, loss_cls: 1.5888, loss: 1.5888 +2023-12-23 15:07:28,658 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 1 day, 11:35:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5863, top5_acc: 0.9044, loss_cls: 1.6779, loss: 1.6779 +2023-12-23 15:07:54,272 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 1 day, 11:34:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6056, top5_acc: 0.8862, loss_cls: 1.6751, loss: 1.6751 +2023-12-23 15:08:20,026 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 1 day, 11:34:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6131, top5_acc: 0.8962, loss_cls: 1.6577, loss: 1.6577 +2023-12-23 15:08:45,644 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 1 day, 11:33:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6081, top5_acc: 0.8888, loss_cls: 1.6958, loss: 1.6958 +2023-12-23 15:09:11,199 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 1 day, 11:32:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9025, loss_cls: 1.5842, loss: 1.5842 +2023-12-23 15:09:13,178 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-23 15:13:38,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:13:39,522 - pyskl - INFO - +top1_acc 0.4702 +top5_acc 0.7770 +2023-12-23 15:13:39,547 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.4702, top5_acc: 0.7770 +2023-12-23 15:14:31,546 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 1 day, 11:42:03, time: 0.520, data_time: 0.267, memory: 5236, top1_acc: 0.6269, top5_acc: 0.8988, loss_cls: 1.5719, loss: 1.5719 +2023-12-23 15:14:56,871 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 1 day, 11:41:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.9019, loss_cls: 1.5972, loss: 1.5972 +2023-12-23 15:15:22,046 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 1 day, 11:40:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5994, top5_acc: 0.9087, loss_cls: 1.5964, loss: 1.5964 +2023-12-23 15:15:47,331 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 1 day, 11:39:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9012, loss_cls: 1.5625, loss: 1.5625 +2023-12-23 15:16:12,449 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 1 day, 11:38:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6350, top5_acc: 0.8950, loss_cls: 1.5676, loss: 1.5676 +2023-12-23 15:16:37,586 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 1 day, 11:37:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6181, top5_acc: 0.8981, loss_cls: 1.6182, loss: 1.6182 +2023-12-23 15:17:02,597 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 1 day, 11:37:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9038, loss_cls: 1.5123, loss: 1.5123 +2023-12-23 15:17:27,604 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 1 day, 11:36:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.8962, loss_cls: 1.6025, loss: 1.6025 +2023-12-23 15:17:52,616 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 1 day, 11:35:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9025, loss_cls: 1.5199, loss: 1.5199 +2023-12-23 15:18:17,662 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 1 day, 11:34:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6338, top5_acc: 0.8912, loss_cls: 1.6018, loss: 1.6018 +2023-12-23 15:18:42,665 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 1 day, 11:33:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6119, top5_acc: 0.8981, loss_cls: 1.6532, loss: 1.6532 +2023-12-23 15:19:07,669 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 1 day, 11:32:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6150, top5_acc: 0.8994, loss_cls: 1.5982, loss: 1.5982 +2023-12-23 15:19:32,714 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 1 day, 11:31:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8944, loss_cls: 1.6368, loss: 1.6368 +2023-12-23 15:19:57,717 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 1 day, 11:30:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5919, top5_acc: 0.8812, loss_cls: 1.7477, loss: 1.7477 +2023-12-23 15:20:22,723 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 1 day, 11:30:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6056, top5_acc: 0.8981, loss_cls: 1.6891, loss: 1.6891 +2023-12-23 15:20:47,737 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 1 day, 11:29:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6231, top5_acc: 0.8944, loss_cls: 1.6340, loss: 1.6340 +2023-12-23 15:21:12,743 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 1 day, 11:28:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6338, top5_acc: 0.8919, loss_cls: 1.5982, loss: 1.5982 +2023-12-23 15:21:37,757 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 1 day, 11:27:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.8931, loss_cls: 1.6170, loss: 1.6170 +2023-12-23 15:22:02,741 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 1 day, 11:26:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6094, top5_acc: 0.8956, loss_cls: 1.6215, loss: 1.6215 +2023-12-23 15:22:27,745 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 1 day, 11:25:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9150, loss_cls: 1.4800, loss: 1.4800 +2023-12-23 15:22:52,744 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 1 day, 11:24:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6212, top5_acc: 0.8962, loss_cls: 1.6051, loss: 1.6051 +2023-12-23 15:23:17,739 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 1 day, 11:24:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9100, loss_cls: 1.5452, loss: 1.5452 +2023-12-23 15:23:42,733 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 1 day, 11:23:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.8912, loss_cls: 1.6379, loss: 1.6379 +2023-12-23 15:24:07,757 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 1 day, 11:22:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9062, loss_cls: 1.5357, loss: 1.5357 +2023-12-23 15:24:32,740 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 1 day, 11:21:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9187, loss_cls: 1.5015, loss: 1.5015 +2023-12-23 15:24:58,176 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 1 day, 11:20:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9038, loss_cls: 1.5837, loss: 1.5837 +2023-12-23 15:25:23,589 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 1 day, 11:20:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.9144, loss_cls: 1.4919, loss: 1.4919 +2023-12-23 15:25:48,981 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 1 day, 11:19:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6169, top5_acc: 0.9025, loss_cls: 1.6115, loss: 1.6115 +2023-12-23 15:26:14,589 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 1 day, 11:18:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9144, loss_cls: 1.5013, loss: 1.5013 +2023-12-23 15:26:40,107 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 1 day, 11:18:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6294, top5_acc: 0.8975, loss_cls: 1.5661, loss: 1.5661 +2023-12-23 15:27:05,604 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 1 day, 11:17:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.8888, loss_cls: 1.6183, loss: 1.6183 +2023-12-23 15:27:31,201 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 1 day, 11:17:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.9087, loss_cls: 1.5644, loss: 1.5644 +2023-12-23 15:27:56,800 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 1 day, 11:16:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.8975, loss_cls: 1.5232, loss: 1.5232 +2023-12-23 15:28:22,147 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 1 day, 11:15:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.9000, loss_cls: 1.5835, loss: 1.5835 +2023-12-23 15:28:24,107 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-23 15:32:50,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:32:51,438 - pyskl - INFO - +top1_acc 0.2657 +top5_acc 0.5544 +2023-12-23 15:32:51,463 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.2657, top5_acc: 0.5544 +2023-12-23 15:33:44,226 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 1 day, 11:23:59, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9144, loss_cls: 1.5032, loss: 1.5032 +2023-12-23 15:34:09,665 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 1 day, 11:23:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6425, top5_acc: 0.9062, loss_cls: 1.5406, loss: 1.5406 +2023-12-23 15:34:34,796 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 1 day, 11:22:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9206, loss_cls: 1.4539, loss: 1.4539 +2023-12-23 15:35:00,004 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 1 day, 11:21:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9194, loss_cls: 1.4535, loss: 1.4535 +2023-12-23 15:35:25,304 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 1 day, 11:21:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9044, loss_cls: 1.5152, loss: 1.5152 +2023-12-23 15:35:50,550 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 1 day, 11:20:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9100, loss_cls: 1.5476, loss: 1.5476 +2023-12-23 15:36:15,731 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 1 day, 11:19:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9187, loss_cls: 1.4929, loss: 1.4929 +2023-12-23 15:36:40,894 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 1 day, 11:18:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.9056, loss_cls: 1.5930, loss: 1.5930 +2023-12-23 15:37:06,125 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 1 day, 11:18:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9237, loss_cls: 1.4722, loss: 1.4722 +2023-12-23 15:37:31,321 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 1 day, 11:17:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9094, loss_cls: 1.5058, loss: 1.5058 +2023-12-23 15:37:56,434 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 1 day, 11:16:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6106, top5_acc: 0.8819, loss_cls: 1.6628, loss: 1.6628 +2023-12-23 15:38:21,580 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 1 day, 11:15:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6200, top5_acc: 0.9025, loss_cls: 1.5683, loss: 1.5683 +2023-12-23 15:38:46,792 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 1 day, 11:15:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9031, loss_cls: 1.5443, loss: 1.5443 +2023-12-23 15:39:11,903 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 1 day, 11:14:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9100, loss_cls: 1.4603, loss: 1.4603 +2023-12-23 15:39:37,048 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 1 day, 11:13:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9094, loss_cls: 1.4831, loss: 1.4831 +2023-12-23 15:40:02,198 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 1 day, 11:12:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.9094, loss_cls: 1.5658, loss: 1.5658 +2023-12-23 15:40:27,305 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 1 day, 11:12:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6300, top5_acc: 0.8962, loss_cls: 1.5642, loss: 1.5642 +2023-12-23 15:40:52,692 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 1 day, 11:11:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9056, loss_cls: 1.5210, loss: 1.5210 +2023-12-23 15:41:17,780 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 1 day, 11:10:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6344, top5_acc: 0.9181, loss_cls: 1.5194, loss: 1.5194 +2023-12-23 15:41:42,803 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 1 day, 11:09:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9062, loss_cls: 1.5120, loss: 1.5120 +2023-12-23 15:42:07,823 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 1 day, 11:09:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9156, loss_cls: 1.4726, loss: 1.4726 +2023-12-23 15:42:32,864 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 1 day, 11:08:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6381, top5_acc: 0.9056, loss_cls: 1.5301, loss: 1.5301 +2023-12-23 15:42:58,000 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 1 day, 11:07:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.9044, loss_cls: 1.5876, loss: 1.5876 +2023-12-23 15:43:23,499 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 1 day, 11:06:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.8962, loss_cls: 1.6070, loss: 1.6070 +2023-12-23 15:43:48,794 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 1 day, 11:06:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9094, loss_cls: 1.5395, loss: 1.5395 +2023-12-23 15:44:14,343 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 1 day, 11:05:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6375, top5_acc: 0.8938, loss_cls: 1.5339, loss: 1.5339 +2023-12-23 15:44:39,590 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 1 day, 11:04:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.8994, loss_cls: 1.5834, loss: 1.5834 +2023-12-23 15:45:04,670 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 1 day, 11:04:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9150, loss_cls: 1.4013, loss: 1.4013 +2023-12-23 15:45:29,849 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 1 day, 11:03:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9087, loss_cls: 1.4929, loss: 1.4929 +2023-12-23 15:45:55,755 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 1 day, 11:03:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.8994, loss_cls: 1.5561, loss: 1.5561 +2023-12-23 15:46:21,640 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 1 day, 11:02:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9144, loss_cls: 1.4894, loss: 1.4894 +2023-12-23 15:46:47,342 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 1 day, 11:01:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.8988, loss_cls: 1.6160, loss: 1.6160 +2023-12-23 15:47:13,297 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 1 day, 11:01:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6269, top5_acc: 0.9012, loss_cls: 1.5912, loss: 1.5912 +2023-12-23 15:47:38,740 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 1 day, 11:00:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9056, loss_cls: 1.4799, loss: 1.4799 +2023-12-23 15:47:40,683 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-23 15:52:06,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 15:52:06,993 - pyskl - INFO - +top1_acc 0.6280 +top5_acc 0.8981 +2023-12-23 15:52:06,998 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_5.pth was removed +2023-12-23 15:52:07,215 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-23 15:52:07,216 - pyskl - INFO - Best top1_acc is 0.6280 at 8 epoch. +2023-12-23 15:52:07,240 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6280, top5_acc: 0.8981 +2023-12-23 15:53:00,423 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 1 day, 11:08:02, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9025, loss_cls: 1.5180, loss: 1.5180 +2023-12-23 15:53:25,775 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 1 day, 11:07:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9106, loss_cls: 1.4243, loss: 1.4243 +2023-12-23 15:53:50,693 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 1 day, 11:06:34, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9231, loss_cls: 1.4096, loss: 1.4096 +2023-12-23 15:54:15,704 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 1 day, 11:05:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9137, loss_cls: 1.5030, loss: 1.5030 +2023-12-23 15:54:41,016 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 1 day, 11:05:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9056, loss_cls: 1.5914, loss: 1.5914 +2023-12-23 15:55:06,285 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 1 day, 11:04:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9100, loss_cls: 1.4678, loss: 1.4678 +2023-12-23 15:55:31,338 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 1 day, 11:03:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9175, loss_cls: 1.4994, loss: 1.4994 +2023-12-23 15:55:56,459 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 1 day, 11:02:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9062, loss_cls: 1.5233, loss: 1.5233 +2023-12-23 15:56:21,605 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 1 day, 11:02:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9075, loss_cls: 1.5015, loss: 1.5015 +2023-12-23 15:56:46,669 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 1 day, 11:01:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9163, loss_cls: 1.4164, loss: 1.4164 +2023-12-23 15:57:11,954 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 1 day, 11:00:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6381, top5_acc: 0.9069, loss_cls: 1.5213, loss: 1.5213 +2023-12-23 15:57:37,204 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 1 day, 11:00:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9119, loss_cls: 1.5223, loss: 1.5223 +2023-12-23 15:58:02,410 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 1 day, 10:59:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9137, loss_cls: 1.4233, loss: 1.4233 +2023-12-23 15:58:27,687 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 1 day, 10:58:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9219, loss_cls: 1.4835, loss: 1.4835 +2023-12-23 15:58:52,946 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 1 day, 10:58:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9069, loss_cls: 1.4759, loss: 1.4759 +2023-12-23 15:59:18,186 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 1 day, 10:57:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.9131, loss_cls: 1.4898, loss: 1.4898 +2023-12-23 15:59:43,430 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 1 day, 10:56:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.8962, loss_cls: 1.5478, loss: 1.5478 +2023-12-23 16:00:08,508 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 1 day, 10:56:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9081, loss_cls: 1.4750, loss: 1.4750 +2023-12-23 16:00:33,859 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 1 day, 10:55:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9044, loss_cls: 1.4877, loss: 1.4877 +2023-12-23 16:00:59,071 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 1 day, 10:54:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9156, loss_cls: 1.4549, loss: 1.4549 +2023-12-23 16:01:24,610 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 1 day, 10:54:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9244, loss_cls: 1.3941, loss: 1.3941 +2023-12-23 16:01:49,910 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 1 day, 10:53:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9163, loss_cls: 1.5010, loss: 1.5010 +2023-12-23 16:02:15,164 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 1 day, 10:52:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9106, loss_cls: 1.4633, loss: 1.4633 +2023-12-23 16:02:40,463 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 1 day, 10:52:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9144, loss_cls: 1.4583, loss: 1.4583 +2023-12-23 16:03:05,854 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 1 day, 10:51:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9025, loss_cls: 1.5097, loss: 1.5097 +2023-12-23 16:03:31,386 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 1 day, 10:50:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6331, top5_acc: 0.9025, loss_cls: 1.5351, loss: 1.5351 +2023-12-23 16:03:56,967 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 1 day, 10:50:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6144, top5_acc: 0.9050, loss_cls: 1.5736, loss: 1.5736 +2023-12-23 16:04:22,584 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 1 day, 10:49:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.8912, loss_cls: 1.5940, loss: 1.5940 +2023-12-23 16:04:48,044 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 1 day, 10:49:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9163, loss_cls: 1.4987, loss: 1.4987 +2023-12-23 16:05:13,781 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 1 day, 10:48:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9019, loss_cls: 1.5145, loss: 1.5145 +2023-12-23 16:05:39,463 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 1 day, 10:48:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9081, loss_cls: 1.4190, loss: 1.4190 +2023-12-23 16:06:05,168 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 1 day, 10:47:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9250, loss_cls: 1.4340, loss: 1.4340 +2023-12-23 16:06:30,645 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 1 day, 10:46:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9150, loss_cls: 1.4964, loss: 1.4964 +2023-12-23 16:06:55,894 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 1 day, 10:46:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.8988, loss_cls: 1.5259, loss: 1.5259 +2023-12-23 16:06:57,829 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-23 16:11:23,749 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:11:24,397 - pyskl - INFO - +top1_acc 0.6078 +top5_acc 0.8895 +2023-12-23 16:11:24,423 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6078, top5_acc: 0.8895 +2023-12-23 16:12:17,175 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 1 day, 10:52:29, time: 0.527, data_time: 0.274, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9231, loss_cls: 1.3447, loss: 1.3447 +2023-12-23 16:12:42,299 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 1 day, 10:51:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9169, loss_cls: 1.4127, loss: 1.4127 +2023-12-23 16:13:07,558 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 1 day, 10:51:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9144, loss_cls: 1.4819, loss: 1.4819 +2023-12-23 16:13:32,666 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 1 day, 10:50:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9169, loss_cls: 1.4344, loss: 1.4344 +2023-12-23 16:13:57,815 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 1 day, 10:49:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9187, loss_cls: 1.4129, loss: 1.4129 +2023-12-23 16:14:22,905 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 1 day, 10:49:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9213, loss_cls: 1.4173, loss: 1.4173 +2023-12-23 16:14:48,033 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 1 day, 10:48:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9137, loss_cls: 1.4607, loss: 1.4607 +2023-12-23 16:15:13,175 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 1 day, 10:47:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9125, loss_cls: 1.4779, loss: 1.4779 +2023-12-23 16:15:38,598 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 1 day, 10:47:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9069, loss_cls: 1.4777, loss: 1.4777 +2023-12-23 16:16:03,804 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 1 day, 10:46:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6456, top5_acc: 0.9100, loss_cls: 1.5164, loss: 1.5164 +2023-12-23 16:16:29,105 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 1 day, 10:45:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9187, loss_cls: 1.4185, loss: 1.4185 +2023-12-23 16:16:54,433 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 1 day, 10:45:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9044, loss_cls: 1.4758, loss: 1.4758 +2023-12-23 16:17:19,680 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 1 day, 10:44:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9044, loss_cls: 1.4710, loss: 1.4710 +2023-12-23 16:17:44,917 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 1 day, 10:43:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9150, loss_cls: 1.4379, loss: 1.4379 +2023-12-23 16:18:10,156 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 1 day, 10:43:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6406, top5_acc: 0.9125, loss_cls: 1.4629, loss: 1.4629 +2023-12-23 16:18:35,299 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 1 day, 10:42:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9163, loss_cls: 1.4378, loss: 1.4378 +2023-12-23 16:19:00,521 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 1 day, 10:41:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9206, loss_cls: 1.4244, loss: 1.4244 +2023-12-23 16:19:25,560 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 1 day, 10:41:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.8969, loss_cls: 1.5543, loss: 1.5543 +2023-12-23 16:19:50,625 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 1 day, 10:40:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9156, loss_cls: 1.4040, loss: 1.4040 +2023-12-23 16:20:15,763 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 1 day, 10:39:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9281, loss_cls: 1.3524, loss: 1.3524 +2023-12-23 16:20:41,193 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 1 day, 10:39:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9150, loss_cls: 1.4506, loss: 1.4506 +2023-12-23 16:21:06,553 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 1 day, 10:38:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9131, loss_cls: 1.4929, loss: 1.4929 +2023-12-23 16:21:31,744 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 1 day, 10:37:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9062, loss_cls: 1.4493, loss: 1.4493 +2023-12-23 16:21:56,912 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 1 day, 10:37:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9087, loss_cls: 1.4647, loss: 1.4647 +2023-12-23 16:22:22,427 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 1 day, 10:36:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9150, loss_cls: 1.4565, loss: 1.4565 +2023-12-23 16:22:47,916 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 1 day, 10:36:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9031, loss_cls: 1.4821, loss: 1.4821 +2023-12-23 16:23:13,188 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 1 day, 10:35:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9113, loss_cls: 1.4503, loss: 1.4503 +2023-12-23 16:23:38,730 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 1 day, 10:34:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9175, loss_cls: 1.4684, loss: 1.4684 +2023-12-23 16:24:04,440 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 1 day, 10:34:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9156, loss_cls: 1.4190, loss: 1.4190 +2023-12-23 16:24:30,059 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 1 day, 10:33:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9169, loss_cls: 1.4803, loss: 1.4803 +2023-12-23 16:24:55,609 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 1 day, 10:33:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9206, loss_cls: 1.4311, loss: 1.4311 +2023-12-23 16:25:21,175 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 1 day, 10:32:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9131, loss_cls: 1.4498, loss: 1.4498 +2023-12-23 16:25:46,604 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 1 day, 10:32:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9137, loss_cls: 1.4631, loss: 1.4631 +2023-12-23 16:26:12,296 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 1 day, 10:31:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9144, loss_cls: 1.4215, loss: 1.4215 +2023-12-23 16:26:14,386 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-23 16:30:39,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:30:40,580 - pyskl - INFO - +top1_acc 0.6376 +top5_acc 0.9008 +2023-12-23 16:30:40,585 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_8.pth was removed +2023-12-23 16:30:40,922 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-23 16:30:40,924 - pyskl - INFO - Best top1_acc is 0.6376 at 10 epoch. +2023-12-23 16:30:40,949 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6376, top5_acc: 0.9008 +2023-12-23 16:31:32,745 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 1 day, 10:36:46, time: 0.518, data_time: 0.268, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9187, loss_cls: 1.4497, loss: 1.4497 +2023-12-23 16:31:58,166 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 1 day, 10:36:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9156, loss_cls: 1.4358, loss: 1.4358 +2023-12-23 16:32:23,578 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 1 day, 10:35:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9237, loss_cls: 1.3446, loss: 1.3446 +2023-12-23 16:32:48,906 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 1 day, 10:34:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9244, loss_cls: 1.4319, loss: 1.4319 +2023-12-23 16:33:14,262 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 1 day, 10:34:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9169, loss_cls: 1.4166, loss: 1.4166 +2023-12-23 16:33:39,510 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 1 day, 10:33:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6312, top5_acc: 0.9094, loss_cls: 1.5376, loss: 1.5376 +2023-12-23 16:34:04,603 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 1 day, 10:33:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9125, loss_cls: 1.4308, loss: 1.4308 +2023-12-23 16:34:29,636 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 1 day, 10:32:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9156, loss_cls: 1.4708, loss: 1.4708 +2023-12-23 16:34:54,687 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 1 day, 10:31:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9150, loss_cls: 1.4306, loss: 1.4306 +2023-12-23 16:35:19,848 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 1 day, 10:30:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9131, loss_cls: 1.3631, loss: 1.3631 +2023-12-23 16:35:45,185 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 1 day, 10:30:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9175, loss_cls: 1.4186, loss: 1.4186 +2023-12-23 16:36:10,480 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 1 day, 10:29:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9237, loss_cls: 1.4214, loss: 1.4214 +2023-12-23 16:36:35,846 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 1 day, 10:29:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9225, loss_cls: 1.3900, loss: 1.3900 +2023-12-23 16:37:01,176 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 1 day, 10:28:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9269, loss_cls: 1.3762, loss: 1.3762 +2023-12-23 16:37:26,438 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 1 day, 10:27:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9169, loss_cls: 1.4393, loss: 1.4393 +2023-12-23 16:37:51,747 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 1 day, 10:27:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9294, loss_cls: 1.3320, loss: 1.3320 +2023-12-23 16:38:17,152 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 1 day, 10:26:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9213, loss_cls: 1.3519, loss: 1.3519 +2023-12-23 16:38:42,543 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 1 day, 10:26:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9131, loss_cls: 1.4290, loss: 1.4290 +2023-12-23 16:39:07,817 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 1 day, 10:25:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9163, loss_cls: 1.3922, loss: 1.3922 +2023-12-23 16:39:33,154 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 1 day, 10:24:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9313, loss_cls: 1.3623, loss: 1.3623 +2023-12-23 16:39:58,497 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 1 day, 10:24:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9094, loss_cls: 1.5302, loss: 1.5302 +2023-12-23 16:40:23,774 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 1 day, 10:23:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9194, loss_cls: 1.4253, loss: 1.4253 +2023-12-23 16:40:49,107 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 1 day, 10:23:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9181, loss_cls: 1.4237, loss: 1.4237 +2023-12-23 16:41:14,555 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 1 day, 10:22:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9169, loss_cls: 1.3922, loss: 1.3922 +2023-12-23 16:41:39,949 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 1 day, 10:21:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9275, loss_cls: 1.3861, loss: 1.3861 +2023-12-23 16:42:05,501 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 1 day, 10:21:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9106, loss_cls: 1.4555, loss: 1.4555 +2023-12-23 16:42:30,951 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 1 day, 10:20:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9163, loss_cls: 1.4476, loss: 1.4476 +2023-12-23 16:42:56,487 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 1 day, 10:20:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9062, loss_cls: 1.4930, loss: 1.4930 +2023-12-23 16:43:22,449 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 1 day, 10:19:47, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9113, loss_cls: 1.4202, loss: 1.4202 +2023-12-23 16:43:47,744 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 1 day, 10:19:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.9038, loss_cls: 1.5350, loss: 1.5350 +2023-12-23 16:44:13,306 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 1 day, 10:18:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9281, loss_cls: 1.4312, loss: 1.4312 +2023-12-23 16:44:38,975 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 1 day, 10:18:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9187, loss_cls: 1.4091, loss: 1.4091 +2023-12-23 16:45:04,594 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 1 day, 10:17:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9275, loss_cls: 1.3625, loss: 1.3625 +2023-12-23 16:45:30,314 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 1 day, 10:17:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9169, loss_cls: 1.4462, loss: 1.4462 +2023-12-23 16:45:32,208 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-23 16:49:57,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 16:49:58,504 - pyskl - INFO - +top1_acc 0.5944 +top5_acc 0.8798 +2023-12-23 16:49:58,532 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.5944, top5_acc: 0.8798 +2023-12-23 16:50:52,008 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 1 day, 10:22:06, time: 0.535, data_time: 0.282, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9306, loss_cls: 1.3642, loss: 1.3642 +2023-12-23 16:51:17,439 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 1 day, 10:21:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9231, loss_cls: 1.4322, loss: 1.4322 +2023-12-23 16:51:42,328 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 1 day, 10:20:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9225, loss_cls: 1.3853, loss: 1.3853 +2023-12-23 16:52:07,262 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 1 day, 10:20:07, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9144, loss_cls: 1.4435, loss: 1.4435 +2023-12-23 16:52:32,254 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 1 day, 10:19:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9062, loss_cls: 1.4686, loss: 1.4686 +2023-12-23 16:52:57,266 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 1 day, 10:18:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9187, loss_cls: 1.4048, loss: 1.4048 +2023-12-23 16:53:22,287 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 1 day, 10:18:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9206, loss_cls: 1.3659, loss: 1.3659 +2023-12-23 16:53:47,307 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 1 day, 10:17:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9263, loss_cls: 1.3873, loss: 1.3873 +2023-12-23 16:54:12,306 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 1 day, 10:16:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9231, loss_cls: 1.4208, loss: 1.4208 +2023-12-23 16:54:37,312 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 1 day, 10:16:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9244, loss_cls: 1.3277, loss: 1.3277 +2023-12-23 16:55:02,305 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 1 day, 10:15:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9087, loss_cls: 1.4447, loss: 1.4447 +2023-12-23 16:55:27,322 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 1 day, 10:14:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9181, loss_cls: 1.4117, loss: 1.4117 +2023-12-23 16:55:52,382 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 1 day, 10:14:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9100, loss_cls: 1.4338, loss: 1.4338 +2023-12-23 16:56:17,381 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 1 day, 10:13:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9175, loss_cls: 1.4618, loss: 1.4618 +2023-12-23 16:56:42,415 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 1 day, 10:12:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6425, top5_acc: 0.9194, loss_cls: 1.4723, loss: 1.4723 +2023-12-23 16:57:07,460 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 1 day, 10:12:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9275, loss_cls: 1.4038, loss: 1.4038 +2023-12-23 16:57:32,516 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 1 day, 10:11:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9181, loss_cls: 1.3716, loss: 1.3716 +2023-12-23 16:57:57,525 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 1 day, 10:10:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9275, loss_cls: 1.3474, loss: 1.3474 +2023-12-23 16:58:22,516 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 1 day, 10:10:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9244, loss_cls: 1.3883, loss: 1.3883 +2023-12-23 16:58:47,525 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 1 day, 10:09:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9275, loss_cls: 1.3227, loss: 1.3227 +2023-12-23 16:59:12,533 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 1 day, 10:08:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9194, loss_cls: 1.3571, loss: 1.3571 +2023-12-23 16:59:37,541 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 1 day, 10:08:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9106, loss_cls: 1.4540, loss: 1.4540 +2023-12-23 17:00:02,701 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 1 day, 10:07:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9294, loss_cls: 1.3607, loss: 1.3607 +2023-12-23 17:00:27,762 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 1 day, 10:07:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9200, loss_cls: 1.4288, loss: 1.4288 +2023-12-23 17:00:53,314 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 1 day, 10:06:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9231, loss_cls: 1.3901, loss: 1.3901 +2023-12-23 17:01:18,856 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 1 day, 10:05:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9137, loss_cls: 1.3859, loss: 1.3859 +2023-12-23 17:01:44,161 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 1 day, 10:05:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9206, loss_cls: 1.3667, loss: 1.3667 +2023-12-23 17:02:09,660 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 1 day, 10:04:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9181, loss_cls: 1.4420, loss: 1.4420 +2023-12-23 17:02:35,364 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 1 day, 10:04:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9250, loss_cls: 1.3840, loss: 1.3840 +2023-12-23 17:03:01,124 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 1 day, 10:03:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9163, loss_cls: 1.4189, loss: 1.4189 +2023-12-23 17:03:26,795 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 1 day, 10:03:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9237, loss_cls: 1.3605, loss: 1.3605 +2023-12-23 17:03:52,236 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 1 day, 10:02:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9062, loss_cls: 1.4833, loss: 1.4833 +2023-12-23 17:04:17,366 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 1 day, 10:02:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9156, loss_cls: 1.4161, loss: 1.4161 +2023-12-23 17:04:42,691 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 1 day, 10:01:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9250, loss_cls: 1.3462, loss: 1.3462 +2023-12-23 17:04:44,681 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-23 17:09:13,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:09:13,911 - pyskl - INFO - +top1_acc 0.6344 +top5_acc 0.8975 +2023-12-23 17:09:13,945 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6344, top5_acc: 0.8975 +2023-12-23 17:10:06,869 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 1 day, 10:05:58, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9275, loss_cls: 1.3346, loss: 1.3346 +2023-12-23 17:10:32,231 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 1 day, 10:05:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9256, loss_cls: 1.3678, loss: 1.3678 +2023-12-23 17:10:57,475 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 1 day, 10:04:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9200, loss_cls: 1.3656, loss: 1.3656 +2023-12-23 17:11:22,944 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 1 day, 10:04:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9244, loss_cls: 1.3597, loss: 1.3597 +2023-12-23 17:11:48,284 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 1 day, 10:03:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9169, loss_cls: 1.3792, loss: 1.3792 +2023-12-23 17:12:13,372 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 1 day, 10:03:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9213, loss_cls: 1.3456, loss: 1.3456 +2023-12-23 17:12:38,562 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 1 day, 10:02:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6669, top5_acc: 0.9369, loss_cls: 1.3625, loss: 1.3625 +2023-12-23 17:13:03,864 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 1 day, 10:01:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9231, loss_cls: 1.3379, loss: 1.3379 +2023-12-23 17:13:29,247 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 1 day, 10:01:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9300, loss_cls: 1.3689, loss: 1.3689 +2023-12-23 17:13:54,313 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 1 day, 10:00:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9194, loss_cls: 1.4211, loss: 1.4211 +2023-12-23 17:14:19,616 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 1 day, 10:00:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9325, loss_cls: 1.3137, loss: 1.3137 +2023-12-23 17:14:45,019 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 1 day, 9:59:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9231, loss_cls: 1.3323, loss: 1.3323 +2023-12-23 17:15:10,172 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 1 day, 9:58:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9319, loss_cls: 1.3071, loss: 1.3071 +2023-12-23 17:15:35,275 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 1 day, 9:58:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9225, loss_cls: 1.3705, loss: 1.3705 +2023-12-23 17:16:00,583 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 1 day, 9:57:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9263, loss_cls: 1.3955, loss: 1.3955 +2023-12-23 17:16:25,602 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 1 day, 9:57:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9237, loss_cls: 1.3660, loss: 1.3660 +2023-12-23 17:16:50,627 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 1 day, 9:56:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9087, loss_cls: 1.4177, loss: 1.4177 +2023-12-23 17:17:15,986 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 1 day, 9:55:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9319, loss_cls: 1.3522, loss: 1.3522 +2023-12-23 17:17:41,400 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 1 day, 9:55:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9150, loss_cls: 1.4016, loss: 1.4016 +2023-12-23 17:18:06,537 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 1 day, 9:54:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9175, loss_cls: 1.3925, loss: 1.3925 +2023-12-23 17:18:31,860 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 1 day, 9:54:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9256, loss_cls: 1.4133, loss: 1.4133 +2023-12-23 17:18:57,015 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 1 day, 9:53:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9156, loss_cls: 1.4221, loss: 1.4221 +2023-12-23 17:19:22,341 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 1 day, 9:52:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9181, loss_cls: 1.4012, loss: 1.4012 +2023-12-23 17:19:47,577 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 1 day, 9:52:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9100, loss_cls: 1.3638, loss: 1.3638 +2023-12-23 17:20:12,879 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 1 day, 9:51:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9237, loss_cls: 1.3897, loss: 1.3897 +2023-12-23 17:20:38,380 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 1 day, 9:51:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9281, loss_cls: 1.3446, loss: 1.3446 +2023-12-23 17:21:03,948 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 1 day, 9:50:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9131, loss_cls: 1.4603, loss: 1.4603 +2023-12-23 17:21:29,390 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 1 day, 9:50:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9213, loss_cls: 1.3979, loss: 1.3979 +2023-12-23 17:21:54,876 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 1 day, 9:49:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9231, loss_cls: 1.3339, loss: 1.3339 +2023-12-23 17:22:20,717 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 1 day, 9:49:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9131, loss_cls: 1.4080, loss: 1.4080 +2023-12-23 17:22:46,127 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 1 day, 9:48:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9206, loss_cls: 1.3605, loss: 1.3605 +2023-12-23 17:23:11,333 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 1 day, 9:47:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9175, loss_cls: 1.3504, loss: 1.3504 +2023-12-23 17:23:36,754 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 1 day, 9:47:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6687, top5_acc: 0.9181, loss_cls: 1.4153, loss: 1.4153 +2023-12-23 17:24:02,340 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 1 day, 9:46:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9181, loss_cls: 1.3883, loss: 1.3883 +2023-12-23 17:24:04,345 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-23 17:28:31,187 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:28:31,824 - pyskl - INFO - +top1_acc 0.6551 +top5_acc 0.9053 +2023-12-23 17:28:31,830 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_10.pth was removed +2023-12-23 17:28:32,053 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2023-12-23 17:28:32,055 - pyskl - INFO - Best top1_acc is 0.6551 at 13 epoch. +2023-12-23 17:28:32,083 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6551, top5_acc: 0.9053 +2023-12-23 17:29:25,411 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 1 day, 9:50:58, time: 0.533, data_time: 0.282, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9313, loss_cls: 1.3154, loss: 1.3154 +2023-12-23 17:29:50,594 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 1 day, 9:50:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9175, loss_cls: 1.3262, loss: 1.3262 +2023-12-23 17:30:15,538 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 1 day, 9:49:43, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9269, loss_cls: 1.3320, loss: 1.3320 +2023-12-23 17:30:40,506 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 1 day, 9:49:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 1.2615, loss: 1.2615 +2023-12-23 17:31:05,513 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 1 day, 9:48:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9213, loss_cls: 1.3169, loss: 1.3169 +2023-12-23 17:31:30,553 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 1 day, 9:47:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9206, loss_cls: 1.3614, loss: 1.3614 +2023-12-23 17:31:55,587 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 1 day, 9:47:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9275, loss_cls: 1.3199, loss: 1.3199 +2023-12-23 17:32:20,600 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 1 day, 9:46:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9237, loss_cls: 1.3752, loss: 1.3752 +2023-12-23 17:32:45,596 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 1 day, 9:45:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9306, loss_cls: 1.2606, loss: 1.2606 +2023-12-23 17:33:10,600 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 1 day, 9:45:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9163, loss_cls: 1.4596, loss: 1.4596 +2023-12-23 17:33:35,584 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 1 day, 9:44:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6594, top5_acc: 0.9137, loss_cls: 1.4308, loss: 1.4308 +2023-12-23 17:34:00,563 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 1 day, 9:44:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 1.3226, loss: 1.3226 +2023-12-23 17:34:25,539 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 1 day, 9:43:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9069, loss_cls: 1.4584, loss: 1.4584 +2023-12-23 17:34:50,521 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 1 day, 9:42:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9300, loss_cls: 1.3263, loss: 1.3263 +2023-12-23 17:35:15,529 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 1 day, 9:42:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9263, loss_cls: 1.3913, loss: 1.3913 +2023-12-23 17:35:40,552 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 1 day, 9:41:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9275, loss_cls: 1.4075, loss: 1.4075 +2023-12-23 17:36:05,539 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 1 day, 9:40:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9231, loss_cls: 1.3398, loss: 1.3398 +2023-12-23 17:36:30,794 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 1 day, 9:40:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9231, loss_cls: 1.3554, loss: 1.3554 +2023-12-23 17:36:56,187 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 1 day, 9:39:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9069, loss_cls: 1.4702, loss: 1.4702 +2023-12-23 17:37:21,305 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 1 day, 9:39:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9106, loss_cls: 1.3883, loss: 1.3883 +2023-12-23 17:37:46,569 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 1 day, 9:38:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9325, loss_cls: 1.3134, loss: 1.3134 +2023-12-23 17:38:11,857 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 1 day, 9:38:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9225, loss_cls: 1.4331, loss: 1.4331 +2023-12-23 17:38:37,025 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 1 day, 9:37:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9244, loss_cls: 1.3501, loss: 1.3501 +2023-12-23 17:39:02,104 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 1 day, 9:36:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9244, loss_cls: 1.3744, loss: 1.3744 +2023-12-23 17:39:27,616 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 1 day, 9:36:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9144, loss_cls: 1.3774, loss: 1.3774 +2023-12-23 17:39:52,894 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 1 day, 9:35:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9287, loss_cls: 1.3449, loss: 1.3449 +2023-12-23 17:40:17,927 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 1 day, 9:35:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9163, loss_cls: 1.3282, loss: 1.3282 +2023-12-23 17:40:42,968 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 1 day, 9:34:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9200, loss_cls: 1.3732, loss: 1.3732 +2023-12-23 17:41:08,164 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 1 day, 9:34:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9194, loss_cls: 1.3731, loss: 1.3731 +2023-12-23 17:41:33,587 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 1 day, 9:33:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9006, loss_cls: 1.4730, loss: 1.4730 +2023-12-23 17:41:59,144 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 1 day, 9:32:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9125, loss_cls: 1.4018, loss: 1.4018 +2023-12-23 17:42:24,601 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 1 day, 9:32:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9294, loss_cls: 1.3453, loss: 1.3453 +2023-12-23 17:42:50,316 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 1 day, 9:31:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9306, loss_cls: 1.3348, loss: 1.3348 +2023-12-23 17:43:15,675 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 1 day, 9:31:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9250, loss_cls: 1.3227, loss: 1.3227 +2023-12-23 17:43:17,650 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-23 17:47:43,999 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 17:47:44,658 - pyskl - INFO - +top1_acc 0.6251 +top5_acc 0.8858 +2023-12-23 17:47:44,683 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6251, top5_acc: 0.8858 +2023-12-23 17:48:37,651 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 1 day, 9:35:06, time: 0.530, data_time: 0.279, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9194, loss_cls: 1.3247, loss: 1.3247 +2023-12-23 17:49:02,771 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 1 day, 9:34:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9250, loss_cls: 1.2842, loss: 1.2842 +2023-12-23 17:49:28,267 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 1 day, 9:33:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9237, loss_cls: 1.3412, loss: 1.3412 +2023-12-23 17:49:53,746 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 1 day, 9:33:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9281, loss_cls: 1.3489, loss: 1.3489 +2023-12-23 17:50:19,155 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 1 day, 9:32:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9237, loss_cls: 1.3318, loss: 1.3318 +2023-12-23 17:50:44,721 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 1 day, 9:32:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9331, loss_cls: 1.3296, loss: 1.3296 +2023-12-23 17:51:10,200 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 1 day, 9:31:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9144, loss_cls: 1.3544, loss: 1.3544 +2023-12-23 17:51:35,643 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 1 day, 9:31:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9237, loss_cls: 1.3710, loss: 1.3710 +2023-12-23 17:52:01,031 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 1 day, 9:30:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9225, loss_cls: 1.3564, loss: 1.3564 +2023-12-23 17:52:26,503 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 1 day, 9:30:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9187, loss_cls: 1.3672, loss: 1.3672 +2023-12-23 17:52:51,968 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 1 day, 9:29:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9275, loss_cls: 1.3502, loss: 1.3502 +2023-12-23 17:53:17,301 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 1 day, 9:29:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9175, loss_cls: 1.4156, loss: 1.4156 +2023-12-23 17:53:42,328 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 1 day, 9:28:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9237, loss_cls: 1.3390, loss: 1.3390 +2023-12-23 17:54:07,358 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 1 day, 9:27:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9325, loss_cls: 1.3251, loss: 1.3251 +2023-12-23 17:54:32,392 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 1 day, 9:27:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9213, loss_cls: 1.3311, loss: 1.3311 +2023-12-23 17:54:57,421 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 1 day, 9:26:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9294, loss_cls: 1.3643, loss: 1.3643 +2023-12-23 17:55:22,450 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 1 day, 9:26:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9269, loss_cls: 1.3089, loss: 1.3089 +2023-12-23 17:55:47,467 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 1 day, 9:25:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9337, loss_cls: 1.3300, loss: 1.3300 +2023-12-23 17:56:12,491 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 1 day, 9:24:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9225, loss_cls: 1.3308, loss: 1.3308 +2023-12-23 17:56:37,505 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 1 day, 9:24:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9300, loss_cls: 1.3369, loss: 1.3369 +2023-12-23 17:57:02,948 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 1 day, 9:23:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9213, loss_cls: 1.3575, loss: 1.3575 +2023-12-23 17:57:28,392 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 1 day, 9:23:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9306, loss_cls: 1.3830, loss: 1.3830 +2023-12-23 17:57:54,056 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 1 day, 9:22:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9281, loss_cls: 1.2819, loss: 1.2819 +2023-12-23 17:58:19,249 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 1 day, 9:22:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9225, loss_cls: 1.3729, loss: 1.3729 +2023-12-23 17:58:44,774 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 1 day, 9:21:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9169, loss_cls: 1.3688, loss: 1.3688 +2023-12-23 17:59:10,504 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 1 day, 9:21:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9356, loss_cls: 1.2422, loss: 1.2422 +2023-12-23 17:59:36,117 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 1 day, 9:20:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9250, loss_cls: 1.2884, loss: 1.2884 +2023-12-23 18:00:01,793 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 1 day, 9:20:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9100, loss_cls: 1.4210, loss: 1.4210 +2023-12-23 18:00:27,515 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 1 day, 9:19:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9131, loss_cls: 1.3979, loss: 1.3979 +2023-12-23 18:00:53,410 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 1 day, 9:19:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9225, loss_cls: 1.3899, loss: 1.3899 +2023-12-23 18:01:18,923 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 1 day, 9:18:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6425, top5_acc: 0.9294, loss_cls: 1.3954, loss: 1.3954 +2023-12-23 18:01:45,208 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 1 day, 9:18:17, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9200, loss_cls: 1.3903, loss: 1.3903 +2023-12-23 18:02:10,815 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 1 day, 9:17:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9225, loss_cls: 1.3367, loss: 1.3367 +2023-12-23 18:02:36,336 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 1 day, 9:17:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9237, loss_cls: 1.3348, loss: 1.3348 +2023-12-23 18:02:38,581 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-23 18:07:09,163 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:07:09,801 - pyskl - INFO - +top1_acc 0.6479 +top5_acc 0.9047 +2023-12-23 18:07:09,847 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6479, top5_acc: 0.9047 +2023-12-23 18:08:04,906 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 1 day, 9:20:57, time: 0.550, data_time: 0.295, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9231, loss_cls: 1.3292, loss: 1.3292 +2023-12-23 18:08:30,090 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 1 day, 9:20:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9344, loss_cls: 1.2570, loss: 1.2570 +2023-12-23 18:08:55,261 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 1 day, 9:19:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9319, loss_cls: 1.3323, loss: 1.3323 +2023-12-23 18:09:20,392 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 1 day, 9:19:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9425, loss_cls: 1.2658, loss: 1.2658 +2023-12-23 18:09:45,412 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 1 day, 9:18:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9131, loss_cls: 1.3884, loss: 1.3884 +2023-12-23 18:10:10,389 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 1 day, 9:18:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9231, loss_cls: 1.3261, loss: 1.3261 +2023-12-23 18:10:35,393 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 1 day, 9:17:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9337, loss_cls: 1.2612, loss: 1.2612 +2023-12-23 18:11:00,443 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 1 day, 9:16:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9156, loss_cls: 1.4160, loss: 1.4160 +2023-12-23 18:11:25,479 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 1 day, 9:16:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9237, loss_cls: 1.3263, loss: 1.3263 +2023-12-23 18:11:50,490 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 1 day, 9:15:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9281, loss_cls: 1.2935, loss: 1.2935 +2023-12-23 18:12:15,539 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 1 day, 9:15:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9263, loss_cls: 1.3297, loss: 1.3297 +2023-12-23 18:12:40,562 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 1 day, 9:14:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9275, loss_cls: 1.3032, loss: 1.3032 +2023-12-23 18:13:05,658 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 1 day, 9:13:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9294, loss_cls: 1.3566, loss: 1.3566 +2023-12-23 18:13:30,817 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 1 day, 9:13:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9219, loss_cls: 1.3399, loss: 1.3399 +2023-12-23 18:13:56,252 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 1 day, 9:12:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9113, loss_cls: 1.4330, loss: 1.4330 +2023-12-23 18:14:21,564 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 1 day, 9:12:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9206, loss_cls: 1.3724, loss: 1.3724 +2023-12-23 18:14:47,004 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 1 day, 9:11:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9150, loss_cls: 1.3856, loss: 1.3856 +2023-12-23 18:15:12,200 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 1 day, 9:11:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9281, loss_cls: 1.2940, loss: 1.2940 +2023-12-23 18:15:37,800 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 1 day, 9:10:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9281, loss_cls: 1.2979, loss: 1.2979 +2023-12-23 18:16:03,075 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 1 day, 9:10:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9287, loss_cls: 1.3359, loss: 1.3359 +2023-12-23 18:16:28,474 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 1 day, 9:09:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9256, loss_cls: 1.3266, loss: 1.3266 +2023-12-23 18:16:54,008 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 1 day, 9:09:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9275, loss_cls: 1.2785, loss: 1.2785 +2023-12-23 18:17:19,392 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 1 day, 9:08:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9294, loss_cls: 1.3327, loss: 1.3327 +2023-12-23 18:17:44,582 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 1 day, 9:07:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9194, loss_cls: 1.4182, loss: 1.4182 +2023-12-23 18:18:10,117 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 1 day, 9:07:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9213, loss_cls: 1.3715, loss: 1.3715 +2023-12-23 18:18:35,724 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 1 day, 9:06:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9275, loss_cls: 1.3078, loss: 1.3078 +2023-12-23 18:19:01,057 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 1 day, 9:06:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9325, loss_cls: 1.2585, loss: 1.2585 +2023-12-23 18:19:26,521 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 1 day, 9:05:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9081, loss_cls: 1.4592, loss: 1.4592 +2023-12-23 18:19:51,978 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 1 day, 9:05:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9275, loss_cls: 1.3007, loss: 1.3007 +2023-12-23 18:20:17,165 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 1 day, 9:04:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9269, loss_cls: 1.3483, loss: 1.3483 +2023-12-23 18:20:42,773 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 1 day, 9:04:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9175, loss_cls: 1.4230, loss: 1.4230 +2023-12-23 18:21:08,146 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 1 day, 9:03:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9219, loss_cls: 1.3532, loss: 1.3532 +2023-12-23 18:21:33,880 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 1 day, 9:03:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9269, loss_cls: 1.3221, loss: 1.3221 +2023-12-23 18:21:59,191 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 1 day, 9:02:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9187, loss_cls: 1.3203, loss: 1.3203 +2023-12-23 18:22:01,175 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-23 18:26:28,175 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:26:28,797 - pyskl - INFO - +top1_acc 0.6291 +top5_acc 0.8984 +2023-12-23 18:26:28,823 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6291, top5_acc: 0.8984 +2023-12-23 18:27:21,644 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 1 day, 9:05:47, time: 0.528, data_time: 0.276, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9250, loss_cls: 1.3597, loss: 1.3597 +2023-12-23 18:27:46,992 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 1 day, 9:05:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9344, loss_cls: 1.2755, loss: 1.2755 +2023-12-23 18:28:12,366 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 1 day, 9:04:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 1.2214, loss: 1.2214 +2023-12-23 18:28:37,354 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 1 day, 9:04:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9200, loss_cls: 1.3300, loss: 1.3300 +2023-12-23 18:29:02,352 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 1 day, 9:03:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9237, loss_cls: 1.2728, loss: 1.2728 +2023-12-23 18:29:27,524 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 1 day, 9:02:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9169, loss_cls: 1.4100, loss: 1.4100 +2023-12-23 18:29:52,936 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 1 day, 9:02:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9294, loss_cls: 1.2758, loss: 1.2758 +2023-12-23 18:30:18,237 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 1 day, 9:01:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9356, loss_cls: 1.2513, loss: 1.2513 +2023-12-23 18:30:43,517 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 1 day, 9:01:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9269, loss_cls: 1.3562, loss: 1.3562 +2023-12-23 18:31:08,896 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 1 day, 9:00:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9269, loss_cls: 1.3330, loss: 1.3330 +2023-12-23 18:31:34,494 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 1 day, 9:00:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9237, loss_cls: 1.2938, loss: 1.2938 +2023-12-23 18:32:00,195 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 1 day, 8:59:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9287, loss_cls: 1.3326, loss: 1.3326 +2023-12-23 18:32:25,466 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 1 day, 8:59:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9387, loss_cls: 1.3065, loss: 1.3065 +2023-12-23 18:32:50,780 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 1 day, 8:58:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9256, loss_cls: 1.3794, loss: 1.3794 +2023-12-23 18:33:16,154 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 1 day, 8:58:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9256, loss_cls: 1.3372, loss: 1.3372 +2023-12-23 18:33:41,553 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 1 day, 8:57:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9300, loss_cls: 1.2964, loss: 1.2964 +2023-12-23 18:34:06,887 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 1 day, 8:57:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9256, loss_cls: 1.3390, loss: 1.3390 +2023-12-23 18:34:32,310 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 1 day, 8:56:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9306, loss_cls: 1.3097, loss: 1.3097 +2023-12-23 18:34:57,823 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 1 day, 8:56:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9106, loss_cls: 1.4004, loss: 1.4004 +2023-12-23 18:35:22,996 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 1 day, 8:55:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9256, loss_cls: 1.3564, loss: 1.3564 +2023-12-23 18:35:48,107 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 1 day, 8:54:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9237, loss_cls: 1.3450, loss: 1.3450 +2023-12-23 18:36:13,273 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 1 day, 8:54:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9363, loss_cls: 1.2744, loss: 1.2744 +2023-12-23 18:36:38,694 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 1 day, 8:53:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9313, loss_cls: 1.3091, loss: 1.3091 +2023-12-23 18:37:04,023 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 1 day, 8:53:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9194, loss_cls: 1.4049, loss: 1.4049 +2023-12-23 18:37:29,634 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 1 day, 8:52:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9287, loss_cls: 1.2814, loss: 1.2814 +2023-12-23 18:37:55,259 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 1 day, 8:52:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9294, loss_cls: 1.3396, loss: 1.3396 +2023-12-23 18:38:20,708 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 1 day, 8:51:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9187, loss_cls: 1.3369, loss: 1.3369 +2023-12-23 18:38:46,224 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 1 day, 8:51:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9425, loss_cls: 1.2699, loss: 1.2699 +2023-12-23 18:39:11,955 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 1 day, 8:50:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9163, loss_cls: 1.3255, loss: 1.3255 +2023-12-23 18:39:37,518 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 1 day, 8:50:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9156, loss_cls: 1.3685, loss: 1.3685 +2023-12-23 18:40:03,150 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 1 day, 8:49:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9269, loss_cls: 1.3145, loss: 1.3145 +2023-12-23 18:40:28,764 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 1 day, 8:49:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9337, loss_cls: 1.3067, loss: 1.3067 +2023-12-23 18:40:54,803 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 1 day, 8:48:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9313, loss_cls: 1.2956, loss: 1.2956 +2023-12-23 18:41:20,117 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 1 day, 8:48:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9287, loss_cls: 1.3000, loss: 1.3000 +2023-12-23 18:41:22,075 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-23 18:45:51,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 18:45:51,843 - pyskl - INFO - +top1_acc 0.3893 +top5_acc 0.6914 +2023-12-23 18:45:51,888 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.3893, top5_acc: 0.6914 +2023-12-23 18:46:46,127 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 1 day, 8:51:23, time: 0.542, data_time: 0.287, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9350, loss_cls: 1.2218, loss: 1.2218 +2023-12-23 18:47:11,088 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 1 day, 8:50:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9394, loss_cls: 1.2109, loss: 1.2109 +2023-12-23 18:47:36,059 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 1 day, 8:50:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9281, loss_cls: 1.2450, loss: 1.2450 +2023-12-23 18:48:01,522 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 1 day, 8:49:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9356, loss_cls: 1.2754, loss: 1.2754 +2023-12-23 18:48:26,927 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 1 day, 8:49:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9306, loss_cls: 1.2862, loss: 1.2862 +2023-12-23 18:48:52,043 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 1 day, 8:48:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9313, loss_cls: 1.3287, loss: 1.3287 +2023-12-23 18:49:17,376 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 1 day, 8:48:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9269, loss_cls: 1.3061, loss: 1.3061 +2023-12-23 18:49:42,754 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 1 day, 8:47:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9300, loss_cls: 1.2955, loss: 1.2955 +2023-12-23 18:50:08,287 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 1 day, 8:47:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9219, loss_cls: 1.3052, loss: 1.3052 +2023-12-23 18:50:33,710 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 1 day, 8:46:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9275, loss_cls: 1.2740, loss: 1.2740 +2023-12-23 18:50:59,016 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 1 day, 8:45:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9219, loss_cls: 1.3594, loss: 1.3594 +2023-12-23 18:51:24,448 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 1 day, 8:45:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9269, loss_cls: 1.3000, loss: 1.3000 +2023-12-23 18:51:49,544 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 1 day, 8:44:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9250, loss_cls: 1.3127, loss: 1.3127 +2023-12-23 18:52:15,093 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 1 day, 8:44:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9269, loss_cls: 1.2794, loss: 1.2794 +2023-12-23 18:52:40,444 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 1 day, 8:43:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9225, loss_cls: 1.3231, loss: 1.3231 +2023-12-23 18:53:05,898 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 1 day, 8:43:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9225, loss_cls: 1.3151, loss: 1.3151 +2023-12-23 18:53:31,309 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 1 day, 8:42:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9331, loss_cls: 1.2848, loss: 1.2848 +2023-12-23 18:53:56,837 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 1 day, 8:42:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9313, loss_cls: 1.3546, loss: 1.3546 +2023-12-23 18:54:22,205 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 1 day, 8:41:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6656, top5_acc: 0.9269, loss_cls: 1.3708, loss: 1.3708 +2023-12-23 18:54:47,454 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 1 day, 8:41:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9269, loss_cls: 1.2615, loss: 1.2615 +2023-12-23 18:55:12,804 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 1 day, 8:40:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9313, loss_cls: 1.3008, loss: 1.3008 +2023-12-23 18:55:37,982 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 1 day, 8:40:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9169, loss_cls: 1.3626, loss: 1.3626 +2023-12-23 18:56:03,149 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 1 day, 8:39:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9319, loss_cls: 1.2845, loss: 1.2845 +2023-12-23 18:56:28,540 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 1 day, 8:39:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9250, loss_cls: 1.3833, loss: 1.3833 +2023-12-23 18:56:54,374 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 1 day, 8:38:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9300, loss_cls: 1.3557, loss: 1.3557 +2023-12-23 18:57:19,841 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 1 day, 8:38:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9156, loss_cls: 1.3553, loss: 1.3553 +2023-12-23 18:57:45,197 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 1 day, 8:37:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9263, loss_cls: 1.2654, loss: 1.2654 +2023-12-23 18:58:10,902 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 1 day, 8:37:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9287, loss_cls: 1.3466, loss: 1.3466 +2023-12-23 18:58:36,534 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 1 day, 8:36:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9150, loss_cls: 1.3737, loss: 1.3737 +2023-12-23 18:59:02,504 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 1 day, 8:36:09, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9344, loss_cls: 1.3132, loss: 1.3132 +2023-12-23 18:59:28,744 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 1 day, 8:35:44, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9194, loss_cls: 1.3698, loss: 1.3698 +2023-12-23 18:59:54,610 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 1 day, 8:35:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9337, loss_cls: 1.2832, loss: 1.2832 +2023-12-23 19:00:20,126 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 1 day, 8:34:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9181, loss_cls: 1.3301, loss: 1.3301 +2023-12-23 19:00:46,302 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 1 day, 8:34:20, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9387, loss_cls: 1.2717, loss: 1.2717 +2023-12-23 19:00:48,340 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-23 19:05:17,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:05:18,322 - pyskl - INFO - +top1_acc 0.6132 +top5_acc 0.8897 +2023-12-23 19:05:18,348 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.6132, top5_acc: 0.8897 +2023-12-23 19:06:12,750 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 1 day, 8:37:10, time: 0.544, data_time: 0.288, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9244, loss_cls: 1.3285, loss: 1.3285 +2023-12-23 19:06:37,880 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 1 day, 8:36:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9256, loss_cls: 1.3030, loss: 1.3030 +2023-12-23 19:07:03,317 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 1 day, 8:36:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9363, loss_cls: 1.2521, loss: 1.2521 +2023-12-23 19:07:28,725 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 1 day, 8:35:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9231, loss_cls: 1.3350, loss: 1.3350 +2023-12-23 19:07:53,887 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 1 day, 8:35:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9394, loss_cls: 1.2692, loss: 1.2692 +2023-12-23 19:08:19,059 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 1 day, 8:34:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 1.1717, loss: 1.1717 +2023-12-23 19:08:44,322 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 1 day, 8:33:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9394, loss_cls: 1.2472, loss: 1.2472 +2023-12-23 19:09:09,693 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 1 day, 8:33:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9313, loss_cls: 1.2959, loss: 1.2959 +2023-12-23 19:09:35,140 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 1 day, 8:32:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9363, loss_cls: 1.2646, loss: 1.2646 +2023-12-23 19:10:00,563 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 1 day, 8:32:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 1.2252, loss: 1.2252 +2023-12-23 19:10:25,789 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 1 day, 8:31:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9269, loss_cls: 1.3235, loss: 1.3235 +2023-12-23 19:10:50,923 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 1 day, 8:31:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9337, loss_cls: 1.2692, loss: 1.2692 +2023-12-23 19:11:16,250 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 1 day, 8:30:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9287, loss_cls: 1.3203, loss: 1.3203 +2023-12-23 19:11:42,261 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 1 day, 8:30:17, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9269, loss_cls: 1.3480, loss: 1.3480 +2023-12-23 19:12:08,920 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 1 day, 8:29:55, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9325, loss_cls: 1.2759, loss: 1.2759 +2023-12-23 19:12:35,564 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 1 day, 8:29:33, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9219, loss_cls: 1.3361, loss: 1.3361 +2023-12-23 19:13:02,190 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 1 day, 8:29:10, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9356, loss_cls: 1.2490, loss: 1.2490 +2023-12-23 19:13:28,869 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 1 day, 8:28:48, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9256, loss_cls: 1.2667, loss: 1.2667 +2023-12-23 19:13:55,493 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 1 day, 8:28:26, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 1.2578, loss: 1.2578 +2023-12-23 19:14:22,124 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 1 day, 8:28:03, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6681, top5_acc: 0.9256, loss_cls: 1.3907, loss: 1.3907 +2023-12-23 19:14:48,748 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 1 day, 8:27:41, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9181, loss_cls: 1.3408, loss: 1.3408 +2023-12-23 19:15:15,363 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 1 day, 8:27:18, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9319, loss_cls: 1.2432, loss: 1.2432 +2023-12-23 19:15:42,004 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 1 day, 8:26:55, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9313, loss_cls: 1.2991, loss: 1.2991 +2023-12-23 19:16:07,387 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 1 day, 8:26:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9300, loss_cls: 1.3729, loss: 1.3729 +2023-12-23 19:16:32,817 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 1 day, 8:25:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9275, loss_cls: 1.3003, loss: 1.3003 +2023-12-23 19:16:58,383 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 1 day, 8:25:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9344, loss_cls: 1.2703, loss: 1.2703 +2023-12-23 19:17:23,758 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 1 day, 8:24:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9163, loss_cls: 1.3662, loss: 1.3662 +2023-12-23 19:17:49,189 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 1 day, 8:24:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9250, loss_cls: 1.3207, loss: 1.3207 +2023-12-23 19:18:14,509 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 1 day, 8:23:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9269, loss_cls: 1.3092, loss: 1.3092 +2023-12-23 19:18:39,720 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 1 day, 8:23:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9156, loss_cls: 1.3280, loss: 1.3280 +2023-12-23 19:19:04,789 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 1 day, 8:22:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9194, loss_cls: 1.3706, loss: 1.3706 +2023-12-23 19:19:29,899 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 1 day, 8:22:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6700, top5_acc: 0.9163, loss_cls: 1.3465, loss: 1.3465 +2023-12-23 19:19:55,895 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 1 day, 8:21:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9213, loss_cls: 1.2811, loss: 1.2811 +2023-12-23 19:20:21,439 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 1 day, 8:21:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9144, loss_cls: 1.3547, loss: 1.3547 +2023-12-23 19:20:23,379 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-23 19:24:49,031 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:24:49,635 - pyskl - INFO - +top1_acc 0.6624 +top5_acc 0.9084 +2023-12-23 19:24:49,640 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_13.pth was removed +2023-12-23 19:24:49,859 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2023-12-23 19:24:49,861 - pyskl - INFO - Best top1_acc is 0.6624 at 19 epoch. +2023-12-23 19:24:49,889 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6624, top5_acc: 0.9084 +2023-12-23 19:25:42,664 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 1 day, 8:23:40, time: 0.528, data_time: 0.275, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 1.2180, loss: 1.2180 +2023-12-23 19:26:07,914 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 1 day, 8:23:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9369, loss_cls: 1.2279, loss: 1.2279 +2023-12-23 19:26:33,210 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 1 day, 8:22:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9356, loss_cls: 1.2810, loss: 1.2810 +2023-12-23 19:26:59,005 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 1 day, 8:22:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9350, loss_cls: 1.2728, loss: 1.2728 +2023-12-23 19:27:24,993 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 1 day, 8:21:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9263, loss_cls: 1.2986, loss: 1.2986 +2023-12-23 19:27:50,257 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 1 day, 8:21:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9337, loss_cls: 1.2693, loss: 1.2693 +2023-12-23 19:28:15,406 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 1 day, 8:20:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9325, loss_cls: 1.2241, loss: 1.2241 +2023-12-23 19:28:41,466 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 1 day, 8:20:08, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9431, loss_cls: 1.2025, loss: 1.2025 +2023-12-23 19:29:07,019 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 1 day, 8:19:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9250, loss_cls: 1.3206, loss: 1.3206 +2023-12-23 19:29:32,312 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 1 day, 8:19:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9469, loss_cls: 1.2204, loss: 1.2204 +2023-12-23 19:29:57,305 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 1 day, 8:18:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9287, loss_cls: 1.2782, loss: 1.2782 +2023-12-23 19:30:22,333 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 1 day, 8:17:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 1.3507, loss: 1.3507 +2023-12-23 19:30:47,351 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 1 day, 8:17:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9219, loss_cls: 1.3219, loss: 1.3219 +2023-12-23 19:31:12,355 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 1 day, 8:16:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9344, loss_cls: 1.2531, loss: 1.2531 +2023-12-23 19:31:37,366 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 1 day, 8:16:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9269, loss_cls: 1.3302, loss: 1.3302 +2023-12-23 19:32:02,399 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 1 day, 8:15:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9281, loss_cls: 1.3363, loss: 1.3363 +2023-12-23 19:32:27,418 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 1 day, 8:15:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9269, loss_cls: 1.2917, loss: 1.2917 +2023-12-23 19:32:52,428 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 1 day, 8:14:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9325, loss_cls: 1.2967, loss: 1.2967 +2023-12-23 19:33:17,447 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 1 day, 8:14:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9250, loss_cls: 1.3168, loss: 1.3168 +2023-12-23 19:33:42,553 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 1 day, 8:13:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9225, loss_cls: 1.3314, loss: 1.3314 +2023-12-23 19:34:07,705 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 1 day, 8:12:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9344, loss_cls: 1.2577, loss: 1.2577 +2023-12-23 19:34:32,829 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 1 day, 8:12:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9287, loss_cls: 1.2883, loss: 1.2883 +2023-12-23 19:34:58,199 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 1 day, 8:11:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9300, loss_cls: 1.2623, loss: 1.2623 +2023-12-23 19:35:23,544 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 1 day, 8:11:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9281, loss_cls: 1.2518, loss: 1.2518 +2023-12-23 19:35:48,880 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 1 day, 8:10:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9344, loss_cls: 1.2858, loss: 1.2858 +2023-12-23 19:36:14,316 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 1 day, 8:10:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9256, loss_cls: 1.3078, loss: 1.3078 +2023-12-23 19:36:39,643 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 1 day, 8:09:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9344, loss_cls: 1.2962, loss: 1.2962 +2023-12-23 19:37:05,709 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 1 day, 8:09:23, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9225, loss_cls: 1.3230, loss: 1.3230 +2023-12-23 19:37:32,448 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 1 day, 8:09:01, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9306, loss_cls: 1.3018, loss: 1.3018 +2023-12-23 19:37:59,164 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 1 day, 8:08:39, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9187, loss_cls: 1.3374, loss: 1.3374 +2023-12-23 19:38:25,859 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 1 day, 8:08:16, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9275, loss_cls: 1.3664, loss: 1.3664 +2023-12-23 19:38:51,843 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 1 day, 8:07:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9381, loss_cls: 1.2098, loss: 1.2098 +2023-12-23 19:39:17,201 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 1 day, 8:07:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9119, loss_cls: 1.4164, loss: 1.4164 +2023-12-23 19:39:43,217 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 1 day, 8:06:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9281, loss_cls: 1.2737, loss: 1.2737 +2023-12-23 19:39:45,273 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-23 19:44:13,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 19:44:14,308 - pyskl - INFO - +top1_acc 0.5176 +top5_acc 0.7822 +2023-12-23 19:44:14,334 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.5176, top5_acc: 0.7822 +2023-12-23 19:45:06,838 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 1 day, 8:09:07, time: 0.525, data_time: 0.272, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9294, loss_cls: 1.2815, loss: 1.2815 +2023-12-23 19:45:32,438 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 1 day, 8:08:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9425, loss_cls: 1.2240, loss: 1.2240 +2023-12-23 19:45:58,617 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 1 day, 8:08:11, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9337, loss_cls: 1.2840, loss: 1.2840 +2023-12-23 19:46:25,016 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 1 day, 8:07:46, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9356, loss_cls: 1.3202, loss: 1.3202 +2023-12-23 19:46:50,341 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 1 day, 8:07:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9231, loss_cls: 1.3380, loss: 1.3380 +2023-12-23 19:47:16,182 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 1 day, 8:06:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9237, loss_cls: 1.3421, loss: 1.3421 +2023-12-23 19:47:41,284 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 1 day, 8:06:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9344, loss_cls: 1.2582, loss: 1.2582 +2023-12-23 19:48:06,308 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 1 day, 8:05:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9269, loss_cls: 1.3993, loss: 1.3993 +2023-12-23 19:48:31,362 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 1 day, 8:05:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9313, loss_cls: 1.2946, loss: 1.2946 +2023-12-23 19:48:56,388 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 1 day, 8:04:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9281, loss_cls: 1.2820, loss: 1.2820 +2023-12-23 19:49:21,398 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 1 day, 8:04:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9231, loss_cls: 1.3103, loss: 1.3103 +2023-12-23 19:49:46,437 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 1 day, 8:03:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9331, loss_cls: 1.3694, loss: 1.3694 +2023-12-23 19:50:11,463 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 1 day, 8:02:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9181, loss_cls: 1.3158, loss: 1.3158 +2023-12-23 19:50:36,504 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 1 day, 8:02:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9269, loss_cls: 1.3315, loss: 1.3315 +2023-12-23 19:51:01,528 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 1 day, 8:01:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9313, loss_cls: 1.3038, loss: 1.3038 +2023-12-23 19:51:26,537 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 1 day, 8:01:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9269, loss_cls: 1.3091, loss: 1.3091 +2023-12-23 19:51:51,554 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 1 day, 8:00:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9200, loss_cls: 1.3166, loss: 1.3166 +2023-12-23 19:52:16,565 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 1 day, 8:00:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9456, loss_cls: 1.1617, loss: 1.1617 +2023-12-23 19:52:41,581 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 1 day, 7:59:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9269, loss_cls: 1.3076, loss: 1.3076 +2023-12-23 19:53:06,597 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 1 day, 7:59:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9200, loss_cls: 1.3338, loss: 1.3338 +2023-12-23 19:53:31,598 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 1 day, 7:58:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9275, loss_cls: 1.3478, loss: 1.3478 +2023-12-23 19:53:56,623 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 1 day, 7:57:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 1.1982, loss: 1.1982 +2023-12-23 19:54:21,907 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 1 day, 7:57:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9325, loss_cls: 1.2652, loss: 1.2652 +2023-12-23 19:54:47,205 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 1 day, 7:56:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 1.2554, loss: 1.2554 +2023-12-23 19:55:12,228 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 1 day, 7:56:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9269, loss_cls: 1.3320, loss: 1.3320 +2023-12-23 19:55:37,271 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 1 day, 7:55:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9419, loss_cls: 1.2605, loss: 1.2605 +2023-12-23 19:56:02,355 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 1 day, 7:55:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9206, loss_cls: 1.3658, loss: 1.3658 +2023-12-23 19:56:27,803 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 1 day, 7:54:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9281, loss_cls: 1.2813, loss: 1.2813 +2023-12-23 19:56:53,038 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 1 day, 7:54:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9231, loss_cls: 1.3834, loss: 1.3834 +2023-12-23 19:57:18,107 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 1 day, 7:53:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9413, loss_cls: 1.2577, loss: 1.2577 +2023-12-23 19:57:43,189 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 1 day, 7:53:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9244, loss_cls: 1.3100, loss: 1.3100 +2023-12-23 19:58:08,289 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 1 day, 7:52:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9350, loss_cls: 1.3042, loss: 1.3042 +2023-12-23 19:58:33,449 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 1 day, 7:52:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9237, loss_cls: 1.3170, loss: 1.3170 +2023-12-23 19:58:59,098 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 1 day, 7:51:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9263, loss_cls: 1.2318, loss: 1.2318 +2023-12-23 19:59:01,084 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-23 20:03:28,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:03:28,953 - pyskl - INFO - +top1_acc 0.6197 +top5_acc 0.8729 +2023-12-23 20:03:28,983 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6197, top5_acc: 0.8729 +2023-12-23 20:04:21,750 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 1 day, 7:53:42, time: 0.528, data_time: 0.274, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9194, loss_cls: 1.3663, loss: 1.3663 +2023-12-23 20:04:47,161 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 1 day, 7:53:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9244, loss_cls: 1.2906, loss: 1.2906 +2023-12-23 20:05:12,680 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 1 day, 7:52:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9337, loss_cls: 1.2402, loss: 1.2402 +2023-12-23 20:05:38,005 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 1 day, 7:52:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9463, loss_cls: 1.1930, loss: 1.1930 +2023-12-23 20:06:03,591 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 1 day, 7:51:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9300, loss_cls: 1.2686, loss: 1.2686 +2023-12-23 20:06:28,849 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 1 day, 7:51:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9431, loss_cls: 1.2373, loss: 1.2373 +2023-12-23 20:06:54,655 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 1 day, 7:50:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9413, loss_cls: 1.2633, loss: 1.2633 +2023-12-23 20:07:19,972 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 1 day, 7:50:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9300, loss_cls: 1.2963, loss: 1.2963 +2023-12-23 20:07:45,084 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 1 day, 7:49:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6750, top5_acc: 0.9244, loss_cls: 1.3087, loss: 1.3087 +2023-12-23 20:08:10,307 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 1 day, 7:49:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9213, loss_cls: 1.3382, loss: 1.3382 +2023-12-23 20:08:35,694 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 1 day, 7:48:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 1.2343, loss: 1.2343 +2023-12-23 20:09:00,941 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 1 day, 7:48:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9344, loss_cls: 1.2148, loss: 1.2148 +2023-12-23 20:09:26,269 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 1 day, 7:47:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9337, loss_cls: 1.2415, loss: 1.2415 +2023-12-23 20:09:51,571 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 1 day, 7:47:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9350, loss_cls: 1.3252, loss: 1.3252 +2023-12-23 20:10:16,859 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 1 day, 7:46:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 1.1691, loss: 1.1691 +2023-12-23 20:10:42,349 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 1 day, 7:46:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9275, loss_cls: 1.2491, loss: 1.2491 +2023-12-23 20:11:07,959 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 1 day, 7:45:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9350, loss_cls: 1.2834, loss: 1.2834 +2023-12-23 20:11:33,931 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 1 day, 7:45:04, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9213, loss_cls: 1.2929, loss: 1.2929 +2023-12-23 20:12:00,270 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 1 day, 7:44:39, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9287, loss_cls: 1.3432, loss: 1.3432 +2023-12-23 20:12:25,400 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 1 day, 7:44:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9175, loss_cls: 1.3719, loss: 1.3719 +2023-12-23 20:12:51,416 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 1 day, 7:43:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9300, loss_cls: 1.2486, loss: 1.2486 +2023-12-23 20:13:16,560 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 1 day, 7:43:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9375, loss_cls: 1.1867, loss: 1.1867 +2023-12-23 20:13:41,693 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 1 day, 7:42:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9250, loss_cls: 1.3396, loss: 1.3396 +2023-12-23 20:14:06,836 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 1 day, 7:42:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9269, loss_cls: 1.3402, loss: 1.3402 +2023-12-23 20:14:32,169 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 1 day, 7:41:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9363, loss_cls: 1.2270, loss: 1.2270 +2023-12-23 20:14:57,886 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 1 day, 7:41:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 1.2474, loss: 1.2474 +2023-12-23 20:15:23,213 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 1 day, 7:40:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9281, loss_cls: 1.3027, loss: 1.3027 +2023-12-23 20:15:48,688 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 1 day, 7:40:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9206, loss_cls: 1.3292, loss: 1.3292 +2023-12-23 20:16:13,891 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 1 day, 7:39:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9294, loss_cls: 1.3407, loss: 1.3407 +2023-12-23 20:16:39,687 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 1 day, 7:39:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 1.2950, loss: 1.2950 +2023-12-23 20:17:05,144 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 1 day, 7:38:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9175, loss_cls: 1.3598, loss: 1.3598 +2023-12-23 20:17:30,410 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 1 day, 7:38:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9269, loss_cls: 1.2991, loss: 1.2991 +2023-12-23 20:17:56,088 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 1 day, 7:37:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9381, loss_cls: 1.1960, loss: 1.1960 +2023-12-23 20:18:21,671 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 1 day, 7:37:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9437, loss_cls: 1.2140, loss: 1.2140 +2023-12-23 20:18:23,672 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-23 20:22:49,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:22:50,310 - pyskl - INFO - +top1_acc 0.6202 +top5_acc 0.8925 +2023-12-23 20:22:50,337 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6202, top5_acc: 0.8925 +2023-12-23 20:23:43,696 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 1 day, 7:39:09, time: 0.534, data_time: 0.277, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 1.1793, loss: 1.1793 +2023-12-23 20:24:08,877 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 1 day, 7:38:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9375, loss_cls: 1.2549, loss: 1.2549 +2023-12-23 20:24:33,837 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 1 day, 7:38:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 1.2555, loss: 1.2555 +2023-12-23 20:24:58,887 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 1 day, 7:37:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9325, loss_cls: 1.2949, loss: 1.2949 +2023-12-23 20:25:24,312 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 1 day, 7:37:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9263, loss_cls: 1.2698, loss: 1.2698 +2023-12-23 20:25:49,557 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 1 day, 7:36:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 1.3015, loss: 1.3015 +2023-12-23 20:26:14,738 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 1 day, 7:35:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9425, loss_cls: 1.1607, loss: 1.1607 +2023-12-23 20:26:39,931 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 1 day, 7:35:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9287, loss_cls: 1.2796, loss: 1.2796 +2023-12-23 20:27:05,076 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 1 day, 7:34:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9331, loss_cls: 1.2312, loss: 1.2312 +2023-12-23 20:27:30,274 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 1 day, 7:34:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9256, loss_cls: 1.3302, loss: 1.3302 +2023-12-23 20:27:55,437 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 1 day, 7:33:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9306, loss_cls: 1.2894, loss: 1.2894 +2023-12-23 20:28:20,524 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 1 day, 7:33:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 1.2399, loss: 1.2399 +2023-12-23 20:28:45,671 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 1 day, 7:32:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9331, loss_cls: 1.2496, loss: 1.2496 +2023-12-23 20:29:10,761 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 1 day, 7:32:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9306, loss_cls: 1.2756, loss: 1.2756 +2023-12-23 20:29:35,878 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 1 day, 7:31:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9281, loss_cls: 1.2851, loss: 1.2851 +2023-12-23 20:30:01,238 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 1 day, 7:31:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9356, loss_cls: 1.2881, loss: 1.2881 +2023-12-23 20:30:26,419 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 1 day, 7:30:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9263, loss_cls: 1.3652, loss: 1.3652 +2023-12-23 20:30:51,606 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 1 day, 7:30:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9369, loss_cls: 1.2552, loss: 1.2552 +2023-12-23 20:31:16,843 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 1 day, 7:29:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 1.2495, loss: 1.2495 +2023-12-23 20:31:42,099 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 1 day, 7:29:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9256, loss_cls: 1.2893, loss: 1.2893 +2023-12-23 20:32:07,448 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 1 day, 7:28:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 1.2642, loss: 1.2642 +2023-12-23 20:32:32,755 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 1 day, 7:28:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9250, loss_cls: 1.2995, loss: 1.2995 +2023-12-23 20:32:58,177 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 1 day, 7:27:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9300, loss_cls: 1.3041, loss: 1.3041 +2023-12-23 20:33:23,377 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 1 day, 7:27:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9294, loss_cls: 1.2456, loss: 1.2456 +2023-12-23 20:33:48,355 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 1 day, 7:26:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9344, loss_cls: 1.2721, loss: 1.2721 +2023-12-23 20:34:13,394 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 1 day, 7:26:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9269, loss_cls: 1.2540, loss: 1.2540 +2023-12-23 20:34:38,584 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 1 day, 7:25:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9325, loss_cls: 1.2900, loss: 1.2900 +2023-12-23 20:35:03,922 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 1 day, 7:24:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9106, loss_cls: 1.4023, loss: 1.4023 +2023-12-23 20:35:29,361 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 1 day, 7:24:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 1.2422, loss: 1.2422 +2023-12-23 20:35:54,853 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 1 day, 7:23:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 1.2188, loss: 1.2188 +2023-12-23 20:36:20,047 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 1 day, 7:23:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9287, loss_cls: 1.3327, loss: 1.3327 +2023-12-23 20:36:45,097 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 1 day, 7:22:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 1.2474, loss: 1.2474 +2023-12-23 20:37:10,375 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 1 day, 7:22:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9381, loss_cls: 1.2650, loss: 1.2650 +2023-12-23 20:37:36,020 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 1 day, 7:21:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9363, loss_cls: 1.3084, loss: 1.3084 +2023-12-23 20:37:37,916 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-23 20:42:03,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 20:42:04,599 - pyskl - INFO - +top1_acc 0.6585 +top5_acc 0.9015 +2023-12-23 20:42:04,626 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.6585, top5_acc: 0.9015 +2023-12-23 20:42:58,290 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 1 day, 7:23:53, time: 0.537, data_time: 0.282, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 1.1917, loss: 1.1917 +2023-12-23 20:43:23,803 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 1 day, 7:23:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9363, loss_cls: 1.2751, loss: 1.2751 +2023-12-23 20:43:50,111 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 1 day, 7:22:59, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9350, loss_cls: 1.2640, loss: 1.2640 +2023-12-23 20:44:16,690 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 1 day, 7:22:35, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9250, loss_cls: 1.2142, loss: 1.2142 +2023-12-23 20:44:43,248 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 1 day, 7:22:11, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9363, loss_cls: 1.2916, loss: 1.2916 +2023-12-23 20:45:08,980 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 1 day, 7:21:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9169, loss_cls: 1.2986, loss: 1.2986 +2023-12-23 20:45:34,081 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 1 day, 7:21:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6825, top5_acc: 0.9256, loss_cls: 1.3432, loss: 1.3432 +2023-12-23 20:45:59,151 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 1 day, 7:20:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9356, loss_cls: 1.2538, loss: 1.2538 +2023-12-23 20:46:24,178 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 1 day, 7:20:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9387, loss_cls: 1.2539, loss: 1.2539 +2023-12-23 20:46:49,212 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 1 day, 7:19:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9319, loss_cls: 1.2636, loss: 1.2636 +2023-12-23 20:47:14,204 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 1 day, 7:19:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9356, loss_cls: 1.2299, loss: 1.2299 +2023-12-23 20:47:39,223 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 1 day, 7:18:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9337, loss_cls: 1.2873, loss: 1.2873 +2023-12-23 20:48:04,258 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 1 day, 7:17:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9356, loss_cls: 1.3230, loss: 1.3230 +2023-12-23 20:48:29,780 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 1 day, 7:17:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9475, loss_cls: 1.2358, loss: 1.2358 +2023-12-23 20:48:54,940 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 1 day, 7:16:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9237, loss_cls: 1.2891, loss: 1.2891 +2023-12-23 20:49:20,097 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 1 day, 7:16:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9200, loss_cls: 1.3450, loss: 1.3450 +2023-12-23 20:49:45,449 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 1 day, 7:15:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9294, loss_cls: 1.2761, loss: 1.2761 +2023-12-23 20:50:10,967 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 1 day, 7:15:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9344, loss_cls: 1.2865, loss: 1.2865 +2023-12-23 20:50:36,379 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 1 day, 7:14:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9331, loss_cls: 1.1747, loss: 1.1747 +2023-12-23 20:51:01,736 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 1 day, 7:14:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 1.1486, loss: 1.1486 +2023-12-23 20:51:26,988 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 1 day, 7:13:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9244, loss_cls: 1.2370, loss: 1.2370 +2023-12-23 20:51:52,143 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 1 day, 7:13:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9331, loss_cls: 1.2418, loss: 1.2418 +2023-12-23 20:52:17,650 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 1 day, 7:12:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9331, loss_cls: 1.2749, loss: 1.2749 +2023-12-23 20:52:42,909 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 1 day, 7:12:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9275, loss_cls: 1.2777, loss: 1.2777 +2023-12-23 20:53:07,936 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 1 day, 7:11:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9294, loss_cls: 1.2644, loss: 1.2644 +2023-12-23 20:53:32,968 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 1 day, 7:11:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9313, loss_cls: 1.2468, loss: 1.2468 +2023-12-23 20:53:58,353 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 1 day, 7:10:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9437, loss_cls: 1.2152, loss: 1.2152 +2023-12-23 20:54:24,728 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 1 day, 7:10:24, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9306, loss_cls: 1.2416, loss: 1.2416 +2023-12-23 20:54:50,894 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 1 day, 7:09:58, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9363, loss_cls: 1.2378, loss: 1.2378 +2023-12-23 20:55:16,470 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 1 day, 7:09:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9294, loss_cls: 1.2736, loss: 1.2736 +2023-12-23 20:55:43,205 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 1 day, 7:09:07, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9350, loss_cls: 1.2283, loss: 1.2283 +2023-12-23 20:56:08,563 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 1 day, 7:08:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 1.2233, loss: 1.2233 +2023-12-23 20:56:33,960 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 1 day, 7:08:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9325, loss_cls: 1.3157, loss: 1.3157 +2023-12-23 20:56:59,254 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 1 day, 7:07:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9306, loss_cls: 1.3309, loss: 1.3309 +2023-12-23 20:57:01,199 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-23 21:01:27,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:01:28,229 - pyskl - INFO - +top1_acc 0.6567 +top5_acc 0.9059 +2023-12-23 21:01:28,258 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.6567, top5_acc: 0.9059 +2023-12-23 21:02:21,801 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 1 day, 7:09:25, time: 0.535, data_time: 0.281, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9325, loss_cls: 1.2541, loss: 1.2541 +2023-12-23 21:02:47,577 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 1 day, 7:08:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9444, loss_cls: 1.2111, loss: 1.2111 +2023-12-23 21:03:13,254 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 1 day, 7:08:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9431, loss_cls: 1.1935, loss: 1.1935 +2023-12-23 21:03:39,509 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 1 day, 7:08:03, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9275, loss_cls: 1.2638, loss: 1.2638 +2023-12-23 21:04:05,284 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 1 day, 7:07:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9444, loss_cls: 1.2395, loss: 1.2395 +2023-12-23 21:04:30,598 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 1 day, 7:07:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9350, loss_cls: 1.2910, loss: 1.2910 +2023-12-23 21:04:55,881 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 1 day, 7:06:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9419, loss_cls: 1.2158, loss: 1.2158 +2023-12-23 21:05:21,604 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 1 day, 7:06:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9256, loss_cls: 1.2767, loss: 1.2767 +2023-12-23 21:05:47,278 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 1 day, 7:05:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9356, loss_cls: 1.2370, loss: 1.2370 +2023-12-23 21:06:12,501 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 1 day, 7:05:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9275, loss_cls: 1.2813, loss: 1.2813 +2023-12-23 21:06:37,821 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 1 day, 7:04:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 1.1702, loss: 1.1702 +2023-12-23 21:07:02,927 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 1 day, 7:04:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9350, loss_cls: 1.2710, loss: 1.2710 +2023-12-23 21:07:29,216 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 1 day, 7:03:39, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9300, loss_cls: 1.2363, loss: 1.2363 +2023-12-23 21:07:55,501 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 1 day, 7:03:13, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9319, loss_cls: 1.3087, loss: 1.3087 +2023-12-23 21:08:22,105 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 1 day, 7:02:49, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9225, loss_cls: 1.2897, loss: 1.2897 +2023-12-23 21:08:48,702 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 1 day, 7:02:26, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9244, loss_cls: 1.3132, loss: 1.3132 +2023-12-23 21:09:15,300 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 1 day, 7:02:02, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9325, loss_cls: 1.2178, loss: 1.2178 +2023-12-23 21:09:41,703 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 1 day, 7:01:37, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 1.2430, loss: 1.2430 +2023-12-23 21:10:07,026 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 1 day, 7:01:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9469, loss_cls: 1.2072, loss: 1.2072 +2023-12-23 21:10:32,433 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 1 day, 7:00:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9325, loss_cls: 1.2639, loss: 1.2639 +2023-12-23 21:10:57,675 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 1 day, 7:00:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9306, loss_cls: 1.2675, loss: 1.2675 +2023-12-23 21:11:23,225 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 1 day, 6:59:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9344, loss_cls: 1.3215, loss: 1.3215 +2023-12-23 21:11:48,905 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 1 day, 6:59:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 1.2078, loss: 1.2078 +2023-12-23 21:12:14,778 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 1 day, 6:58:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9263, loss_cls: 1.2807, loss: 1.2807 +2023-12-23 21:12:40,113 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 1 day, 6:58:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9294, loss_cls: 1.2758, loss: 1.2758 +2023-12-23 21:13:05,746 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 1 day, 6:57:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9331, loss_cls: 1.2542, loss: 1.2542 +2023-12-23 21:13:31,141 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 1 day, 6:57:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9269, loss_cls: 1.2404, loss: 1.2404 +2023-12-23 21:13:56,743 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 1 day, 6:56:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9150, loss_cls: 1.3105, loss: 1.3105 +2023-12-23 21:14:22,149 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 1 day, 6:56:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9331, loss_cls: 1.2678, loss: 1.2678 +2023-12-23 21:14:48,452 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 1 day, 6:55:48, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9413, loss_cls: 1.2010, loss: 1.2010 +2023-12-23 21:15:14,360 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 1 day, 6:55:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9294, loss_cls: 1.2595, loss: 1.2595 +2023-12-23 21:15:39,713 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 1 day, 6:54:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9269, loss_cls: 1.3369, loss: 1.3369 +2023-12-23 21:16:05,346 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 1 day, 6:54:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9306, loss_cls: 1.2309, loss: 1.2309 +2023-12-23 21:16:31,083 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 1 day, 6:53:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9313, loss_cls: 1.2500, loss: 1.2500 +2023-12-23 21:16:33,020 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-23 21:20:58,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:20:58,871 - pyskl - INFO - +top1_acc 0.6467 +top5_acc 0.9114 +2023-12-23 21:20:58,897 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.6467, top5_acc: 0.9114 +2023-12-23 21:21:51,341 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 1 day, 6:55:31, time: 0.524, data_time: 0.269, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9375, loss_cls: 1.1843, loss: 1.1843 +2023-12-23 21:22:16,962 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 1 day, 6:55:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9256, loss_cls: 1.3287, loss: 1.3287 +2023-12-23 21:22:42,459 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 1 day, 6:54:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9419, loss_cls: 1.2351, loss: 1.2351 +2023-12-23 21:23:07,797 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 1 day, 6:54:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9287, loss_cls: 1.2249, loss: 1.2249 +2023-12-23 21:23:32,889 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 1 day, 6:53:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9350, loss_cls: 1.1730, loss: 1.1730 +2023-12-23 21:23:58,380 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 1 day, 6:53:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 1.2081, loss: 1.2081 +2023-12-23 21:24:24,559 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 1 day, 6:52:36, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9287, loss_cls: 1.2090, loss: 1.2090 +2023-12-23 21:24:49,972 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 1 day, 6:52:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9250, loss_cls: 1.2741, loss: 1.2741 +2023-12-23 21:25:15,383 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 1 day, 6:51:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9419, loss_cls: 1.1738, loss: 1.1738 +2023-12-23 21:25:40,616 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 1 day, 6:51:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9381, loss_cls: 1.2329, loss: 1.2329 +2023-12-23 21:26:06,483 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 1 day, 6:50:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9350, loss_cls: 1.2830, loss: 1.2830 +2023-12-23 21:26:31,670 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 1 day, 6:50:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9331, loss_cls: 1.2359, loss: 1.2359 +2023-12-23 21:26:56,947 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 1 day, 6:49:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9194, loss_cls: 1.2874, loss: 1.2874 +2023-12-23 21:27:22,129 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 1 day, 6:49:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9294, loss_cls: 1.2587, loss: 1.2587 +2023-12-23 21:27:47,230 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 1 day, 6:48:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9331, loss_cls: 1.2302, loss: 1.2302 +2023-12-23 21:28:12,598 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 1 day, 6:48:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 1.2568, loss: 1.2568 +2023-12-23 21:28:37,973 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 1 day, 6:47:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9344, loss_cls: 1.2287, loss: 1.2287 +2023-12-23 21:29:04,488 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 1 day, 6:47:10, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9300, loss_cls: 1.2389, loss: 1.2389 +2023-12-23 21:29:31,088 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 1 day, 6:46:46, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 1.1907, loss: 1.1907 +2023-12-23 21:29:57,698 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 1 day, 6:46:22, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9244, loss_cls: 1.2868, loss: 1.2868 +2023-12-23 21:30:24,332 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 1 day, 6:45:58, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9313, loss_cls: 1.2378, loss: 1.2378 +2023-12-23 21:30:49,985 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 1 day, 6:45:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9281, loss_cls: 1.3001, loss: 1.3001 +2023-12-23 21:31:15,465 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 1 day, 6:45:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9244, loss_cls: 1.2801, loss: 1.2801 +2023-12-23 21:31:40,787 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 1 day, 6:44:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9356, loss_cls: 1.2781, loss: 1.2781 +2023-12-23 21:32:06,172 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 1 day, 6:44:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9356, loss_cls: 1.2735, loss: 1.2735 +2023-12-23 21:32:31,948 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 1 day, 6:43:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9369, loss_cls: 1.2229, loss: 1.2229 +2023-12-23 21:32:57,554 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 1 day, 6:43:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9225, loss_cls: 1.2489, loss: 1.2489 +2023-12-23 21:33:22,815 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 1 day, 6:42:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9287, loss_cls: 1.2639, loss: 1.2639 +2023-12-23 21:33:48,077 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 1 day, 6:42:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9375, loss_cls: 1.2612, loss: 1.2612 +2023-12-23 21:34:13,119 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 1 day, 6:41:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9231, loss_cls: 1.3037, loss: 1.3037 +2023-12-23 21:34:38,191 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 1 day, 6:41:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9331, loss_cls: 1.2842, loss: 1.2842 +2023-12-23 21:35:03,960 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 1 day, 6:40:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9231, loss_cls: 1.2989, loss: 1.2989 +2023-12-23 21:35:29,358 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 1 day, 6:40:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9337, loss_cls: 1.2141, loss: 1.2141 +2023-12-23 21:35:55,221 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 1 day, 6:39:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9237, loss_cls: 1.2935, loss: 1.2935 +2023-12-23 21:35:57,173 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-23 21:40:22,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:40:23,547 - pyskl - INFO - +top1_acc 0.6786 +top5_acc 0.9182 +2023-12-23 21:40:23,552 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_19.pth was removed +2023-12-23 21:40:23,788 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2023-12-23 21:40:23,790 - pyskl - INFO - Best top1_acc is 0.6786 at 26 epoch. +2023-12-23 21:40:23,816 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.6786, top5_acc: 0.9182 +2023-12-23 21:41:16,156 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 1 day, 6:41:06, time: 0.523, data_time: 0.269, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9381, loss_cls: 1.2213, loss: 1.2213 +2023-12-23 21:41:42,516 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 1 day, 6:40:40, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9394, loss_cls: 1.1735, loss: 1.1735 +2023-12-23 21:42:08,209 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 1 day, 6:40:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 1.2433, loss: 1.2433 +2023-12-23 21:42:34,116 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 1 day, 6:39:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 1.2251, loss: 1.2251 +2023-12-23 21:42:59,372 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 1 day, 6:39:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9250, loss_cls: 1.2640, loss: 1.2640 +2023-12-23 21:43:24,401 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 1 day, 6:38:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9306, loss_cls: 1.2013, loss: 1.2013 +2023-12-23 21:43:49,412 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 1 day, 6:38:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9325, loss_cls: 1.2551, loss: 1.2551 +2023-12-23 21:44:14,453 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 1 day, 6:37:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9281, loss_cls: 1.2112, loss: 1.2112 +2023-12-23 21:44:39,542 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 1 day, 6:37:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 1.2125, loss: 1.2125 +2023-12-23 21:45:04,755 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 1 day, 6:36:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 1.1496, loss: 1.1496 +2023-12-23 21:45:30,026 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 1 day, 6:36:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 1.1847, loss: 1.1847 +2023-12-23 21:45:55,093 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 1 day, 6:35:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9406, loss_cls: 1.2310, loss: 1.2310 +2023-12-23 21:46:20,136 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 1 day, 6:35:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9300, loss_cls: 1.2353, loss: 1.2353 +2023-12-23 21:46:45,167 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 1 day, 6:34:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9306, loss_cls: 1.2709, loss: 1.2709 +2023-12-23 21:47:10,513 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 1 day, 6:34:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9419, loss_cls: 1.2111, loss: 1.2111 +2023-12-23 21:47:36,236 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 1 day, 6:33:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9375, loss_cls: 1.2558, loss: 1.2558 +2023-12-23 21:48:01,467 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 1 day, 6:33:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9331, loss_cls: 1.2513, loss: 1.2513 +2023-12-23 21:48:26,691 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 1 day, 6:32:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9244, loss_cls: 1.2533, loss: 1.2533 +2023-12-23 21:48:51,905 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 1 day, 6:32:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9244, loss_cls: 1.3246, loss: 1.3246 +2023-12-23 21:49:17,191 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 1 day, 6:31:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9363, loss_cls: 1.1628, loss: 1.1628 +2023-12-23 21:49:42,546 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 1 day, 6:31:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 1.2322, loss: 1.2322 +2023-12-23 21:50:08,080 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 1 day, 6:30:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9231, loss_cls: 1.2603, loss: 1.2603 +2023-12-23 21:50:33,409 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 1 day, 6:30:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9437, loss_cls: 1.2026, loss: 1.2026 +2023-12-23 21:50:58,906 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 1 day, 6:29:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9281, loss_cls: 1.2349, loss: 1.2349 +2023-12-23 21:51:24,170 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 1 day, 6:29:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 1.2559, loss: 1.2559 +2023-12-23 21:51:49,541 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 1 day, 6:28:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9287, loss_cls: 1.2776, loss: 1.2776 +2023-12-23 21:52:15,193 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 1 day, 6:28:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9287, loss_cls: 1.2545, loss: 1.2545 +2023-12-23 21:52:40,635 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 1 day, 6:27:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9487, loss_cls: 1.2060, loss: 1.2060 +2023-12-23 21:53:05,952 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 1 day, 6:27:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9381, loss_cls: 1.2822, loss: 1.2822 +2023-12-23 21:53:31,678 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 1 day, 6:26:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9237, loss_cls: 1.2288, loss: 1.2288 +2023-12-23 21:53:57,720 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 1 day, 6:26:13, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9425, loss_cls: 1.2733, loss: 1.2733 +2023-12-23 21:54:23,446 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 1 day, 6:25:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9237, loss_cls: 1.3279, loss: 1.3279 +2023-12-23 21:54:48,939 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 1 day, 6:25:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 1.2156, loss: 1.2156 +2023-12-23 21:55:14,334 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 1 day, 6:24:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9250, loss_cls: 1.3339, loss: 1.3339 +2023-12-23 21:55:16,264 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-23 21:59:41,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 21:59:41,966 - pyskl - INFO - +top1_acc 0.6960 +top5_acc 0.9218 +2023-12-23 21:59:41,970 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_26.pth was removed +2023-12-23 21:59:42,190 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2023-12-23 21:59:42,192 - pyskl - INFO - Best top1_acc is 0.6960 at 27 epoch. +2023-12-23 21:59:42,217 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.6960, top5_acc: 0.9218 +2023-12-23 22:00:34,259 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 1 day, 6:26:11, time: 0.520, data_time: 0.268, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9369, loss_cls: 1.1866, loss: 1.1866 +2023-12-23 22:00:59,613 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 1 day, 6:25:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9294, loss_cls: 1.2277, loss: 1.2277 +2023-12-23 22:01:25,496 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 1 day, 6:25:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9431, loss_cls: 1.2211, loss: 1.2211 +2023-12-23 22:01:51,473 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 1 day, 6:24:46, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9481, loss_cls: 1.1649, loss: 1.1649 +2023-12-23 22:02:16,827 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 1 day, 6:24:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9244, loss_cls: 1.2854, loss: 1.2854 +2023-12-23 22:02:41,954 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 1 day, 6:23:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9337, loss_cls: 1.2619, loss: 1.2619 +2023-12-23 22:03:07,789 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 1 day, 6:23:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 1.1271, loss: 1.1271 +2023-12-23 22:03:32,983 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 1 day, 6:22:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9344, loss_cls: 1.2166, loss: 1.2166 +2023-12-23 22:03:59,189 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 1 day, 6:22:21, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9419, loss_cls: 1.1769, loss: 1.1769 +2023-12-23 22:04:25,110 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 1 day, 6:21:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9219, loss_cls: 1.2916, loss: 1.2916 +2023-12-23 22:04:50,241 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 1 day, 6:21:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9313, loss_cls: 1.2263, loss: 1.2263 +2023-12-23 22:05:15,482 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 1 day, 6:20:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9481, loss_cls: 1.1382, loss: 1.1382 +2023-12-23 22:05:40,857 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 1 day, 6:20:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9331, loss_cls: 1.1969, loss: 1.1969 +2023-12-23 22:06:06,207 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 1 day, 6:19:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9356, loss_cls: 1.2788, loss: 1.2788 +2023-12-23 22:06:31,568 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 1 day, 6:19:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 1.1583, loss: 1.1583 +2023-12-23 22:06:57,021 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 1 day, 6:18:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9319, loss_cls: 1.2762, loss: 1.2762 +2023-12-23 22:07:22,250 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 1 day, 6:18:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9406, loss_cls: 1.1367, loss: 1.1367 +2023-12-23 22:07:47,479 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 1 day, 6:17:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9319, loss_cls: 1.2979, loss: 1.2979 +2023-12-23 22:08:12,820 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 1 day, 6:17:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 1.1363, loss: 1.1363 +2023-12-23 22:08:38,000 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 1 day, 6:16:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9275, loss_cls: 1.2503, loss: 1.2503 +2023-12-23 22:09:03,203 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 1 day, 6:16:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9294, loss_cls: 1.2090, loss: 1.2090 +2023-12-23 22:09:28,559 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 1 day, 6:15:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9444, loss_cls: 1.1946, loss: 1.1946 +2023-12-23 22:09:53,682 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 1 day, 6:15:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9356, loss_cls: 1.2296, loss: 1.2296 +2023-12-23 22:10:18,870 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 1 day, 6:14:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9325, loss_cls: 1.2606, loss: 1.2606 +2023-12-23 22:10:44,173 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 1 day, 6:14:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9350, loss_cls: 1.2593, loss: 1.2593 +2023-12-23 22:11:09,255 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 1 day, 6:13:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9344, loss_cls: 1.2183, loss: 1.2183 +2023-12-23 22:11:34,756 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 1 day, 6:13:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9456, loss_cls: 1.1634, loss: 1.1634 +2023-12-23 22:12:00,528 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 1 day, 6:12:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9250, loss_cls: 1.2784, loss: 1.2784 +2023-12-23 22:12:25,859 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 1 day, 6:12:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9394, loss_cls: 1.2164, loss: 1.2164 +2023-12-23 22:12:51,411 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 1 day, 6:11:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9294, loss_cls: 1.2591, loss: 1.2591 +2023-12-23 22:13:16,835 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 1 day, 6:11:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9406, loss_cls: 1.2074, loss: 1.2074 +2023-12-23 22:13:42,433 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 1 day, 6:10:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9350, loss_cls: 1.2112, loss: 1.2112 +2023-12-23 22:14:08,015 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 1 day, 6:10:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9294, loss_cls: 1.2576, loss: 1.2576 +2023-12-23 22:14:33,608 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 1 day, 6:10:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9294, loss_cls: 1.2603, loss: 1.2603 +2023-12-23 22:14:35,806 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-23 22:19:01,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:19:01,966 - pyskl - INFO - +top1_acc 0.6404 +top5_acc 0.8996 +2023-12-23 22:19:01,992 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.6404, top5_acc: 0.8996 +2023-12-23 22:19:54,280 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 1 day, 6:11:22, time: 0.523, data_time: 0.268, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9437, loss_cls: 1.1641, loss: 1.1641 +2023-12-23 22:20:19,775 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 1 day, 6:10:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9450, loss_cls: 1.1573, loss: 1.1573 +2023-12-23 22:20:46,030 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 1 day, 6:10:27, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9369, loss_cls: 1.2283, loss: 1.2283 +2023-12-23 22:21:11,597 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 1 day, 6:09:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9325, loss_cls: 1.2504, loss: 1.2504 +2023-12-23 22:21:37,173 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 1 day, 6:09:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9344, loss_cls: 1.1709, loss: 1.1709 +2023-12-23 22:22:02,784 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 1 day, 6:09:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9381, loss_cls: 1.1380, loss: 1.1380 +2023-12-23 22:22:27,929 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 1 day, 6:08:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 1.2411, loss: 1.2411 +2023-12-23 22:22:53,203 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 1 day, 6:08:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9319, loss_cls: 1.1872, loss: 1.1872 +2023-12-23 22:23:18,407 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 1 day, 6:07:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9337, loss_cls: 1.1808, loss: 1.1808 +2023-12-23 22:23:43,600 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 1 day, 6:07:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9419, loss_cls: 1.1296, loss: 1.1296 +2023-12-23 22:24:08,825 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 1 day, 6:06:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9344, loss_cls: 1.2033, loss: 1.2033 +2023-12-23 22:24:34,392 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 1 day, 6:06:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9300, loss_cls: 1.2744, loss: 1.2744 +2023-12-23 22:24:59,545 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 1 day, 6:05:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9306, loss_cls: 1.2644, loss: 1.2644 +2023-12-23 22:25:25,196 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 1 day, 6:05:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9394, loss_cls: 1.2740, loss: 1.2740 +2023-12-23 22:25:50,954 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 1 day, 6:04:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9219, loss_cls: 1.2987, loss: 1.2987 +2023-12-23 22:26:16,072 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 1 day, 6:04:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9313, loss_cls: 1.2345, loss: 1.2345 +2023-12-23 22:26:41,240 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 1 day, 6:03:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 1.1745, loss: 1.1745 +2023-12-23 22:27:06,331 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 1 day, 6:03:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 1.1584, loss: 1.1584 +2023-12-23 22:27:31,384 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 1 day, 6:02:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9287, loss_cls: 1.2504, loss: 1.2504 +2023-12-23 22:27:56,419 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 1 day, 6:02:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9331, loss_cls: 1.2331, loss: 1.2331 +2023-12-23 22:28:21,672 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 1 day, 6:01:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6881, top5_acc: 0.9281, loss_cls: 1.2827, loss: 1.2827 +2023-12-23 22:28:47,350 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 1 day, 6:01:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9344, loss_cls: 1.2196, loss: 1.2196 +2023-12-23 22:29:12,645 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 1 day, 6:00:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9344, loss_cls: 1.1873, loss: 1.1873 +2023-12-23 22:29:37,816 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 1 day, 6:00:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9231, loss_cls: 1.3336, loss: 1.3336 +2023-12-23 22:30:03,072 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 1 day, 5:59:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9406, loss_cls: 1.1888, loss: 1.1888 +2023-12-23 22:30:28,377 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 1 day, 5:59:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 1.2001, loss: 1.2001 +2023-12-23 22:30:54,355 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 1 day, 5:58:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9319, loss_cls: 1.2461, loss: 1.2461 +2023-12-23 22:31:19,627 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 1 day, 5:58:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9425, loss_cls: 1.2239, loss: 1.2239 +2023-12-23 22:31:44,975 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 1 day, 5:57:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9263, loss_cls: 1.2588, loss: 1.2588 +2023-12-23 22:32:10,320 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 1 day, 5:57:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9344, loss_cls: 1.2055, loss: 1.2055 +2023-12-23 22:32:36,002 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 1 day, 5:56:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 1.2161, loss: 1.2161 +2023-12-23 22:33:01,582 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 1 day, 5:56:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9500, loss_cls: 1.1524, loss: 1.1524 +2023-12-23 22:33:27,615 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 1 day, 5:55:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9344, loss_cls: 1.2025, loss: 1.2025 +2023-12-23 22:33:53,289 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 1 day, 5:55:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9406, loss_cls: 1.2157, loss: 1.2157 +2023-12-23 22:33:55,439 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-23 22:38:20,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:38:21,398 - pyskl - INFO - +top1_acc 0.6717 +top5_acc 0.9150 +2023-12-23 22:38:21,423 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.6717, top5_acc: 0.9150 +2023-12-23 22:39:13,549 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 1 day, 5:56:31, time: 0.521, data_time: 0.269, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9400, loss_cls: 1.1840, loss: 1.1840 +2023-12-23 22:39:39,084 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 1 day, 5:56:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9275, loss_cls: 1.2993, loss: 1.2993 +2023-12-23 22:40:04,304 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 1 day, 5:55:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9444, loss_cls: 1.1520, loss: 1.1520 +2023-12-23 22:40:30,128 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 1 day, 5:55:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 1.1977, loss: 1.1977 +2023-12-23 22:40:55,395 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 1 day, 5:54:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9387, loss_cls: 1.1881, loss: 1.1881 +2023-12-23 22:41:20,596 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 1 day, 5:54:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9294, loss_cls: 1.2406, loss: 1.2406 +2023-12-23 22:41:45,916 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 1 day, 5:53:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9437, loss_cls: 1.1710, loss: 1.1710 +2023-12-23 22:42:10,923 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 1 day, 5:53:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 1.2196, loss: 1.2196 +2023-12-23 22:42:35,945 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 1 day, 5:52:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9481, loss_cls: 1.1694, loss: 1.1694 +2023-12-23 22:43:00,989 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 1 day, 5:52:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9419, loss_cls: 1.1547, loss: 1.1547 +2023-12-23 22:43:26,040 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 1 day, 5:51:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9450, loss_cls: 1.1796, loss: 1.1796 +2023-12-23 22:43:51,093 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 1 day, 5:51:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9237, loss_cls: 1.2848, loss: 1.2848 +2023-12-23 22:44:16,136 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 1 day, 5:50:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9313, loss_cls: 1.2802, loss: 1.2802 +2023-12-23 22:44:41,220 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 1 day, 5:50:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9325, loss_cls: 1.2547, loss: 1.2547 +2023-12-23 22:45:06,239 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 1 day, 5:49:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9500, loss_cls: 1.1160, loss: 1.1160 +2023-12-23 22:45:31,291 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 1 day, 5:48:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9363, loss_cls: 1.1682, loss: 1.1682 +2023-12-23 22:45:56,334 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 1 day, 5:48:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9287, loss_cls: 1.2595, loss: 1.2595 +2023-12-23 22:46:21,375 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 1 day, 5:47:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9256, loss_cls: 1.2859, loss: 1.2859 +2023-12-23 22:46:46,429 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 1 day, 5:47:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9300, loss_cls: 1.2532, loss: 1.2532 +2023-12-23 22:47:11,503 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 1 day, 5:46:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 1.1566, loss: 1.1566 +2023-12-23 22:47:36,543 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 1 day, 5:46:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9344, loss_cls: 1.2348, loss: 1.2348 +2023-12-23 22:48:02,144 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 1 day, 5:45:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9350, loss_cls: 1.2071, loss: 1.2071 +2023-12-23 22:48:27,379 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 1 day, 5:45:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9344, loss_cls: 1.2452, loss: 1.2452 +2023-12-23 22:48:53,125 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 1 day, 5:44:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 1.1821, loss: 1.1821 +2023-12-23 22:49:18,624 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 1 day, 5:44:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9456, loss_cls: 1.2069, loss: 1.2069 +2023-12-23 22:49:44,222 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 1 day, 5:44:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9413, loss_cls: 1.2063, loss: 1.2063 +2023-12-23 22:50:10,332 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 1 day, 5:43:35, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9237, loss_cls: 1.2269, loss: 1.2269 +2023-12-23 22:50:35,867 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 1 day, 5:43:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9231, loss_cls: 1.2545, loss: 1.2545 +2023-12-23 22:51:01,411 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 1 day, 5:42:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9325, loss_cls: 1.3407, loss: 1.3407 +2023-12-23 22:51:26,856 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 1 day, 5:42:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9275, loss_cls: 1.2537, loss: 1.2537 +2023-12-23 22:51:52,383 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 1 day, 5:41:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 1.1638, loss: 1.1638 +2023-12-23 22:52:17,683 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 1 day, 5:41:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9431, loss_cls: 1.1981, loss: 1.1981 +2023-12-23 22:52:43,770 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 1 day, 5:40:45, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9306, loss_cls: 1.2629, loss: 1.2629 +2023-12-23 22:53:09,252 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 1 day, 5:40:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9319, loss_cls: 1.2616, loss: 1.2616 +2023-12-23 22:53:11,194 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-23 22:57:37,148 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 22:57:37,763 - pyskl - INFO - +top1_acc 0.6446 +top5_acc 0.9074 +2023-12-23 22:57:37,789 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.6446, top5_acc: 0.9074 +2023-12-23 22:58:30,103 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 1 day, 5:41:28, time: 0.523, data_time: 0.269, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9400, loss_cls: 1.1491, loss: 1.1491 +2023-12-23 22:58:55,697 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 1 day, 5:40:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9425, loss_cls: 1.2182, loss: 1.2182 +2023-12-23 22:59:20,911 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 1 day, 5:40:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9300, loss_cls: 1.1893, loss: 1.1893 +2023-12-23 22:59:46,430 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 1 day, 5:40:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9313, loss_cls: 1.2368, loss: 1.2368 +2023-12-23 23:00:11,719 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 1 day, 5:39:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9406, loss_cls: 1.2141, loss: 1.2141 +2023-12-23 23:00:36,952 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 1 day, 5:39:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9437, loss_cls: 1.1793, loss: 1.1793 +2023-12-23 23:01:02,152 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 1 day, 5:38:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9413, loss_cls: 1.2438, loss: 1.2438 +2023-12-23 23:01:27,782 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 1 day, 5:38:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9325, loss_cls: 1.2534, loss: 1.2534 +2023-12-23 23:01:53,122 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 1 day, 5:37:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9387, loss_cls: 1.1797, loss: 1.1797 +2023-12-23 23:02:18,421 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 1 day, 5:37:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 1.2271, loss: 1.2271 +2023-12-23 23:02:43,658 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 1 day, 5:36:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9344, loss_cls: 1.1998, loss: 1.1998 +2023-12-23 23:03:08,695 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 1 day, 5:36:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9413, loss_cls: 1.1704, loss: 1.1704 +2023-12-23 23:03:34,172 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 1 day, 5:35:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9375, loss_cls: 1.1614, loss: 1.1614 +2023-12-23 23:03:59,666 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 1 day, 5:35:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9250, loss_cls: 1.2010, loss: 1.2010 +2023-12-23 23:04:24,758 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 1 day, 5:34:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 1.2413, loss: 1.2413 +2023-12-23 23:04:49,931 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 1 day, 5:34:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9306, loss_cls: 1.2273, loss: 1.2273 +2023-12-23 23:05:15,311 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 1 day, 5:33:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9331, loss_cls: 1.3023, loss: 1.3023 +2023-12-23 23:05:40,594 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 1 day, 5:33:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 1.2248, loss: 1.2248 +2023-12-23 23:06:05,831 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 1 day, 5:32:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9463, loss_cls: 1.1732, loss: 1.1732 +2023-12-23 23:06:31,105 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 1 day, 5:32:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9344, loss_cls: 1.2141, loss: 1.2141 +2023-12-23 23:06:56,368 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 1 day, 5:31:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9375, loss_cls: 1.2279, loss: 1.2279 +2023-12-23 23:07:22,057 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 1 day, 5:31:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9287, loss_cls: 1.2524, loss: 1.2524 +2023-12-23 23:07:47,350 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 1 day, 5:30:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 1.1850, loss: 1.1850 +2023-12-23 23:08:12,705 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 1 day, 5:30:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.1369, loss: 1.1369 +2023-12-23 23:08:37,998 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 1 day, 5:29:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9363, loss_cls: 1.2483, loss: 1.2483 +2023-12-23 23:09:03,490 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 1 day, 5:29:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9275, loss_cls: 1.2944, loss: 1.2944 +2023-12-23 23:09:29,046 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 1 day, 5:28:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9294, loss_cls: 1.2775, loss: 1.2775 +2023-12-23 23:09:54,721 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 1 day, 5:28:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9344, loss_cls: 1.2449, loss: 1.2449 +2023-12-23 23:10:20,317 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 1 day, 5:27:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9375, loss_cls: 1.2189, loss: 1.2189 +2023-12-23 23:10:45,815 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 1 day, 5:27:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9381, loss_cls: 1.1690, loss: 1.1690 +2023-12-23 23:11:11,338 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 1 day, 5:26:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9369, loss_cls: 1.1973, loss: 1.1973 +2023-12-23 23:11:37,284 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 1 day, 5:26:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 1.2276, loss: 1.2276 +2023-12-23 23:12:02,729 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 1 day, 5:25:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9431, loss_cls: 1.1588, loss: 1.1588 +2023-12-23 23:12:29,007 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 1 day, 5:25:30, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 1.1506, loss: 1.1506 +2023-12-23 23:12:30,966 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-23 23:16:56,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:16:57,312 - pyskl - INFO - +top1_acc 0.6708 +top5_acc 0.9096 +2023-12-23 23:16:57,338 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.6708, top5_acc: 0.9096 +2023-12-23 23:17:49,711 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 1 day, 5:26:38, time: 0.524, data_time: 0.271, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 1.1225, loss: 1.1225 +2023-12-23 23:18:15,329 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 1 day, 5:26:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9463, loss_cls: 1.1563, loss: 1.1563 +2023-12-23 23:18:40,880 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 1 day, 5:25:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9475, loss_cls: 1.1548, loss: 1.1548 +2023-12-23 23:19:06,501 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 1 day, 5:25:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9400, loss_cls: 1.2069, loss: 1.2069 +2023-12-23 23:19:31,600 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 1 day, 5:24:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 1.1510, loss: 1.1510 +2023-12-23 23:19:56,928 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 1 day, 5:24:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9313, loss_cls: 1.2344, loss: 1.2344 +2023-12-23 23:20:22,370 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 1 day, 5:23:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9394, loss_cls: 1.1562, loss: 1.1562 +2023-12-23 23:20:48,559 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 1 day, 5:23:18, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9306, loss_cls: 1.2095, loss: 1.2095 +2023-12-23 23:21:13,786 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 1 day, 5:22:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9331, loss_cls: 1.2101, loss: 1.2101 +2023-12-23 23:21:39,086 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 1 day, 5:22:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9337, loss_cls: 1.2220, loss: 1.2220 +2023-12-23 23:22:04,319 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 1 day, 5:21:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9437, loss_cls: 1.2194, loss: 1.2194 +2023-12-23 23:22:29,504 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 1 day, 5:21:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9356, loss_cls: 1.2026, loss: 1.2026 +2023-12-23 23:22:54,931 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 1 day, 5:20:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 1.1840, loss: 1.1840 +2023-12-23 23:23:20,248 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 1 day, 5:20:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9431, loss_cls: 1.1305, loss: 1.1305 +2023-12-23 23:23:45,575 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 1 day, 5:19:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9350, loss_cls: 1.1606, loss: 1.1606 +2023-12-23 23:24:11,039 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 1 day, 5:19:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 1.1380, loss: 1.1380 +2023-12-23 23:24:36,496 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 1 day, 5:18:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9406, loss_cls: 1.2502, loss: 1.2502 +2023-12-23 23:25:01,890 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 1 day, 5:18:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 1.1356, loss: 1.1356 +2023-12-23 23:25:27,091 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 1 day, 5:17:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9450, loss_cls: 1.1370, loss: 1.1370 +2023-12-23 23:25:52,276 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 1 day, 5:17:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.1136, loss: 1.1136 +2023-12-23 23:26:17,800 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 1 day, 5:16:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 1.1796, loss: 1.1796 +2023-12-23 23:26:43,410 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 1 day, 5:16:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9244, loss_cls: 1.2859, loss: 1.2859 +2023-12-23 23:27:08,769 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 1 day, 5:16:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9256, loss_cls: 1.2295, loss: 1.2295 +2023-12-23 23:27:34,069 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 1 day, 5:15:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9425, loss_cls: 1.1475, loss: 1.1475 +2023-12-23 23:27:59,489 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 1 day, 5:15:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9413, loss_cls: 1.1994, loss: 1.1994 +2023-12-23 23:28:24,914 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 1 day, 5:14:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 1.2021, loss: 1.2021 +2023-12-23 23:28:50,432 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 1 day, 5:14:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9275, loss_cls: 1.2141, loss: 1.2141 +2023-12-23 23:29:15,663 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 1 day, 5:13:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9419, loss_cls: 1.1901, loss: 1.1901 +2023-12-23 23:29:40,764 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 1 day, 5:13:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9350, loss_cls: 1.2367, loss: 1.2367 +2023-12-23 23:30:05,864 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 1 day, 5:12:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9344, loss_cls: 1.2299, loss: 1.2299 +2023-12-23 23:30:30,966 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 1 day, 5:12:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 1.2293, loss: 1.2293 +2023-12-23 23:30:56,449 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 1 day, 5:11:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9400, loss_cls: 1.2655, loss: 1.2655 +2023-12-23 23:31:22,446 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 1 day, 5:11:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9400, loss_cls: 1.2346, loss: 1.2346 +2023-12-23 23:31:48,517 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 1 day, 5:10:43, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9325, loss_cls: 1.2846, loss: 1.2846 +2023-12-23 23:31:50,580 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-23 23:36:15,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:36:16,599 - pyskl - INFO - +top1_acc 0.6981 +top5_acc 0.9306 +2023-12-23 23:36:16,604 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_27.pth was removed +2023-12-23 23:36:16,824 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2023-12-23 23:36:16,826 - pyskl - INFO - Best top1_acc is 0.6981 at 32 epoch. +2023-12-23 23:36:16,851 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.6981, top5_acc: 0.9306 +2023-12-23 23:37:09,861 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 1 day, 5:11:50, time: 0.530, data_time: 0.278, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 1.2387, loss: 1.2387 +2023-12-23 23:37:35,676 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 1 day, 5:11:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.1492, loss: 1.1492 +2023-12-23 23:38:01,163 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 1 day, 5:10:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 1.1478, loss: 1.1478 +2023-12-23 23:38:26,578 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 1 day, 5:10:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9337, loss_cls: 1.1598, loss: 1.1598 +2023-12-23 23:38:51,908 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 1 day, 5:09:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 1.1878, loss: 1.1878 +2023-12-23 23:39:17,080 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 1 day, 5:09:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9469, loss_cls: 1.1414, loss: 1.1414 +2023-12-23 23:39:42,960 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 1 day, 5:08:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 1.1610, loss: 1.1610 +2023-12-23 23:40:09,582 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 1 day, 5:08:34, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9400, loss_cls: 1.2094, loss: 1.2094 +2023-12-23 23:40:34,921 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 1 day, 5:08:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 1.1354, loss: 1.1354 +2023-12-23 23:41:00,504 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 1 day, 5:07:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9456, loss_cls: 1.0887, loss: 1.0887 +2023-12-23 23:41:25,614 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 1 day, 5:07:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9419, loss_cls: 1.1785, loss: 1.1785 +2023-12-23 23:41:50,653 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 1 day, 5:06:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9319, loss_cls: 1.2207, loss: 1.2207 +2023-12-23 23:42:15,655 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 1 day, 5:06:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9375, loss_cls: 1.2147, loss: 1.2147 +2023-12-23 23:42:40,626 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 1 day, 5:05:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 1.2180, loss: 1.2180 +2023-12-23 23:43:05,744 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 1 day, 5:05:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9425, loss_cls: 1.1959, loss: 1.1959 +2023-12-23 23:43:31,079 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 1 day, 5:04:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9319, loss_cls: 1.2080, loss: 1.2080 +2023-12-23 23:43:56,426 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 1 day, 5:04:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9419, loss_cls: 1.2244, loss: 1.2244 +2023-12-23 23:44:21,567 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 1 day, 5:03:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9356, loss_cls: 1.2106, loss: 1.2106 +2023-12-23 23:44:46,717 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 1 day, 5:03:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9319, loss_cls: 1.2398, loss: 1.2398 +2023-12-23 23:45:11,859 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 1 day, 5:02:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9350, loss_cls: 1.2108, loss: 1.2108 +2023-12-23 23:45:37,580 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 1 day, 5:02:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9363, loss_cls: 1.2044, loss: 1.2044 +2023-12-23 23:46:03,440 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 1 day, 5:01:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 1.1683, loss: 1.1683 +2023-12-23 23:46:29,293 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 1 day, 5:01:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 1.1609, loss: 1.1609 +2023-12-23 23:46:54,635 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 1 day, 5:00:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9306, loss_cls: 1.2157, loss: 1.2157 +2023-12-23 23:47:20,048 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 1 day, 5:00:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9263, loss_cls: 1.2157, loss: 1.2157 +2023-12-23 23:47:45,412 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 1 day, 4:59:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9344, loss_cls: 1.2025, loss: 1.2025 +2023-12-23 23:48:11,031 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 1 day, 4:59:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9344, loss_cls: 1.2727, loss: 1.2727 +2023-12-23 23:48:36,555 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 1 day, 4:58:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 1.2139, loss: 1.2139 +2023-12-23 23:49:02,111 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 1 day, 4:58:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9394, loss_cls: 1.2142, loss: 1.2142 +2023-12-23 23:49:27,753 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 1 day, 4:57:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9344, loss_cls: 1.3165, loss: 1.3165 +2023-12-23 23:49:53,486 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 1 day, 4:57:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9313, loss_cls: 1.2092, loss: 1.2092 +2023-12-23 23:50:19,489 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 1 day, 4:57:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9400, loss_cls: 1.1840, loss: 1.1840 +2023-12-23 23:50:44,832 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 1 day, 4:56:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9350, loss_cls: 1.2341, loss: 1.2341 +2023-12-23 23:51:10,460 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 1 day, 4:56:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9337, loss_cls: 1.1815, loss: 1.1815 +2023-12-23 23:51:12,701 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-23 23:55:38,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-23 23:55:38,841 - pyskl - INFO - +top1_acc 0.6309 +top5_acc 0.8964 +2023-12-23 23:55:38,868 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.6309, top5_acc: 0.8964 +2023-12-23 23:56:31,642 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 1 day, 4:57:07, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9350, loss_cls: 1.1634, loss: 1.1634 +2023-12-23 23:56:57,052 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 1 day, 4:56:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.0666, loss: 1.0666 +2023-12-23 23:57:22,371 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 1 day, 4:56:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.0894, loss: 1.0894 +2023-12-23 23:57:47,559 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 1 day, 4:55:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9387, loss_cls: 1.1545, loss: 1.1545 +2023-12-23 23:58:12,948 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 1 day, 4:55:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 1.1954, loss: 1.1954 +2023-12-23 23:58:38,218 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 1 day, 4:54:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9394, loss_cls: 1.2106, loss: 1.2106 +2023-12-23 23:59:03,412 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 1 day, 4:54:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9444, loss_cls: 1.1921, loss: 1.1921 +2023-12-23 23:59:29,894 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 1 day, 4:53:47, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9375, loss_cls: 1.1649, loss: 1.1649 +2023-12-23 23:59:55,638 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 1 day, 4:53:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9413, loss_cls: 1.1674, loss: 1.1674 +2023-12-24 00:00:21,101 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 1 day, 4:52:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9456, loss_cls: 1.1805, loss: 1.1805 +2023-12-24 00:00:46,356 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 1 day, 4:52:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 1.1479, loss: 1.1479 +2023-12-24 00:01:11,680 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 1 day, 4:51:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9381, loss_cls: 1.2302, loss: 1.2302 +2023-12-24 00:01:36,978 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 1 day, 4:51:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 1.1816, loss: 1.1816 +2023-12-24 00:02:02,620 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 1 day, 4:50:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9406, loss_cls: 1.1987, loss: 1.1987 +2023-12-24 00:02:27,933 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 1 day, 4:50:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9325, loss_cls: 1.2294, loss: 1.2294 +2023-12-24 00:02:53,953 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 1 day, 4:49:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9387, loss_cls: 1.2139, loss: 1.2139 +2023-12-24 00:03:19,254 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 1 day, 4:49:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9356, loss_cls: 1.2047, loss: 1.2047 +2023-12-24 00:03:44,503 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 1 day, 4:49:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 1.1605, loss: 1.1605 +2023-12-24 00:04:09,737 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 1 day, 4:48:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9456, loss_cls: 1.2244, loss: 1.2244 +2023-12-24 00:04:35,042 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 1 day, 4:48:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9425, loss_cls: 1.1989, loss: 1.1989 +2023-12-24 00:05:00,525 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 1 day, 4:47:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9456, loss_cls: 1.1478, loss: 1.1478 +2023-12-24 00:05:25,882 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 1 day, 4:47:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9481, loss_cls: 1.1487, loss: 1.1487 +2023-12-24 00:05:51,103 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 1 day, 4:46:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9319, loss_cls: 1.1897, loss: 1.1897 +2023-12-24 00:06:16,808 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 1 day, 4:46:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9281, loss_cls: 1.2268, loss: 1.2268 +2023-12-24 00:06:42,087 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 1 day, 4:45:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9413, loss_cls: 1.1960, loss: 1.1960 +2023-12-24 00:07:07,305 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 1 day, 4:45:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9344, loss_cls: 1.1946, loss: 1.1946 +2023-12-24 00:07:33,556 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 1 day, 4:44:43, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9369, loss_cls: 1.2238, loss: 1.2238 +2023-12-24 00:07:58,932 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 1 day, 4:44:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9481, loss_cls: 1.2099, loss: 1.2099 +2023-12-24 00:08:24,001 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 1 day, 4:43:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 1.1722, loss: 1.1722 +2023-12-24 00:08:49,087 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 1 day, 4:43:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9419, loss_cls: 1.1433, loss: 1.1433 +2023-12-24 00:09:14,153 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 1 day, 4:42:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9213, loss_cls: 1.2558, loss: 1.2558 +2023-12-24 00:09:39,698 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 1 day, 4:42:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 1.2095, loss: 1.2095 +2023-12-24 00:10:04,837 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 1 day, 4:41:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9263, loss_cls: 1.2562, loss: 1.2562 +2023-12-24 00:10:30,200 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 1 day, 4:41:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9475, loss_cls: 1.1365, loss: 1.1365 +2023-12-24 00:10:32,168 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-24 00:14:57,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:14:58,036 - pyskl - INFO - +top1_acc 0.6184 +top5_acc 0.8812 +2023-12-24 00:14:58,061 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.6184, top5_acc: 0.8812 +2023-12-24 00:15:50,359 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 1 day, 4:42:15, time: 0.523, data_time: 0.267, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9319, loss_cls: 1.1764, loss: 1.1764 +2023-12-24 00:16:16,240 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 1 day, 4:41:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9375, loss_cls: 1.1579, loss: 1.1579 +2023-12-24 00:16:41,700 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 1 day, 4:41:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9469, loss_cls: 1.1323, loss: 1.1323 +2023-12-24 00:17:07,271 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 1 day, 4:40:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9463, loss_cls: 1.1382, loss: 1.1382 +2023-12-24 00:17:32,772 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 1 day, 4:40:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9513, loss_cls: 1.1210, loss: 1.1210 +2023-12-24 00:17:58,156 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 1 day, 4:39:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9300, loss_cls: 1.2006, loss: 1.2006 +2023-12-24 00:18:23,392 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 1 day, 4:39:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 1.1772, loss: 1.1772 +2023-12-24 00:18:49,098 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 1 day, 4:38:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.0481, loss: 1.0481 +2023-12-24 00:19:14,493 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 1 day, 4:38:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9300, loss_cls: 1.2140, loss: 1.2140 +2023-12-24 00:19:39,715 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 1 day, 4:37:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9481, loss_cls: 1.1202, loss: 1.1202 +2023-12-24 00:20:05,252 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 1 day, 4:37:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 1.1105, loss: 1.1105 +2023-12-24 00:20:30,320 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 1 day, 4:37:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9300, loss_cls: 1.2134, loss: 1.2134 +2023-12-24 00:20:55,363 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 1 day, 4:36:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9406, loss_cls: 1.1870, loss: 1.1870 +2023-12-24 00:21:20,393 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 1 day, 4:36:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 1.1638, loss: 1.1638 +2023-12-24 00:21:45,384 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 1 day, 4:35:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9350, loss_cls: 1.2310, loss: 1.2310 +2023-12-24 00:22:10,373 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 1 day, 4:35:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9375, loss_cls: 1.1718, loss: 1.1718 +2023-12-24 00:22:35,394 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 1 day, 4:34:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9387, loss_cls: 1.2499, loss: 1.2499 +2023-12-24 00:23:00,422 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 1 day, 4:34:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.1417, loss: 1.1417 +2023-12-24 00:23:25,498 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 1 day, 4:33:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9294, loss_cls: 1.2443, loss: 1.2443 +2023-12-24 00:23:50,599 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 1 day, 4:33:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9194, loss_cls: 1.2806, loss: 1.2806 +2023-12-24 00:24:15,995 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 1 day, 4:32:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 1.1866, loss: 1.1866 +2023-12-24 00:24:41,353 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 1 day, 4:32:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9506, loss_cls: 1.1873, loss: 1.1873 +2023-12-24 00:25:06,465 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 1 day, 4:31:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9500, loss_cls: 1.1259, loss: 1.1259 +2023-12-24 00:25:31,585 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 1 day, 4:31:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9406, loss_cls: 1.2059, loss: 1.2059 +2023-12-24 00:25:56,712 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 1 day, 4:30:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9275, loss_cls: 1.2700, loss: 1.2700 +2023-12-24 00:26:21,808 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 1 day, 4:30:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9375, loss_cls: 1.1317, loss: 1.1317 +2023-12-24 00:26:47,403 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 1 day, 4:29:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9356, loss_cls: 1.2492, loss: 1.2492 +2023-12-24 00:27:13,261 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 1 day, 4:29:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9356, loss_cls: 1.2244, loss: 1.2244 +2023-12-24 00:27:38,747 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 1 day, 4:28:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9475, loss_cls: 1.1547, loss: 1.1547 +2023-12-24 00:28:04,651 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 1 day, 4:28:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9381, loss_cls: 1.1679, loss: 1.1679 +2023-12-24 00:28:30,079 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 1 day, 4:27:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 1.0708, loss: 1.0708 +2023-12-24 00:28:55,681 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 1 day, 4:27:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9381, loss_cls: 1.1786, loss: 1.1786 +2023-12-24 00:29:20,900 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 1 day, 4:26:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9381, loss_cls: 1.1603, loss: 1.1603 +2023-12-24 00:29:46,435 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 1 day, 4:26:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 1.2112, loss: 1.2112 +2023-12-24 00:29:48,667 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-24 00:34:13,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:34:14,516 - pyskl - INFO - +top1_acc 0.6427 +top5_acc 0.9038 +2023-12-24 00:34:14,546 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.6427, top5_acc: 0.9038 +2023-12-24 00:35:07,190 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 1 day, 4:27:17, time: 0.526, data_time: 0.274, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9400, loss_cls: 1.2141, loss: 1.2141 +2023-12-24 00:35:32,620 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 1 day, 4:26:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9481, loss_cls: 1.1673, loss: 1.1673 +2023-12-24 00:35:58,259 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 1 day, 4:26:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 1.1120, loss: 1.1120 +2023-12-24 00:36:23,553 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 1 day, 4:25:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.0755, loss: 1.0755 +2023-12-24 00:36:49,193 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 4:25:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9381, loss_cls: 1.1450, loss: 1.1450 +2023-12-24 00:37:14,948 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 4:24:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9456, loss_cls: 1.1436, loss: 1.1436 +2023-12-24 00:37:40,166 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 4:24:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 1.1967, loss: 1.1967 +2023-12-24 00:38:05,335 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 4:23:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9406, loss_cls: 1.1753, loss: 1.1753 +2023-12-24 00:38:30,319 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 4:23:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 1.1342, loss: 1.1342 +2023-12-24 00:38:55,309 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 4:22:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9450, loss_cls: 1.1719, loss: 1.1719 +2023-12-24 00:39:20,355 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 4:22:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 1.1812, loss: 1.1812 +2023-12-24 00:39:45,400 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 4:21:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 1.2105, loss: 1.2105 +2023-12-24 00:40:10,423 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 4:21:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9294, loss_cls: 1.2263, loss: 1.2263 +2023-12-24 00:40:35,428 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 4:20:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9306, loss_cls: 1.1863, loss: 1.1863 +2023-12-24 00:41:00,458 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 4:20:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 1.1905, loss: 1.1905 +2023-12-24 00:41:25,440 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 4:19:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9231, loss_cls: 1.2898, loss: 1.2898 +2023-12-24 00:41:50,451 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 4:19:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9450, loss_cls: 1.1590, loss: 1.1590 +2023-12-24 00:42:15,468 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 4:18:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9350, loss_cls: 1.1678, loss: 1.1678 +2023-12-24 00:42:40,472 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 4:18:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9406, loss_cls: 1.1803, loss: 1.1803 +2023-12-24 00:43:05,778 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 4:18:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9400, loss_cls: 1.2237, loss: 1.2237 +2023-12-24 00:43:31,180 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 4:17:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9363, loss_cls: 1.1454, loss: 1.1454 +2023-12-24 00:43:56,763 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 4:17:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9469, loss_cls: 1.1392, loss: 1.1392 +2023-12-24 00:44:22,145 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 4:16:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9456, loss_cls: 1.1823, loss: 1.1823 +2023-12-24 00:44:47,579 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 4:16:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 1.1918, loss: 1.1918 +2023-12-24 00:45:13,046 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 4:15:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9369, loss_cls: 1.2184, loss: 1.2184 +2023-12-24 00:45:38,472 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 4:15:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 1.1967, loss: 1.1967 +2023-12-24 00:46:04,007 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 4:14:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9387, loss_cls: 1.2058, loss: 1.2058 +2023-12-24 00:46:29,549 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 4:14:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 1.1988, loss: 1.1988 +2023-12-24 00:46:56,033 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 4:13:48, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9387, loss_cls: 1.1698, loss: 1.1698 +2023-12-24 00:47:22,777 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 4:13:24, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9419, loss_cls: 1.1764, loss: 1.1764 +2023-12-24 00:47:49,273 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 4:12:59, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 1.2227, loss: 1.2227 +2023-12-24 00:48:15,043 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 4:12:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9350, loss_cls: 1.1463, loss: 1.1463 +2023-12-24 00:48:40,310 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 4:12:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 1.1527, loss: 1.1527 +2023-12-24 00:49:06,009 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 4:11:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 1.1530, loss: 1.1530 +2023-12-24 00:49:08,010 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-24 00:53:33,384 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 00:53:34,068 - pyskl - INFO - +top1_acc 0.6948 +top5_acc 0.9274 +2023-12-24 00:53:34,094 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.6948, top5_acc: 0.9274 +2023-12-24 00:54:26,959 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 4:12:28, time: 0.529, data_time: 0.276, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9450, loss_cls: 1.1500, loss: 1.1500 +2023-12-24 00:54:52,339 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 4:11:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9363, loss_cls: 1.1944, loss: 1.1944 +2023-12-24 00:55:17,857 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 4:11:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9363, loss_cls: 1.1692, loss: 1.1692 +2023-12-24 00:55:43,371 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 4:11:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 1.1353, loss: 1.1353 +2023-12-24 00:56:08,810 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 4:10:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9369, loss_cls: 1.1647, loss: 1.1647 +2023-12-24 00:56:34,256 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 4:10:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9363, loss_cls: 1.1892, loss: 1.1892 +2023-12-24 00:56:59,708 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 4:09:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 1.1223, loss: 1.1223 +2023-12-24 00:57:25,129 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 4:09:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.1106, loss: 1.1106 +2023-12-24 00:57:50,358 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 4:08:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9350, loss_cls: 1.1847, loss: 1.1847 +2023-12-24 00:58:16,030 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 4:08:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 1.1766, loss: 1.1766 +2023-12-24 00:58:41,487 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 4:07:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 1.1847, loss: 1.1847 +2023-12-24 00:59:06,981 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 4:07:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 1.1069, loss: 1.1069 +2023-12-24 00:59:32,122 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 4:06:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9431, loss_cls: 1.1648, loss: 1.1648 +2023-12-24 00:59:57,247 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 4:06:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 1.1680, loss: 1.1680 +2023-12-24 01:00:23,372 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 4:05:50, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 1.1908, loss: 1.1908 +2023-12-24 01:00:49,387 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 4:05:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 1.1674, loss: 1.1674 +2023-12-24 01:01:14,614 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 4:04:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9381, loss_cls: 1.2148, loss: 1.2148 +2023-12-24 01:01:39,754 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 4:04:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9294, loss_cls: 1.2492, loss: 1.2492 +2023-12-24 01:02:04,887 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 4:03:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9406, loss_cls: 1.2039, loss: 1.2039 +2023-12-24 01:02:30,022 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 4:03:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9356, loss_cls: 1.2360, loss: 1.2360 +2023-12-24 01:02:55,575 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 4:02:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 1.1051, loss: 1.1051 +2023-12-24 01:03:20,992 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 4:02:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9375, loss_cls: 1.1278, loss: 1.1278 +2023-12-24 01:03:46,226 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 4:02:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9319, loss_cls: 1.2028, loss: 1.2028 +2023-12-24 01:04:11,254 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 4:01:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9369, loss_cls: 1.1999, loss: 1.1999 +2023-12-24 01:04:36,282 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 4:01:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9306, loss_cls: 1.2030, loss: 1.2030 +2023-12-24 01:05:01,291 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 4:00:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 1.1737, loss: 1.1737 +2023-12-24 01:05:26,380 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 4:00:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.1590, loss: 1.1590 +2023-12-24 01:05:51,974 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 3:59:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9494, loss_cls: 1.1500, loss: 1.1500 +2023-12-24 01:06:17,569 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 3:59:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.1317, loss: 1.1317 +2023-12-24 01:06:43,123 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 3:58:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9325, loss_cls: 1.2079, loss: 1.2079 +2023-12-24 01:07:08,327 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 3:58:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9313, loss_cls: 1.2588, loss: 1.2588 +2023-12-24 01:07:33,993 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 3:57:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 1.1590, loss: 1.1590 +2023-12-24 01:07:59,505 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 3:57:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9337, loss_cls: 1.2347, loss: 1.2347 +2023-12-24 01:08:24,969 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 3:56:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9475, loss_cls: 1.1423, loss: 1.1423 +2023-12-24 01:08:27,001 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-24 01:12:52,703 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:12:53,330 - pyskl - INFO - +top1_acc 0.6777 +top5_acc 0.9220 +2023-12-24 01:12:53,356 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.6777, top5_acc: 0.9220 +2023-12-24 01:13:45,603 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 3:57:34, time: 0.522, data_time: 0.269, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 1.1040, loss: 1.1040 +2023-12-24 01:14:11,073 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 3:57:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9450, loss_cls: 1.1251, loss: 1.1251 +2023-12-24 01:14:36,715 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 3:56:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9469, loss_cls: 1.1347, loss: 1.1347 +2023-12-24 01:15:02,060 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 3:56:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9331, loss_cls: 1.1428, loss: 1.1428 +2023-12-24 01:15:27,804 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 3:55:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9444, loss_cls: 1.1522, loss: 1.1522 +2023-12-24 01:15:53,901 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 3:55:16, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9337, loss_cls: 1.1749, loss: 1.1749 +2023-12-24 01:16:19,349 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 3:54:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 1.1717, loss: 1.1717 +2023-12-24 01:16:44,659 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 3:54:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9450, loss_cls: 1.1768, loss: 1.1768 +2023-12-24 01:17:09,805 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 3:53:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9387, loss_cls: 1.1684, loss: 1.1684 +2023-12-24 01:17:35,148 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 3:53:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 1.2008, loss: 1.2008 +2023-12-24 01:18:00,651 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 3:52:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9331, loss_cls: 1.1840, loss: 1.1840 +2023-12-24 01:18:25,896 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 3:52:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9481, loss_cls: 1.1618, loss: 1.1618 +2023-12-24 01:18:51,193 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 3:51:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9375, loss_cls: 1.1981, loss: 1.1981 +2023-12-24 01:19:16,385 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 3:51:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9381, loss_cls: 1.1268, loss: 1.1268 +2023-12-24 01:19:41,543 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 3:50:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9350, loss_cls: 1.2092, loss: 1.2092 +2023-12-24 01:20:07,245 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 3:50:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 1.1198, loss: 1.1198 +2023-12-24 01:20:32,682 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 3:50:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 1.1784, loss: 1.1784 +2023-12-24 01:20:58,040 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 3:49:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9369, loss_cls: 1.1948, loss: 1.1948 +2023-12-24 01:21:23,128 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 3:49:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6850, top5_acc: 0.9337, loss_cls: 1.2988, loss: 1.2988 +2023-12-24 01:21:48,391 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 3:48:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9275, loss_cls: 1.2198, loss: 1.2198 +2023-12-24 01:22:14,358 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 3:48:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9375, loss_cls: 1.1433, loss: 1.1433 +2023-12-24 01:22:39,765 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 3:47:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9381, loss_cls: 1.1877, loss: 1.1877 +2023-12-24 01:23:05,232 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 3:47:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9275, loss_cls: 1.2867, loss: 1.2867 +2023-12-24 01:23:30,228 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 3:46:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 1.1840, loss: 1.1840 +2023-12-24 01:23:55,222 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 3:46:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 1.1611, loss: 1.1611 +2023-12-24 01:24:20,218 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 3:45:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 1.2157, loss: 1.2157 +2023-12-24 01:24:45,419 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 3:45:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9394, loss_cls: 1.1722, loss: 1.1722 +2023-12-24 01:25:11,031 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 3:44:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 1.1352, loss: 1.1352 +2023-12-24 01:25:36,419 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 3:44:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9425, loss_cls: 1.1873, loss: 1.1873 +2023-12-24 01:26:01,721 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 3:43:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 1.1993, loss: 1.1993 +2023-12-24 01:26:27,297 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 3:43:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 1.1119, loss: 1.1119 +2023-12-24 01:26:53,090 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 3:42:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9413, loss_cls: 1.1402, loss: 1.1402 +2023-12-24 01:27:18,570 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 3:42:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 1.0780, loss: 1.0780 +2023-12-24 01:27:44,242 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 3:41:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9375, loss_cls: 1.1231, loss: 1.1231 +2023-12-24 01:27:46,178 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-24 01:32:12,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:32:12,892 - pyskl - INFO - +top1_acc 0.6885 +top5_acc 0.9232 +2023-12-24 01:32:12,920 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.6885, top5_acc: 0.9232 +2023-12-24 01:33:05,848 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 3:42:45, time: 0.529, data_time: 0.274, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 1.0803, loss: 1.0803 +2023-12-24 01:33:31,119 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 3:42:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9494, loss_cls: 1.0869, loss: 1.0869 +2023-12-24 01:33:57,210 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 3:41:50, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9400, loss_cls: 1.1830, loss: 1.1830 +2023-12-24 01:34:22,425 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 3:41:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9456, loss_cls: 1.0933, loss: 1.0933 +2023-12-24 01:34:47,791 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 3:40:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9413, loss_cls: 1.2056, loss: 1.2056 +2023-12-24 01:35:13,099 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 3:40:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9419, loss_cls: 1.1422, loss: 1.1422 +2023-12-24 01:35:38,623 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 3:39:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9456, loss_cls: 1.0960, loss: 1.0960 +2023-12-24 01:36:04,218 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 3:39:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9350, loss_cls: 1.1864, loss: 1.1864 +2023-12-24 01:36:29,572 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 3:38:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 1.1221, loss: 1.1221 +2023-12-24 01:36:55,499 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 3:38:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 1.1038, loss: 1.1038 +2023-12-24 01:37:22,136 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 3:38:07, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 1.1100, loss: 1.1100 +2023-12-24 01:37:48,777 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 3:37:43, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9413, loss_cls: 1.1368, loss: 1.1368 +2023-12-24 01:38:15,404 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 3:37:18, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 1.0358, loss: 1.0358 +2023-12-24 01:38:42,037 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 3:36:53, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9400, loss_cls: 1.1644, loss: 1.1644 +2023-12-24 01:39:08,616 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 3:36:28, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9313, loss_cls: 1.2643, loss: 1.2643 +2023-12-24 01:39:35,191 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 3:36:03, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9306, loss_cls: 1.2243, loss: 1.2243 +2023-12-24 01:40:01,768 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 3:35:38, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9387, loss_cls: 1.1385, loss: 1.1385 +2023-12-24 01:40:28,411 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 3:35:13, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9387, loss_cls: 1.1798, loss: 1.1798 +2023-12-24 01:40:54,890 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 3:34:48, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9356, loss_cls: 1.1571, loss: 1.1571 +2023-12-24 01:41:20,903 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 3:34:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 1.1687, loss: 1.1687 +2023-12-24 01:41:46,592 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 3:33:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9250, loss_cls: 1.2423, loss: 1.2423 +2023-12-24 01:42:12,189 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 3:33:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9419, loss_cls: 1.1372, loss: 1.1372 +2023-12-24 01:42:37,793 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 3:32:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9356, loss_cls: 1.1814, loss: 1.1814 +2023-12-24 01:43:02,955 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 3:32:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9337, loss_cls: 1.2591, loss: 1.2591 +2023-12-24 01:43:28,091 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 3:32:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 1.1561, loss: 1.1561 +2023-12-24 01:43:54,388 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 3:31:34, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9450, loss_cls: 1.1623, loss: 1.1623 +2023-12-24 01:44:19,854 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 3:31:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9456, loss_cls: 1.1934, loss: 1.1934 +2023-12-24 01:44:45,668 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 3:30:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9306, loss_cls: 1.1662, loss: 1.1662 +2023-12-24 01:45:11,505 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 3:30:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 1.1111, loss: 1.1111 +2023-12-24 01:45:37,172 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 3:29:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9419, loss_cls: 1.1492, loss: 1.1492 +2023-12-24 01:46:03,312 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 3:29:18, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9406, loss_cls: 1.1301, loss: 1.1301 +2023-12-24 01:46:28,745 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 3:28:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9413, loss_cls: 1.1505, loss: 1.1505 +2023-12-24 01:46:54,968 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 3:28:24, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9513, loss_cls: 1.1355, loss: 1.1355 +2023-12-24 01:47:20,513 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 3:27:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9363, loss_cls: 1.2114, loss: 1.2114 +2023-12-24 01:47:22,537 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-24 01:51:47,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 01:51:48,615 - pyskl - INFO - +top1_acc 0.6322 +top5_acc 0.8915 +2023-12-24 01:51:48,640 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.6322, top5_acc: 0.8915 +2023-12-24 01:52:42,392 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 3:28:43, time: 0.537, data_time: 0.276, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9487, loss_cls: 1.0934, loss: 1.0934 +2023-12-24 01:53:08,002 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 3:28:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 1.0704, loss: 1.0704 +2023-12-24 01:53:34,250 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 3:27:49, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 1.1049, loss: 1.1049 +2023-12-24 01:53:59,681 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 3:27:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9437, loss_cls: 1.1252, loss: 1.1252 +2023-12-24 01:54:25,040 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 3:26:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9281, loss_cls: 1.2075, loss: 1.2075 +2023-12-24 01:54:50,953 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 3:26:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 1.0567, loss: 1.0567 +2023-12-24 01:55:16,752 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 3:25:58, time: 0.258, data_time: 0.001, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9419, loss_cls: 1.0651, loss: 1.0651 +2023-12-24 01:55:42,028 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 3:25:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9413, loss_cls: 1.1384, loss: 1.1384 +2023-12-24 01:56:07,302 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 3:25:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9494, loss_cls: 1.1423, loss: 1.1423 +2023-12-24 01:56:32,674 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 3:24:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9550, loss_cls: 1.0436, loss: 1.0436 +2023-12-24 01:56:58,208 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 3:24:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9369, loss_cls: 1.1376, loss: 1.1376 +2023-12-24 01:57:23,587 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 3:23:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9431, loss_cls: 1.1537, loss: 1.1537 +2023-12-24 01:57:48,895 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 3:23:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 1.1887, loss: 1.1887 +2023-12-24 01:58:14,086 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 3:22:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 1.1349, loss: 1.1349 +2023-12-24 01:58:39,212 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 3:22:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.1063, loss: 1.1063 +2023-12-24 01:59:04,249 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 3:21:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9519, loss_cls: 1.1025, loss: 1.1025 +2023-12-24 01:59:29,253 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 3:21:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 1.1326, loss: 1.1326 +2023-12-24 01:59:54,249 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 3:20:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9519, loss_cls: 1.1588, loss: 1.1588 +2023-12-24 02:00:19,270 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 3:20:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 1.2086, loss: 1.2086 +2023-12-24 02:00:44,719 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 3:19:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9463, loss_cls: 1.1616, loss: 1.1616 +2023-12-24 02:01:10,050 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 3:19:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 1.0982, loss: 1.0982 +2023-12-24 02:01:35,655 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 3:18:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9469, loss_cls: 1.1911, loss: 1.1911 +2023-12-24 02:02:00,855 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 3:18:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9350, loss_cls: 1.1982, loss: 1.1982 +2023-12-24 02:02:26,160 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 3:17:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9425, loss_cls: 1.1627, loss: 1.1627 +2023-12-24 02:02:51,418 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 3:17:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9350, loss_cls: 1.2313, loss: 1.2313 +2023-12-24 02:03:16,676 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 3:16:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 1.1437, loss: 1.1437 +2023-12-24 02:03:42,090 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 3:16:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9419, loss_cls: 1.1670, loss: 1.1670 +2023-12-24 02:04:07,670 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 3:15:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9506, loss_cls: 1.0904, loss: 1.0904 +2023-12-24 02:04:33,185 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 3:15:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 1.1417, loss: 1.1417 +2023-12-24 02:04:58,644 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 3:15:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9425, loss_cls: 1.1671, loss: 1.1671 +2023-12-24 02:05:24,016 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 3:14:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 1.1815, loss: 1.1815 +2023-12-24 02:05:49,373 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 3:14:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 1.1532, loss: 1.1532 +2023-12-24 02:06:14,761 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 3:13:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9337, loss_cls: 1.2182, loss: 1.2182 +2023-12-24 02:06:40,210 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 3:13:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 1.1097, loss: 1.1097 +2023-12-24 02:06:42,136 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-24 02:11:07,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:11:08,170 - pyskl - INFO - +top1_acc 0.6164 +top5_acc 0.8922 +2023-12-24 02:11:08,196 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.6164, top5_acc: 0.8922 +2023-12-24 02:12:00,173 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 3:13:47, time: 0.520, data_time: 0.271, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9419, loss_cls: 1.1437, loss: 1.1437 +2023-12-24 02:12:25,289 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 3:13:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 1.1763, loss: 1.1763 +2023-12-24 02:12:50,990 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 3:12:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9444, loss_cls: 1.1421, loss: 1.1421 +2023-12-24 02:13:16,276 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 3:12:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 1.0727, loss: 1.0727 +2023-12-24 02:13:42,304 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 3:11:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9444, loss_cls: 1.0777, loss: 1.0777 +2023-12-24 02:14:08,666 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 3:11:30, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.0745, loss: 1.0745 +2023-12-24 02:14:35,390 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 3:11:05, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9394, loss_cls: 1.2049, loss: 1.2049 +2023-12-24 02:15:01,004 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 3:10:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9487, loss_cls: 1.1217, loss: 1.1217 +2023-12-24 02:15:26,245 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 3:10:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.1721, loss: 1.1721 +2023-12-24 02:15:51,376 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 3:09:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9219, loss_cls: 1.2437, loss: 1.2437 +2023-12-24 02:16:16,463 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 3:09:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9337, loss_cls: 1.1693, loss: 1.1693 +2023-12-24 02:16:41,676 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 3:08:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9456, loss_cls: 1.1749, loss: 1.1749 +2023-12-24 02:17:07,109 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 3:08:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 1.1577, loss: 1.1577 +2023-12-24 02:17:32,615 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 3:07:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9263, loss_cls: 1.2716, loss: 1.2716 +2023-12-24 02:17:57,790 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 3:07:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 1.1259, loss: 1.1259 +2023-12-24 02:18:23,002 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 3:06:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9369, loss_cls: 1.1907, loss: 1.1907 +2023-12-24 02:18:48,179 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 3:06:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9331, loss_cls: 1.1691, loss: 1.1691 +2023-12-24 02:19:13,433 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 3:05:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.1490, loss: 1.1490 +2023-12-24 02:19:39,116 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 3:05:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9413, loss_cls: 1.1481, loss: 1.1481 +2023-12-24 02:20:04,662 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 3:04:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9425, loss_cls: 1.1045, loss: 1.1045 +2023-12-24 02:20:30,163 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 3:04:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 1.1065, loss: 1.1065 +2023-12-24 02:20:55,725 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 3:03:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9506, loss_cls: 1.1294, loss: 1.1294 +2023-12-24 02:21:20,904 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 3:03:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 1.1395, loss: 1.1395 +2023-12-24 02:21:45,980 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 3:03:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9394, loss_cls: 1.1573, loss: 1.1573 +2023-12-24 02:22:11,202 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 3:02:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 1.1032, loss: 1.1032 +2023-12-24 02:22:36,231 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 3:02:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9331, loss_cls: 1.1937, loss: 1.1937 +2023-12-24 02:23:01,443 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 3:01:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9375, loss_cls: 1.1810, loss: 1.1810 +2023-12-24 02:23:27,133 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 3:01:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9300, loss_cls: 1.2382, loss: 1.2382 +2023-12-24 02:23:52,732 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 3:00:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 1.1042, loss: 1.1042 +2023-12-24 02:24:18,387 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 3:00:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9356, loss_cls: 1.2295, loss: 1.2295 +2023-12-24 02:24:44,134 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 2:59:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 1.1928, loss: 1.1928 +2023-12-24 02:25:10,115 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 2:59:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9469, loss_cls: 1.1112, loss: 1.1112 +2023-12-24 02:25:35,907 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 2:58:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 1.1530, loss: 1.1530 +2023-12-24 02:26:01,434 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 2:58:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9425, loss_cls: 1.1459, loss: 1.1459 +2023-12-24 02:26:03,357 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-24 02:30:28,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:30:29,594 - pyskl - INFO - +top1_acc 0.6797 +top5_acc 0.9232 +2023-12-24 02:30:29,620 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.6797, top5_acc: 0.9232 +2023-12-24 02:31:22,413 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 2:59:03, time: 0.528, data_time: 0.272, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.0935, loss: 1.0935 +2023-12-24 02:31:47,459 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 2:58:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 1.1221, loss: 1.1221 +2023-12-24 02:32:13,410 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 2:58:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 1.1581, loss: 1.1581 +2023-12-24 02:32:38,901 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 2:57:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9487, loss_cls: 1.1334, loss: 1.1334 +2023-12-24 02:33:04,248 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 2:57:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 1.1002, loss: 1.1002 +2023-12-24 02:33:29,542 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 2:56:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 1.1686, loss: 1.1686 +2023-12-24 02:33:54,997 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 2:56:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 1.0578, loss: 1.0578 +2023-12-24 02:34:20,485 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 2:55:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9413, loss_cls: 1.1628, loss: 1.1628 +2023-12-24 02:34:46,535 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 2:55:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9313, loss_cls: 1.2134, loss: 1.2134 +2023-12-24 02:35:12,951 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 2:54:54, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9500, loss_cls: 1.0496, loss: 1.0496 +2023-12-24 02:35:38,828 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 2:54:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.1284, loss: 1.1284 +2023-12-24 02:36:04,011 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 2:53:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 1.1783, loss: 1.1783 +2023-12-24 02:36:29,509 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 2:53:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 1.2016, loss: 1.2016 +2023-12-24 02:36:54,874 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 2:53:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 1.2276, loss: 1.2276 +2023-12-24 02:37:20,223 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 2:52:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.0973, loss: 1.0973 +2023-12-24 02:37:45,431 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 2:52:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9400, loss_cls: 1.1466, loss: 1.1466 +2023-12-24 02:38:11,701 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 2:51:39, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9575, loss_cls: 1.0944, loss: 1.0944 +2023-12-24 02:38:36,899 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 2:51:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9400, loss_cls: 1.1119, loss: 1.1119 +2023-12-24 02:39:02,178 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 2:50:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 1.1420, loss: 1.1420 +2023-12-24 02:39:27,863 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 2:50:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9500, loss_cls: 1.1325, loss: 1.1325 +2023-12-24 02:39:53,571 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 2:49:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9425, loss_cls: 1.1090, loss: 1.1090 +2023-12-24 02:40:18,871 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 2:49:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9244, loss_cls: 1.2567, loss: 1.2567 +2023-12-24 02:40:44,310 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 2:48:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9413, loss_cls: 1.2069, loss: 1.2069 +2023-12-24 02:41:09,701 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 2:48:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9350, loss_cls: 1.1535, loss: 1.1535 +2023-12-24 02:41:35,143 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 2:47:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9475, loss_cls: 1.1299, loss: 1.1299 +2023-12-24 02:42:00,708 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 2:47:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 1.0898, loss: 1.0898 +2023-12-24 02:42:26,195 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 2:46:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 1.0822, loss: 1.0822 +2023-12-24 02:42:51,991 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 2:46:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9400, loss_cls: 1.1781, loss: 1.1781 +2023-12-24 02:43:17,468 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 2:46:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9419, loss_cls: 1.1415, loss: 1.1415 +2023-12-24 02:43:43,196 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 2:45:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 1.1637, loss: 1.1637 +2023-12-24 02:44:08,945 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 2:45:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 1.1090, loss: 1.1090 +2023-12-24 02:44:34,375 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 2:44:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9400, loss_cls: 1.1135, loss: 1.1135 +2023-12-24 02:44:59,976 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 2:44:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 1.0804, loss: 1.0804 +2023-12-24 02:45:25,665 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 2:43:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 1.1501, loss: 1.1501 +2023-12-24 02:45:27,648 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-24 02:49:53,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 02:49:53,637 - pyskl - INFO - +top1_acc 0.6627 +top5_acc 0.9168 +2023-12-24 02:49:53,662 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.6627, top5_acc: 0.9168 +2023-12-24 02:50:45,970 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 2:44:22, time: 0.523, data_time: 0.273, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9419, loss_cls: 1.1457, loss: 1.1457 +2023-12-24 02:51:10,969 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 2:43:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.0769, loss: 1.0769 +2023-12-24 02:51:36,753 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 2:43:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 1.1031, loss: 1.1031 +2023-12-24 02:52:01,984 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 2:42:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9475, loss_cls: 1.1350, loss: 1.1350 +2023-12-24 02:52:27,554 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 2:42:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.1343, loss: 1.1343 +2023-12-24 02:52:52,896 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 2:42:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9431, loss_cls: 1.1457, loss: 1.1457 +2023-12-24 02:53:18,356 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 2:41:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 1.0391, loss: 1.0391 +2023-12-24 02:53:44,035 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 2:41:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.1243, loss: 1.1243 +2023-12-24 02:54:09,288 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 2:40:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 1.1042, loss: 1.1042 +2023-12-24 02:54:34,494 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 2:40:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9356, loss_cls: 1.0844, loss: 1.0844 +2023-12-24 02:55:00,277 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 2:39:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9419, loss_cls: 1.1367, loss: 1.1367 +2023-12-24 02:55:26,861 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 2:39:16, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9419, loss_cls: 1.1405, loss: 1.1405 +2023-12-24 02:55:53,414 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 2:38:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.0883, loss: 1.0883 +2023-12-24 02:56:19,964 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 2:38:25, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9413, loss_cls: 1.1426, loss: 1.1426 +2023-12-24 02:56:46,514 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 2:38:00, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9487, loss_cls: 1.1356, loss: 1.1356 +2023-12-24 02:57:13,055 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 2:37:35, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9494, loss_cls: 1.1998, loss: 1.1998 +2023-12-24 02:57:39,616 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 2:37:09, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 1.1532, loss: 1.1532 +2023-12-24 02:58:06,196 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 2:36:44, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9319, loss_cls: 1.1984, loss: 1.1984 +2023-12-24 02:58:32,000 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 2:36:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9487, loss_cls: 1.1428, loss: 1.1428 +2023-12-24 02:58:57,662 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 2:35:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9387, loss_cls: 1.1021, loss: 1.1021 +2023-12-24 02:59:23,493 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 2:35:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9413, loss_cls: 1.1514, loss: 1.1514 +2023-12-24 02:59:48,912 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 2:34:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 1.1333, loss: 1.1333 +2023-12-24 03:00:14,441 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 2:34:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 1.1495, loss: 1.1495 +2023-12-24 03:00:39,700 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 2:33:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 1.1337, loss: 1.1337 +2023-12-24 03:01:04,782 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 2:33:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9356, loss_cls: 1.2056, loss: 1.2056 +2023-12-24 03:01:29,830 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 2:33:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9406, loss_cls: 1.1377, loss: 1.1377 +2023-12-24 03:01:55,211 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 2:32:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9375, loss_cls: 1.1721, loss: 1.1721 +2023-12-24 03:02:20,540 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 2:32:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.0790, loss: 1.0790 +2023-12-24 03:02:45,929 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 2:31:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 1.0748, loss: 1.0748 +2023-12-24 03:03:11,376 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 2:31:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9387, loss_cls: 1.1814, loss: 1.1814 +2023-12-24 03:03:37,506 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 2:30:41, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9437, loss_cls: 1.1296, loss: 1.1296 +2023-12-24 03:04:03,367 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 2:30:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9331, loss_cls: 1.1453, loss: 1.1453 +2023-12-24 03:04:28,649 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 2:29:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9356, loss_cls: 1.1641, loss: 1.1641 +2023-12-24 03:04:54,178 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 2:29:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9400, loss_cls: 1.1390, loss: 1.1390 +2023-12-24 03:04:56,093 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-24 03:09:21,239 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:09:21,868 - pyskl - INFO - +top1_acc 0.7045 +top5_acc 0.9262 +2023-12-24 03:09:21,873 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_32.pth was removed +2023-12-24 03:09:22,108 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2023-12-24 03:09:22,109 - pyskl - INFO - Best top1_acc is 0.7045 at 43 epoch. +2023-12-24 03:09:22,135 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7045, top5_acc: 0.9262 +2023-12-24 03:10:15,048 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 2:29:54, time: 0.529, data_time: 0.269, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9463, loss_cls: 1.0948, loss: 1.0948 +2023-12-24 03:10:41,534 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 2:29:28, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 1.0240, loss: 1.0240 +2023-12-24 03:11:07,026 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 2:29:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 1.1346, loss: 1.1346 +2023-12-24 03:11:32,307 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 2:28:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 1.0852, loss: 1.0852 +2023-12-24 03:11:57,649 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 2:28:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 1.0423, loss: 1.0423 +2023-12-24 03:12:22,770 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 2:27:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9387, loss_cls: 1.2107, loss: 1.2107 +2023-12-24 03:12:47,909 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 2:27:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9450, loss_cls: 1.0881, loss: 1.0881 +2023-12-24 03:13:13,575 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 2:26:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9456, loss_cls: 1.1683, loss: 1.1683 +2023-12-24 03:13:39,018 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 2:26:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9444, loss_cls: 1.1467, loss: 1.1467 +2023-12-24 03:14:04,466 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 2:25:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 1.0547, loss: 1.0547 +2023-12-24 03:14:29,830 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 2:25:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 1.0423, loss: 1.0423 +2023-12-24 03:14:55,432 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 2:24:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.1557, loss: 1.1557 +2023-12-24 03:15:20,744 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 2:24:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9381, loss_cls: 1.1318, loss: 1.1318 +2023-12-24 03:15:46,165 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 2:23:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 1.1153, loss: 1.1153 +2023-12-24 03:16:11,381 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 2:23:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9506, loss_cls: 1.1185, loss: 1.1185 +2023-12-24 03:16:36,693 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 2:22:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 1.1118, loss: 1.1118 +2023-12-24 03:17:01,903 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 2:22:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9400, loss_cls: 1.1865, loss: 1.1865 +2023-12-24 03:17:27,302 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 2:21:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9500, loss_cls: 1.1211, loss: 1.1211 +2023-12-24 03:17:52,648 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 2:21:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9450, loss_cls: 1.1437, loss: 1.1437 +2023-12-24 03:18:18,435 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 2:21:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 1.1651, loss: 1.1651 +2023-12-24 03:18:44,708 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 2:20:35, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9381, loss_cls: 1.2030, loss: 1.2030 +2023-12-24 03:19:10,243 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 2:20:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 1.0665, loss: 1.0665 +2023-12-24 03:19:35,768 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 2:19:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.1494, loss: 1.1494 +2023-12-24 03:20:01,497 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 2:19:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9550, loss_cls: 1.0879, loss: 1.0879 +2023-12-24 03:20:26,861 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 2:18:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9394, loss_cls: 1.1469, loss: 1.1469 +2023-12-24 03:20:52,198 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 2:18:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9337, loss_cls: 1.1809, loss: 1.1809 +2023-12-24 03:21:18,026 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 2:17:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9431, loss_cls: 1.0958, loss: 1.0958 +2023-12-24 03:21:43,326 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 2:17:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 1.1259, loss: 1.1259 +2023-12-24 03:22:08,504 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 2:16:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9369, loss_cls: 1.1917, loss: 1.1917 +2023-12-24 03:22:33,867 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 2:16:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9375, loss_cls: 1.2022, loss: 1.2022 +2023-12-24 03:22:59,639 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 2:15:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9294, loss_cls: 1.2481, loss: 1.2481 +2023-12-24 03:23:26,152 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 2:15:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9387, loss_cls: 1.1945, loss: 1.1945 +2023-12-24 03:23:51,528 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 2:15:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9369, loss_cls: 1.1717, loss: 1.1717 +2023-12-24 03:24:16,799 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 2:14:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9513, loss_cls: 1.1131, loss: 1.1131 +2023-12-24 03:24:18,732 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-24 03:28:44,084 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:28:44,715 - pyskl - INFO - +top1_acc 0.7034 +top5_acc 0.9320 +2023-12-24 03:28:44,741 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7034, top5_acc: 0.9320 +2023-12-24 03:29:37,847 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 2:15:09, time: 0.531, data_time: 0.276, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9406, loss_cls: 1.1206, loss: 1.1206 +2023-12-24 03:30:03,078 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 2:14:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.1117, loss: 1.1117 +2023-12-24 03:30:28,489 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 2:14:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 1.1416, loss: 1.1416 +2023-12-24 03:30:54,094 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 2:13:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9550, loss_cls: 1.0072, loss: 1.0072 +2023-12-24 03:31:19,196 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 2:13:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9406, loss_cls: 1.0501, loss: 1.0501 +2023-12-24 03:31:44,503 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 2:12:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9544, loss_cls: 0.9831, loss: 0.9831 +2023-12-24 03:32:09,797 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 2:12:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.0737, loss: 1.0737 +2023-12-24 03:32:35,545 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 2:11:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9419, loss_cls: 1.1693, loss: 1.1693 +2023-12-24 03:33:01,001 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 2:11:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9469, loss_cls: 1.1407, loss: 1.1407 +2023-12-24 03:33:26,415 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 2:10:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9519, loss_cls: 1.0762, loss: 1.0762 +2023-12-24 03:33:51,739 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 2:10:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9356, loss_cls: 1.1569, loss: 1.1569 +2023-12-24 03:34:17,047 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 2:10:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.0611, loss: 1.0611 +2023-12-24 03:34:43,123 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 2:09:34, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9431, loss_cls: 1.1013, loss: 1.1013 +2023-12-24 03:35:08,718 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 2:09:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9469, loss_cls: 1.1294, loss: 1.1294 +2023-12-24 03:35:33,840 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 2:08:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9525, loss_cls: 1.0919, loss: 1.0919 +2023-12-24 03:35:59,049 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 2:08:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9425, loss_cls: 1.1092, loss: 1.1092 +2023-12-24 03:36:25,453 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 2:07:43, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 1.1646, loss: 1.1646 +2023-12-24 03:36:50,804 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 2:07:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 1.0782, loss: 1.0782 +2023-12-24 03:37:16,390 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 2:06:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9381, loss_cls: 1.1833, loss: 1.1833 +2023-12-24 03:37:42,115 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 2:06:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9394, loss_cls: 1.1620, loss: 1.1620 +2023-12-24 03:38:07,205 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 2:05:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 1.1697, loss: 1.1697 +2023-12-24 03:38:32,366 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 2:05:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9400, loss_cls: 1.1471, loss: 1.1471 +2023-12-24 03:38:57,822 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 2:04:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 1.0379, loss: 1.0379 +2023-12-24 03:39:23,282 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 2:04:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 1.1439, loss: 1.1439 +2023-12-24 03:39:48,580 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 2:03:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 1.1118, loss: 1.1118 +2023-12-24 03:40:13,677 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 2:03:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9406, loss_cls: 1.1490, loss: 1.1490 +2023-12-24 03:40:39,239 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 2:03:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9469, loss_cls: 1.1389, loss: 1.1389 +2023-12-24 03:41:04,916 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 2:02:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 1.1660, loss: 1.1660 +2023-12-24 03:41:30,255 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 2:02:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9475, loss_cls: 1.1405, loss: 1.1405 +2023-12-24 03:41:56,247 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 2:01:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9519, loss_cls: 1.0370, loss: 1.0370 +2023-12-24 03:42:21,632 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 2:01:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9475, loss_cls: 1.0974, loss: 1.0974 +2023-12-24 03:42:46,959 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 2:00:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9325, loss_cls: 1.1690, loss: 1.1690 +2023-12-24 03:43:12,392 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 2:00:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9337, loss_cls: 1.1585, loss: 1.1585 +2023-12-24 03:43:37,736 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 1:59:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9419, loss_cls: 1.1465, loss: 1.1465 +2023-12-24 03:43:39,667 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-24 03:48:05,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 03:48:06,039 - pyskl - INFO - +top1_acc 0.6924 +top5_acc 0.9233 +2023-12-24 03:48:06,066 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.6924, top5_acc: 0.9233 +2023-12-24 03:48:59,053 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 2:00:20, time: 0.530, data_time: 0.279, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 1.0845, loss: 1.0845 +2023-12-24 03:49:24,756 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 1:59:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 1.0974, loss: 1.0974 +2023-12-24 03:49:50,400 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 1:59:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.1168, loss: 1.1168 +2023-12-24 03:50:15,781 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 1:58:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 1.1153, loss: 1.1153 +2023-12-24 03:50:41,254 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 1:58:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 1.0397, loss: 1.0397 +2023-12-24 03:51:06,806 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 1:58:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.0875, loss: 1.0875 +2023-12-24 03:51:32,147 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 1:57:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 1.1034, loss: 1.1034 +2023-12-24 03:51:57,883 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 1:57:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9437, loss_cls: 1.0559, loss: 1.0559 +2023-12-24 03:52:23,302 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 1:56:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9519, loss_cls: 1.0681, loss: 1.0681 +2023-12-24 03:52:49,343 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 1:56:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9525, loss_cls: 1.0854, loss: 1.0854 +2023-12-24 03:53:15,915 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 1:55:46, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9556, loss_cls: 1.0950, loss: 1.0950 +2023-12-24 03:53:42,562 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 1:55:21, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9406, loss_cls: 1.1641, loss: 1.1641 +2023-12-24 03:54:09,254 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 1:54:56, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9431, loss_cls: 1.0676, loss: 1.0676 +2023-12-24 03:54:35,903 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 1:54:31, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9487, loss_cls: 1.1254, loss: 1.1254 +2023-12-24 03:55:02,544 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 1:54:06, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9375, loss_cls: 1.1362, loss: 1.1362 +2023-12-24 03:55:29,185 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 1:53:41, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9387, loss_cls: 1.0832, loss: 1.0832 +2023-12-24 03:55:55,797 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 1:53:15, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9375, loss_cls: 1.1249, loss: 1.1249 +2023-12-24 03:56:22,391 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 1:52:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9344, loss_cls: 1.1651, loss: 1.1651 +2023-12-24 03:56:47,974 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 1:52:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.1225, loss: 1.1225 +2023-12-24 03:57:13,537 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 1:51:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9450, loss_cls: 1.1806, loss: 1.1806 +2023-12-24 03:57:39,090 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 1:51:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9531, loss_cls: 1.0792, loss: 1.0792 +2023-12-24 03:58:04,546 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 1:50:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9356, loss_cls: 1.1776, loss: 1.1776 +2023-12-24 03:58:30,033 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 1:50:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9444, loss_cls: 1.1560, loss: 1.1560 +2023-12-24 03:58:55,538 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 1:50:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 1.0978, loss: 1.0978 +2023-12-24 03:59:21,013 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 1:49:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9575, loss_cls: 1.0822, loss: 1.0822 +2023-12-24 03:59:46,843 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 1:49:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9275, loss_cls: 1.1908, loss: 1.1908 +2023-12-24 04:00:13,034 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 1:48:43, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9406, loss_cls: 1.1035, loss: 1.1035 +2023-12-24 04:00:38,674 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 1:48:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 1.1313, loss: 1.1313 +2023-12-24 04:01:04,410 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 1:47:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9350, loss_cls: 1.1570, loss: 1.1570 +2023-12-24 04:01:30,095 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 1:47:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9337, loss_cls: 1.1540, loss: 1.1540 +2023-12-24 04:01:55,637 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 1:46:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 1.0802, loss: 1.0802 +2023-12-24 04:02:21,076 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 1:46:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 1.1287, loss: 1.1287 +2023-12-24 04:02:46,601 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 1:45:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9306, loss_cls: 1.1561, loss: 1.1561 +2023-12-24 04:03:12,176 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 1:45:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.1461, loss: 1.1461 +2023-12-24 04:03:14,121 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-24 04:07:39,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:07:40,262 - pyskl - INFO - +top1_acc 0.7140 +top5_acc 0.9270 +2023-12-24 04:07:40,267 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_43.pth was removed +2023-12-24 04:07:40,488 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2023-12-24 04:07:40,490 - pyskl - INFO - Best top1_acc is 0.7140 at 46 epoch. +2023-12-24 04:07:40,515 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7140, top5_acc: 0.9270 +2023-12-24 04:08:34,284 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 1:46:02, time: 0.538, data_time: 0.282, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.0895, loss: 1.0895 +2023-12-24 04:08:59,891 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 1:45:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.0781, loss: 1.0781 +2023-12-24 04:09:25,374 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 1:45:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 1.0664, loss: 1.0664 +2023-12-24 04:09:50,731 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 1:44:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 1.0728, loss: 1.0728 +2023-12-24 04:10:16,165 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 1:44:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 1.1308, loss: 1.1308 +2023-12-24 04:10:41,394 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 1:43:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9387, loss_cls: 1.1232, loss: 1.1232 +2023-12-24 04:11:07,024 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 1:43:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 1.0427, loss: 1.0427 +2023-12-24 04:11:32,432 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 1:42:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.0310, loss: 1.0310 +2023-12-24 04:11:57,977 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 1:42:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9419, loss_cls: 1.0861, loss: 1.0861 +2023-12-24 04:12:23,374 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 1:41:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9469, loss_cls: 1.0772, loss: 1.0772 +2023-12-24 04:12:48,960 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 1:41:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 1.1085, loss: 1.1085 +2023-12-24 04:13:14,250 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 1:40:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9469, loss_cls: 1.0816, loss: 1.0816 +2023-12-24 04:13:39,449 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 1:40:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 1.0981, loss: 1.0981 +2023-12-24 04:14:04,664 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 1:39:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 1.0840, loss: 1.0840 +2023-12-24 04:14:30,116 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 1:39:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 1.1078, loss: 1.1078 +2023-12-24 04:14:55,480 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 1:39:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 1.1570, loss: 1.1570 +2023-12-24 04:15:20,889 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 1:38:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 1.0935, loss: 1.0935 +2023-12-24 04:15:46,447 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 1:38:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 1.1193, loss: 1.1193 +2023-12-24 04:16:11,964 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 1:37:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 1.0854, loss: 1.0854 +2023-12-24 04:16:38,315 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 1:37:13, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9450, loss_cls: 1.1008, loss: 1.1008 +2023-12-24 04:17:05,006 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 1:36:48, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 1.1282, loss: 1.1282 +2023-12-24 04:17:31,009 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 1:36:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9431, loss_cls: 1.1534, loss: 1.1534 +2023-12-24 04:17:57,464 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 1:35:56, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 1.1764, loss: 1.1764 +2023-12-24 04:18:24,139 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 1:35:31, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9487, loss_cls: 1.1186, loss: 1.1186 +2023-12-24 04:18:50,795 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 1:35:06, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 1.1784, loss: 1.1784 +2023-12-24 04:19:16,490 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 1:34:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9431, loss_cls: 1.0749, loss: 1.0749 +2023-12-24 04:19:42,135 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 1:34:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 1.1349, loss: 1.1349 +2023-12-24 04:20:07,899 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 1:33:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9325, loss_cls: 1.1951, loss: 1.1951 +2023-12-24 04:20:33,750 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 1:33:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9431, loss_cls: 1.1509, loss: 1.1509 +2023-12-24 04:20:59,217 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 1:32:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9456, loss_cls: 1.0956, loss: 1.0956 +2023-12-24 04:21:24,581 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 1:32:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9444, loss_cls: 1.1065, loss: 1.1065 +2023-12-24 04:21:49,930 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 1:31:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9419, loss_cls: 1.1264, loss: 1.1264 +2023-12-24 04:22:15,491 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 1:31:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9475, loss_cls: 1.0292, loss: 1.0292 +2023-12-24 04:22:40,878 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 1:30:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9387, loss_cls: 1.1575, loss: 1.1575 +2023-12-24 04:22:42,794 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-24 04:27:08,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:27:08,936 - pyskl - INFO - +top1_acc 0.7071 +top5_acc 0.9305 +2023-12-24 04:27:08,961 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7071, top5_acc: 0.9305 +2023-12-24 04:28:01,823 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 1:31:25, time: 0.529, data_time: 0.273, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.0482, loss: 1.0482 +2023-12-24 04:28:27,612 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 1:30:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9419, loss_cls: 1.1151, loss: 1.1151 +2023-12-24 04:28:53,091 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 1:30:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9456, loss_cls: 1.1532, loss: 1.1532 +2023-12-24 04:29:18,589 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 1:30:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9525, loss_cls: 1.0910, loss: 1.0910 +2023-12-24 04:29:44,380 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 1:29:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 1.0468, loss: 1.0468 +2023-12-24 04:30:09,871 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 1:29:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 1.0128, loss: 1.0128 +2023-12-24 04:30:35,545 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 1:28:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 1.0507, loss: 1.0507 +2023-12-24 04:31:01,131 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 1:28:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 1.1127, loss: 1.1127 +2023-12-24 04:31:27,528 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 1:27:47, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9531, loss_cls: 1.1300, loss: 1.1300 +2023-12-24 04:31:52,849 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 1:27:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 1.1051, loss: 1.1051 +2023-12-24 04:32:18,217 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 1:26:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 1.0331, loss: 1.0331 +2023-12-24 04:32:43,545 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 1:26:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.1115, loss: 1.1115 +2023-12-24 04:33:08,939 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 1:25:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 1.0548, loss: 1.0548 +2023-12-24 04:33:34,363 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 1:25:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9394, loss_cls: 1.1137, loss: 1.1137 +2023-12-24 04:33:59,950 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 1:24:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 0.9985, loss: 0.9985 +2023-12-24 04:34:25,279 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 1:24:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9387, loss_cls: 1.1988, loss: 1.1988 +2023-12-24 04:34:50,683 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 1:24:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9406, loss_cls: 1.1633, loss: 1.1633 +2023-12-24 04:35:16,179 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 1:23:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 1.0715, loss: 1.0715 +2023-12-24 04:35:41,829 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 1:23:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 1.1282, loss: 1.1282 +2023-12-24 04:36:07,822 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 1:22:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 1.1018, loss: 1.1018 +2023-12-24 04:36:33,469 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 1:22:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9525, loss_cls: 1.0855, loss: 1.0855 +2023-12-24 04:36:59,158 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 1:21:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 1.1456, loss: 1.1456 +2023-12-24 04:37:24,497 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 1:21:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9406, loss_cls: 1.0896, loss: 1.0896 +2023-12-24 04:37:49,853 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 1:20:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9356, loss_cls: 1.1291, loss: 1.1291 +2023-12-24 04:38:15,253 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 1:20:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 1.1118, loss: 1.1118 +2023-12-24 04:38:41,048 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 1:19:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 1.0872, loss: 1.0872 +2023-12-24 04:39:06,504 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 1:19:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9356, loss_cls: 1.1453, loss: 1.1453 +2023-12-24 04:39:31,852 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 1:19:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 1.1330, loss: 1.1330 +2023-12-24 04:39:57,426 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 1:18:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9425, loss_cls: 1.1069, loss: 1.1069 +2023-12-24 04:40:22,889 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 1:18:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 1.0805, loss: 1.0805 +2023-12-24 04:40:48,726 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 1:17:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9544, loss_cls: 1.1103, loss: 1.1103 +2023-12-24 04:41:14,494 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 1:17:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 1.0931, loss: 1.0931 +2023-12-24 04:41:40,320 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 1:16:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 1.0748, loss: 1.0748 +2023-12-24 04:42:06,152 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 1:16:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.1403, loss: 1.1403 +2023-12-24 04:42:08,078 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-24 04:46:33,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 04:46:34,335 - pyskl - INFO - +top1_acc 0.6665 +top5_acc 0.9143 +2023-12-24 04:46:34,361 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.6665, top5_acc: 0.9143 +2023-12-24 04:47:26,873 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 1:16:42, time: 0.525, data_time: 0.270, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9481, loss_cls: 1.0471, loss: 1.0471 +2023-12-24 04:47:52,372 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 1:16:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9406, loss_cls: 1.0638, loss: 1.0638 +2023-12-24 04:48:17,952 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 1:15:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 1.0478, loss: 1.0478 +2023-12-24 04:48:43,314 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 1:15:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9519, loss_cls: 1.0958, loss: 1.0958 +2023-12-24 04:49:08,949 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 1:14:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.0810, loss: 1.0810 +2023-12-24 04:49:34,478 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 1:14:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9437, loss_cls: 1.1809, loss: 1.1809 +2023-12-24 04:50:00,101 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 1:13:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9444, loss_cls: 1.1304, loss: 1.1304 +2023-12-24 04:50:25,640 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 1:13:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.0706, loss: 1.0706 +2023-12-24 04:50:51,628 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 1:13:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 1.0769, loss: 1.0769 +2023-12-24 04:51:16,782 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 1:12:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9519, loss_cls: 1.0823, loss: 1.0823 +2023-12-24 04:51:42,710 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 1:12:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 1.1451, loss: 1.1451 +2023-12-24 04:52:08,076 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 1:11:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 1.0528, loss: 1.0528 +2023-12-24 04:52:33,659 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 1:11:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9475, loss_cls: 1.0995, loss: 1.0995 +2023-12-24 04:52:59,041 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 1:10:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9563, loss_cls: 1.0957, loss: 1.0957 +2023-12-24 04:53:24,846 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 1:10:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9387, loss_cls: 1.1084, loss: 1.1084 +2023-12-24 04:53:50,050 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 1:09:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9481, loss_cls: 1.0574, loss: 1.0574 +2023-12-24 04:54:15,481 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 1:09:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 1.0897, loss: 1.0897 +2023-12-24 04:54:41,355 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 1:08:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 1.1088, loss: 1.1088 +2023-12-24 04:55:07,203 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 1:08:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 1.1253, loss: 1.1253 +2023-12-24 04:55:32,308 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 1:07:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9500, loss_cls: 1.0969, loss: 1.0969 +2023-12-24 04:55:57,665 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 1:07:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 1.1005, loss: 1.1005 +2023-12-24 04:56:23,729 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 1:07:04, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.0932, loss: 1.0932 +2023-12-24 04:56:50,073 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 1:06:38, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9381, loss_cls: 1.1330, loss: 1.1330 +2023-12-24 04:57:15,157 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 1:06:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 1.0604, loss: 1.0604 +2023-12-24 04:57:40,216 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 1:05:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9487, loss_cls: 1.0683, loss: 1.0683 +2023-12-24 04:58:05,970 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 1:05:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.1164, loss: 1.1164 +2023-12-24 04:58:31,726 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 1:04:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 1.1194, loss: 1.1194 +2023-12-24 04:58:57,268 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 1:04:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.0414, loss: 1.0414 +2023-12-24 04:59:22,932 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 1:03:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9431, loss_cls: 1.0962, loss: 1.0962 +2023-12-24 04:59:48,710 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 1:03:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9537, loss_cls: 1.0853, loss: 1.0853 +2023-12-24 05:00:14,244 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 1:02:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9456, loss_cls: 1.0592, loss: 1.0592 +2023-12-24 05:00:39,897 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 1:02:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9444, loss_cls: 1.0674, loss: 1.0674 +2023-12-24 05:01:06,210 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 1:02:04, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9337, loss_cls: 1.1204, loss: 1.1204 +2023-12-24 05:01:32,851 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 1:01:38, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 1.1650, loss: 1.1650 +2023-12-24 05:01:34,744 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-24 05:05:59,971 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:06:00,596 - pyskl - INFO - +top1_acc 0.7056 +top5_acc 0.9279 +2023-12-24 05:06:00,622 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7056, top5_acc: 0.9279 +2023-12-24 05:06:53,649 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 1:02:03, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9550, loss_cls: 1.0369, loss: 1.0369 +2023-12-24 05:07:19,049 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 1:01:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.0568, loss: 1.0568 +2023-12-24 05:07:44,479 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 1:01:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9513, loss_cls: 1.0986, loss: 1.0986 +2023-12-24 05:08:09,529 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 1:00:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 1.0390, loss: 1.0390 +2023-12-24 05:08:34,625 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 1:00:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9500, loss_cls: 1.0490, loss: 1.0490 +2023-12-24 05:08:59,704 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 0:59:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9563, loss_cls: 0.9741, loss: 0.9741 +2023-12-24 05:09:24,785 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 0:59:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 1.0803, loss: 1.0803 +2023-12-24 05:09:49,865 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 0:58:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9550, loss_cls: 1.0371, loss: 1.0371 +2023-12-24 05:10:15,498 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 0:58:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 1.0984, loss: 1.0984 +2023-12-24 05:10:41,085 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 0:57:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9400, loss_cls: 1.1057, loss: 1.1057 +2023-12-24 05:11:06,646 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 0:57:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9444, loss_cls: 1.0426, loss: 1.0426 +2023-12-24 05:11:31,864 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 0:56:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 1.0586, loss: 1.0586 +2023-12-24 05:11:57,034 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 0:56:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 1.1239, loss: 1.1239 +2023-12-24 05:12:22,316 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 0:55:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 1.0411, loss: 1.0411 +2023-12-24 05:12:47,904 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 0:55:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9563, loss_cls: 1.0704, loss: 1.0704 +2023-12-24 05:13:13,314 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 0:55:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9394, loss_cls: 1.1962, loss: 1.1962 +2023-12-24 05:13:38,526 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 0:54:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9381, loss_cls: 1.1712, loss: 1.1712 +2023-12-24 05:14:03,992 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 0:54:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 1.1160, loss: 1.1160 +2023-12-24 05:14:29,711 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 0:53:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 1.0506, loss: 1.0506 +2023-12-24 05:14:54,810 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 0:53:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9575, loss_cls: 1.0579, loss: 1.0579 +2023-12-24 05:15:19,918 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 0:52:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 1.0157, loss: 1.0157 +2023-12-24 05:15:45,449 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 0:52:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9475, loss_cls: 1.0420, loss: 1.0420 +2023-12-24 05:16:11,144 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 0:51:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9475, loss_cls: 1.1504, loss: 1.1504 +2023-12-24 05:16:36,444 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 0:51:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9463, loss_cls: 1.1152, loss: 1.1152 +2023-12-24 05:17:01,942 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 0:50:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9437, loss_cls: 1.1350, loss: 1.1350 +2023-12-24 05:17:27,727 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 0:50:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9550, loss_cls: 1.0815, loss: 1.0815 +2023-12-24 05:17:53,383 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 0:49:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.1169, loss: 1.1169 +2023-12-24 05:18:19,584 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 0:49:32, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9450, loss_cls: 1.1201, loss: 1.1201 +2023-12-24 05:18:45,606 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 0:49:05, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 1.0605, loss: 1.0605 +2023-12-24 05:19:10,755 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 0:48:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9506, loss_cls: 1.0172, loss: 1.0172 +2023-12-24 05:19:35,811 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 0:48:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 1.1042, loss: 1.1042 +2023-12-24 05:20:01,372 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 0:47:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.0730, loss: 1.0730 +2023-12-24 05:20:27,083 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 0:47:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9444, loss_cls: 1.1545, loss: 1.1545 +2023-12-24 05:20:52,421 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 0:46:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9350, loss_cls: 1.1259, loss: 1.1259 +2023-12-24 05:20:54,376 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-24 05:25:19,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:25:20,063 - pyskl - INFO - +top1_acc 0.6876 +top5_acc 0.9161 +2023-12-24 05:25:20,089 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.6876, top5_acc: 0.9161 +2023-12-24 05:26:13,406 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 0:47:10, time: 0.533, data_time: 0.280, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9425, loss_cls: 1.1320, loss: 1.1320 +2023-12-24 05:26:39,209 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 0:46:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 1.0840, loss: 1.0840 +2023-12-24 05:27:04,954 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 0:46:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9456, loss_cls: 1.1008, loss: 1.1008 +2023-12-24 05:27:31,519 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 0:45:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9619, loss_cls: 0.9955, loss: 0.9955 +2023-12-24 05:27:57,174 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 0:45:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 1.0850, loss: 1.0850 +2023-12-24 05:28:22,615 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 0:44:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.1355, loss: 1.1355 +2023-12-24 05:28:48,342 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 0:44:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 1.0253, loss: 1.0253 +2023-12-24 05:29:13,703 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 0:44:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9450, loss_cls: 1.1197, loss: 1.1197 +2023-12-24 05:29:39,474 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 0:43:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9563, loss_cls: 1.0374, loss: 1.0374 +2023-12-24 05:30:05,042 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 0:43:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9431, loss_cls: 1.0779, loss: 1.0779 +2023-12-24 05:30:30,228 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 0:42:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 1.1264, loss: 1.1264 +2023-12-24 05:30:55,261 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 0:42:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.1116, loss: 1.1116 +2023-12-24 05:31:20,290 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 0:41:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 1.0182, loss: 1.0182 +2023-12-24 05:31:45,303 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 0:41:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 1.0525, loss: 1.0525 +2023-12-24 05:32:10,336 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 0:40:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9444, loss_cls: 1.0459, loss: 1.0459 +2023-12-24 05:32:35,412 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 0:40:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 1.0443, loss: 1.0443 +2023-12-24 05:33:00,600 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 0:39:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 1.0702, loss: 1.0702 +2023-12-24 05:33:26,753 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 0:39:20, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 1.0473, loss: 1.0473 +2023-12-24 05:33:52,085 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 0:38:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.1174, loss: 1.1174 +2023-12-24 05:34:17,918 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 0:38:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 1.1430, loss: 1.1430 +2023-12-24 05:34:43,306 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 0:37:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.0471, loss: 1.0471 +2023-12-24 05:35:08,939 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 0:37:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 1.0834, loss: 1.0834 +2023-12-24 05:35:33,991 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 0:37:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9531, loss_cls: 1.1131, loss: 1.1131 +2023-12-24 05:35:59,051 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 0:36:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.1255, loss: 1.1255 +2023-12-24 05:36:24,238 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 0:36:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9363, loss_cls: 1.1047, loss: 1.1047 +2023-12-24 05:36:49,731 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 0:35:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 1.0814, loss: 1.0814 +2023-12-24 05:37:15,190 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 0:35:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 1.0777, loss: 1.0777 +2023-12-24 05:37:40,565 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 0:34:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9356, loss_cls: 1.1378, loss: 1.1378 +2023-12-24 05:38:06,367 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 0:34:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 1.0931, loss: 1.0931 +2023-12-24 05:38:31,734 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 0:33:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 1.0642, loss: 1.0642 +2023-12-24 05:38:56,804 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 0:33:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9413, loss_cls: 1.1435, loss: 1.1435 +2023-12-24 05:39:22,346 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 0:32:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 1.0781, loss: 1.0781 +2023-12-24 05:39:47,769 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 0:32:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9456, loss_cls: 1.1279, loss: 1.1279 +2023-12-24 05:40:13,173 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 0:31:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 1.0355, loss: 1.0355 +2023-12-24 05:40:15,157 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-24 05:44:41,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 05:44:41,799 - pyskl - INFO - +top1_acc 0.7272 +top5_acc 0.9371 +2023-12-24 05:44:41,803 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_46.pth was removed +2023-12-24 05:44:42,015 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2023-12-24 05:44:42,017 - pyskl - INFO - Best top1_acc is 0.7272 at 51 epoch. +2023-12-24 05:44:42,042 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7272, top5_acc: 0.9371 +2023-12-24 05:45:35,208 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 0:32:18, time: 0.532, data_time: 0.281, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.0023, loss: 1.0023 +2023-12-24 05:46:01,073 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 0:31:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9581, loss_cls: 1.0320, loss: 1.0320 +2023-12-24 05:46:26,632 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 0:31:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 1.0419, loss: 1.0419 +2023-12-24 05:46:52,219 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 0:30:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 1.0493, loss: 1.0493 +2023-12-24 05:47:17,690 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 0:30:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 0.9717, loss: 0.9717 +2023-12-24 05:47:43,181 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 0:30:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9537, loss_cls: 1.0768, loss: 1.0768 +2023-12-24 05:48:08,332 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 0:29:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 1.0279, loss: 1.0279 +2023-12-24 05:48:33,912 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 0:29:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 1.1368, loss: 1.1368 +2023-12-24 05:48:59,246 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 0:28:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9437, loss_cls: 1.1585, loss: 1.1585 +2023-12-24 05:49:25,145 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 0:28:10, time: 0.259, data_time: 0.001, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9369, loss_cls: 1.2042, loss: 1.2042 +2023-12-24 05:49:50,397 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 0:27:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9519, loss_cls: 1.1229, loss: 1.1229 +2023-12-24 05:50:15,505 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 0:27:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 1.1229, loss: 1.1229 +2023-12-24 05:50:40,685 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 0:26:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 1.2012, loss: 1.2012 +2023-12-24 05:51:06,493 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 0:26:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 1.0721, loss: 1.0721 +2023-12-24 05:51:31,893 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 0:25:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 1.0678, loss: 1.0678 +2023-12-24 05:51:57,093 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 0:25:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9325, loss_cls: 1.1807, loss: 1.1807 +2023-12-24 05:52:22,611 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 0:24:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 1.0906, loss: 1.0906 +2023-12-24 05:52:48,121 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 0:24:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 1.1309, loss: 1.1309 +2023-12-24 05:53:13,688 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 0:24:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9344, loss_cls: 1.1555, loss: 1.1555 +2023-12-24 05:53:39,172 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 0:23:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 1.1326, loss: 1.1326 +2023-12-24 05:54:04,568 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 0:23:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9431, loss_cls: 1.0717, loss: 1.0717 +2023-12-24 05:54:29,630 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 0:22:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9537, loss_cls: 1.0424, loss: 1.0424 +2023-12-24 05:54:54,883 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 0:22:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9363, loss_cls: 1.1483, loss: 1.1483 +2023-12-24 05:55:20,389 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 0:21:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 1.0662, loss: 1.0662 +2023-12-24 05:55:46,459 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 0:21:15, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.0745, loss: 1.0745 +2023-12-24 05:56:12,001 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 0:20:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 1.0597, loss: 1.0597 +2023-12-24 05:56:37,353 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 0:20:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9394, loss_cls: 1.1480, loss: 1.1480 +2023-12-24 05:57:03,150 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 0:19:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9419, loss_cls: 1.1540, loss: 1.1540 +2023-12-24 05:57:28,998 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 0:19:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 1.1209, loss: 1.1209 +2023-12-24 05:57:54,268 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 0:18:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9400, loss_cls: 1.1251, loss: 1.1251 +2023-12-24 05:58:19,595 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 0:18:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 1.0730, loss: 1.0730 +2023-12-24 05:58:45,533 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 0:18:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.0717, loss: 1.0717 +2023-12-24 05:59:10,861 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 0:17:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 1.0348, loss: 1.0348 +2023-12-24 05:59:36,163 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 0:17:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9500, loss_cls: 1.1338, loss: 1.1338 +2023-12-24 05:59:38,154 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-24 06:04:04,711 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:04:05,340 - pyskl - INFO - +top1_acc 0.7085 +top5_acc 0.9307 +2023-12-24 06:04:05,367 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7085, top5_acc: 0.9307 +2023-12-24 06:04:58,570 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 0:17:28, time: 0.532, data_time: 0.280, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9500, loss_cls: 1.0356, loss: 1.0356 +2023-12-24 06:05:24,030 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 0:17:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 1.0060, loss: 1.0060 +2023-12-24 06:05:49,669 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 0:16:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 1.0426, loss: 1.0426 +2023-12-24 06:06:15,027 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 0:16:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 1.0206, loss: 1.0206 +2023-12-24 06:06:40,255 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 0:15:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 1.0533, loss: 1.0533 +2023-12-24 06:07:05,637 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 0:15:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9513, loss_cls: 1.0799, loss: 1.0799 +2023-12-24 06:07:31,126 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 0:14:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 1.0041, loss: 1.0041 +2023-12-24 06:07:56,518 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 0:14:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 1.0151, loss: 1.0151 +2023-12-24 06:08:21,911 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 0:13:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 1.0573, loss: 1.0573 +2023-12-24 06:08:47,651 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 0:13:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 1.0984, loss: 1.0984 +2023-12-24 06:09:12,888 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 0:12:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 1.0752, loss: 1.0752 +2023-12-24 06:09:37,998 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 0:12:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9475, loss_cls: 1.0473, loss: 1.0473 +2023-12-24 06:10:03,732 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 0:11:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9437, loss_cls: 1.1020, loss: 1.1020 +2023-12-24 06:10:29,862 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 0:11:30, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9394, loss_cls: 1.1741, loss: 1.1741 +2023-12-24 06:10:54,936 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 0:11:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.0818, loss: 1.0818 +2023-12-24 06:11:20,392 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 0:10:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9537, loss_cls: 0.9812, loss: 0.9812 +2023-12-24 06:11:45,996 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 0:10:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9444, loss_cls: 1.0725, loss: 1.0725 +2023-12-24 06:12:11,658 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 0:09:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9437, loss_cls: 1.0659, loss: 1.0659 +2023-12-24 06:12:38,054 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 0:09:13, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 1.0560, loss: 1.0560 +2023-12-24 06:13:03,894 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 0:08:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9344, loss_cls: 1.1834, loss: 1.1834 +2023-12-24 06:13:29,173 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 0:08:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9425, loss_cls: 1.1158, loss: 1.1158 +2023-12-24 06:13:54,730 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 0:07:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 1.1052, loss: 1.1052 +2023-12-24 06:14:20,268 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 0:07:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9487, loss_cls: 1.0904, loss: 1.0904 +2023-12-24 06:14:45,771 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 0:06:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 1.1222, loss: 1.1222 +2023-12-24 06:15:11,314 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 0:06:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9463, loss_cls: 1.0975, loss: 1.0975 +2023-12-24 06:15:37,221 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 0:06:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 1.0219, loss: 1.0219 +2023-12-24 06:16:03,886 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 0:05:37, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.0875, loss: 1.0875 +2023-12-24 06:16:29,859 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 0:05:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9500, loss_cls: 1.0871, loss: 1.0871 +2023-12-24 06:16:55,310 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 0:04:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 1.0925, loss: 1.0925 +2023-12-24 06:17:20,778 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 0:04:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9519, loss_cls: 1.0555, loss: 1.0555 +2023-12-24 06:17:46,452 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 0:03:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9513, loss_cls: 1.0403, loss: 1.0403 +2023-12-24 06:18:12,370 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 0:03:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9400, loss_cls: 1.0941, loss: 1.0941 +2023-12-24 06:18:37,671 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 0:02:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 1.1218, loss: 1.1218 +2023-12-24 06:19:02,944 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 0:02:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9481, loss_cls: 1.0177, loss: 1.0177 +2023-12-24 06:19:04,908 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-24 06:23:29,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:23:30,502 - pyskl - INFO - +top1_acc 0.6669 +top5_acc 0.9043 +2023-12-24 06:23:30,528 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.6669, top5_acc: 0.9043 +2023-12-24 06:24:23,610 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 0:02:44, time: 0.531, data_time: 0.274, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 1.0207, loss: 1.0207 +2023-12-24 06:24:49,349 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 0:02:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.0456, loss: 1.0456 +2023-12-24 06:25:15,553 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 0:01:51, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 1.0910, loss: 1.0910 +2023-12-24 06:25:41,442 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 0:01:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 1.0591, loss: 1.0591 +2023-12-24 06:26:06,823 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 0:00:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 1.0243, loss: 1.0243 +2023-12-24 06:26:32,268 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 0:00:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 0.9956, loss: 0.9956 +2023-12-24 06:26:57,359 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 0:00:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 1.0796, loss: 1.0796 +2023-12-24 06:27:22,453 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 23:59:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 1.0425, loss: 1.0425 +2023-12-24 06:27:47,542 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 23:59:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9469, loss_cls: 1.0366, loss: 1.0366 +2023-12-24 06:28:12,934 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 23:58:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 1.0090, loss: 1.0090 +2023-12-24 06:28:38,977 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 23:58:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 1.0922, loss: 1.0922 +2023-12-24 06:29:04,230 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 23:57:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 0.9951, loss: 0.9951 +2023-12-24 06:29:29,642 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 23:57:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 1.0192, loss: 1.0192 +2023-12-24 06:29:54,940 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 23:56:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9525, loss_cls: 1.0211, loss: 1.0211 +2023-12-24 06:30:20,083 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 23:56:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.0851, loss: 1.0851 +2023-12-24 06:30:45,519 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 23:55:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9513, loss_cls: 1.0794, loss: 1.0794 +2023-12-24 06:31:11,073 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 23:55:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 1.1091, loss: 1.1091 +2023-12-24 06:31:36,698 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 23:54:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.0601, loss: 1.0601 +2023-12-24 06:32:02,138 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 23:54:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9387, loss_cls: 1.1187, loss: 1.1187 +2023-12-24 06:32:27,596 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 23:54:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9531, loss_cls: 1.0747, loss: 1.0747 +2023-12-24 06:32:53,543 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 23:53:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 1.0963, loss: 1.0963 +2023-12-24 06:33:18,991 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 23:53:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 1.0717, loss: 1.0717 +2023-12-24 06:33:44,213 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 23:52:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 1.0785, loss: 1.0785 +2023-12-24 06:34:09,622 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 23:52:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9456, loss_cls: 1.1639, loss: 1.1639 +2023-12-24 06:34:34,842 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 23:51:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 1.1030, loss: 1.1030 +2023-12-24 06:35:00,263 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 23:51:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 1.0673, loss: 1.0673 +2023-12-24 06:35:25,606 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 23:50:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 1.0361, loss: 1.0361 +2023-12-24 06:35:51,406 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 23:50:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 1.0579, loss: 1.0579 +2023-12-24 06:36:16,643 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 23:49:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 0.9543, loss: 0.9543 +2023-12-24 06:36:41,853 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 23:49:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 1.0967, loss: 1.0967 +2023-12-24 06:37:07,340 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 23:48:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 1.1376, loss: 1.1376 +2023-12-24 06:37:32,813 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 23:48:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 1.1146, loss: 1.1146 +2023-12-24 06:37:58,744 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 23:48:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 1.0683, loss: 1.0683 +2023-12-24 06:38:24,696 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 23:47:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 1.0544, loss: 1.0544 +2023-12-24 06:38:26,728 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-24 06:42:53,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 06:42:53,853 - pyskl - INFO - +top1_acc 0.6706 +top5_acc 0.9119 +2023-12-24 06:42:53,878 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.6706, top5_acc: 0.9119 +2023-12-24 06:43:46,404 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 23:47:53, time: 0.525, data_time: 0.271, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9506, loss_cls: 1.0322, loss: 1.0322 +2023-12-24 06:44:11,825 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 23:47:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9544, loss_cls: 1.0002, loss: 1.0002 +2023-12-24 06:44:37,661 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 23:46:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9669, loss_cls: 0.9856, loss: 0.9856 +2023-12-24 06:45:03,051 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 23:46:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 1.0897, loss: 1.0897 +2023-12-24 06:45:28,995 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 23:46:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 1.0537, loss: 1.0537 +2023-12-24 06:45:54,427 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 23:45:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9600, loss_cls: 1.0394, loss: 1.0394 +2023-12-24 06:46:19,900 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 23:45:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 1.0461, loss: 1.0461 +2023-12-24 06:46:45,224 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 23:44:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 0.9864, loss: 0.9864 +2023-12-24 06:47:11,749 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 23:44:16, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9481, loss_cls: 1.0571, loss: 1.0571 +2023-12-24 06:47:37,316 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 23:43:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.0109, loss: 1.0109 +2023-12-24 06:48:02,817 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 23:43:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.0473, loss: 1.0473 +2023-12-24 06:48:28,435 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 23:42:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9544, loss_cls: 1.0482, loss: 1.0482 +2023-12-24 06:48:55,102 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 23:42:28, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9556, loss_cls: 1.0286, loss: 1.0286 +2023-12-24 06:49:21,472 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 23:42:02, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.0278, loss: 1.0278 +2023-12-24 06:49:46,915 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 23:41:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 0.9354, loss: 0.9354 +2023-12-24 06:50:11,911 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 23:41:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 1.0103, loss: 1.0103 +2023-12-24 06:50:37,387 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 23:40:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 1.1385, loss: 1.1385 +2023-12-24 06:51:03,275 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 23:40:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9519, loss_cls: 1.1335, loss: 1.1335 +2023-12-24 06:51:28,694 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 23:39:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9481, loss_cls: 1.0413, loss: 1.0413 +2023-12-24 06:51:53,948 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 23:39:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.0906, loss: 1.0906 +2023-12-24 06:52:19,530 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 23:38:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9331, loss_cls: 1.1669, loss: 1.1669 +2023-12-24 06:52:45,218 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 23:38:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 1.1101, loss: 1.1101 +2023-12-24 06:53:10,725 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 23:37:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9369, loss_cls: 1.0981, loss: 1.0981 +2023-12-24 06:53:35,970 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 23:37:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 1.1361, loss: 1.1361 +2023-12-24 06:54:01,485 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 23:36:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 1.0106, loss: 1.0106 +2023-12-24 06:54:26,888 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 23:36:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9444, loss_cls: 1.0723, loss: 1.0723 +2023-12-24 06:54:52,533 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 23:36:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.0511, loss: 1.0511 +2023-12-24 06:55:18,247 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 23:35:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.1212, loss: 1.1212 +2023-12-24 06:55:43,713 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 23:35:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9363, loss_cls: 1.0875, loss: 1.0875 +2023-12-24 06:56:08,962 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 23:34:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9406, loss_cls: 1.1028, loss: 1.1028 +2023-12-24 06:56:34,725 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 23:34:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.0287, loss: 1.0287 +2023-12-24 06:57:00,044 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 23:33:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 1.0822, loss: 1.0822 +2023-12-24 06:57:25,393 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 23:33:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9419, loss_cls: 1.0808, loss: 1.0808 +2023-12-24 06:57:51,576 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 23:32:54, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 1.0695, loss: 1.0695 +2023-12-24 06:57:53,606 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-24 07:02:18,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:02:19,433 - pyskl - INFO - +top1_acc 0.6754 +top5_acc 0.9168 +2023-12-24 07:02:19,459 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.6754, top5_acc: 0.9168 +2023-12-24 07:03:12,112 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 23:33:09, time: 0.526, data_time: 0.271, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 0.9944, loss: 0.9944 +2023-12-24 07:03:37,764 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 23:32:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9556, loss_cls: 1.0372, loss: 1.0372 +2023-12-24 07:04:03,378 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 23:32:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 0.9967, loss: 0.9967 +2023-12-24 07:04:28,753 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 23:31:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9387, loss_cls: 1.1546, loss: 1.1546 +2023-12-24 07:04:53,815 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 23:31:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9456, loss_cls: 0.9939, loss: 0.9939 +2023-12-24 07:05:18,884 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 23:30:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 0.9764, loss: 0.9764 +2023-12-24 07:05:43,952 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 23:30:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 1.0386, loss: 1.0386 +2023-12-24 07:06:09,001 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 23:29:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9481, loss_cls: 1.0329, loss: 1.0329 +2023-12-24 07:06:34,067 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 23:29:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 1.0125, loss: 1.0125 +2023-12-24 07:06:59,128 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 23:28:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 0.9970, loss: 0.9970 +2023-12-24 07:07:24,495 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 23:28:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9519, loss_cls: 1.0623, loss: 1.0623 +2023-12-24 07:07:50,149 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 23:28:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9469, loss_cls: 1.0648, loss: 1.0648 +2023-12-24 07:08:15,256 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 23:27:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9569, loss_cls: 1.0269, loss: 1.0269 +2023-12-24 07:08:40,692 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 23:27:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 1.0692, loss: 1.0692 +2023-12-24 07:09:05,861 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 23:26:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 1.0260, loss: 1.0260 +2023-12-24 07:09:31,192 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 23:26:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 1.1284, loss: 1.1284 +2023-12-24 07:09:56,640 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 23:25:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 1.0295, loss: 1.0295 +2023-12-24 07:10:22,010 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 23:25:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 1.0510, loss: 1.0510 +2023-12-24 07:10:47,422 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 23:24:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 1.0463, loss: 1.0463 +2023-12-24 07:11:12,504 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 23:24:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9431, loss_cls: 1.0572, loss: 1.0572 +2023-12-24 07:11:37,567 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 23:23:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 1.0630, loss: 1.0630 +2023-12-24 07:12:02,678 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 23:23:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9500, loss_cls: 1.0961, loss: 1.0961 +2023-12-24 07:12:28,227 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 23:22:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9581, loss_cls: 1.0516, loss: 1.0516 +2023-12-24 07:12:53,738 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 23:22:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 1.1349, loss: 1.1349 +2023-12-24 07:13:19,490 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 23:22:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9394, loss_cls: 1.0510, loss: 1.0510 +2023-12-24 07:13:44,907 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 23:21:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.0802, loss: 1.0802 +2023-12-24 07:14:10,458 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 23:21:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9525, loss_cls: 0.9956, loss: 0.9956 +2023-12-24 07:14:35,768 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 23:20:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 1.0350, loss: 1.0350 +2023-12-24 07:15:00,776 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 23:20:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9525, loss_cls: 1.0286, loss: 1.0286 +2023-12-24 07:15:25,787 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 23:19:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9556, loss_cls: 1.0517, loss: 1.0517 +2023-12-24 07:15:50,879 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 23:19:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.0357, loss: 1.0357 +2023-12-24 07:16:16,435 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 23:18:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 1.0561, loss: 1.0561 +2023-12-24 07:16:42,063 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 23:18:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 1.1351, loss: 1.1351 +2023-12-24 07:17:07,888 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 23:17:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9419, loss_cls: 1.0966, loss: 1.0966 +2023-12-24 07:17:09,881 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-24 07:21:35,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:21:36,368 - pyskl - INFO - +top1_acc 0.7015 +top5_acc 0.9223 +2023-12-24 07:21:36,393 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7015, top5_acc: 0.9223 +2023-12-24 07:22:29,141 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 23:18:09, time: 0.527, data_time: 0.273, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 1.0623, loss: 1.0623 +2023-12-24 07:22:54,856 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 23:17:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9525, loss_cls: 1.0129, loss: 1.0129 +2023-12-24 07:23:20,057 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 23:17:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9625, loss_cls: 0.9879, loss: 0.9879 +2023-12-24 07:23:45,433 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 23:16:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9500, loss_cls: 0.9735, loss: 0.9735 +2023-12-24 07:24:10,785 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 23:16:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.0830, loss: 1.0830 +2023-12-24 07:24:36,211 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 23:15:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9619, loss_cls: 1.0216, loss: 1.0216 +2023-12-24 07:25:01,363 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 23:15:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.0429, loss: 1.0429 +2023-12-24 07:25:26,418 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 23:14:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 1.0359, loss: 1.0359 +2023-12-24 07:25:51,485 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 23:14:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9437, loss_cls: 1.0798, loss: 1.0798 +2023-12-24 07:26:16,553 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 23:13:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9450, loss_cls: 1.0424, loss: 1.0424 +2023-12-24 07:26:41,619 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 23:13:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 1.0630, loss: 1.0630 +2023-12-24 07:27:07,332 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 23:13:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.0199, loss: 1.0199 +2023-12-24 07:27:32,640 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 23:12:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9550, loss_cls: 1.0166, loss: 1.0166 +2023-12-24 07:27:57,871 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 23:12:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9619, loss_cls: 0.9598, loss: 0.9598 +2023-12-24 07:28:23,035 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 23:11:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 1.0287, loss: 1.0287 +2023-12-24 07:28:48,149 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 23:11:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 1.0002, loss: 1.0002 +2023-12-24 07:29:14,041 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 23:10:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9575, loss_cls: 0.9911, loss: 0.9911 +2023-12-24 07:29:39,756 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 23:10:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 1.0717, loss: 1.0717 +2023-12-24 07:30:05,155 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 23:09:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 1.0380, loss: 1.0380 +2023-12-24 07:30:30,721 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 23:09:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 1.0879, loss: 1.0879 +2023-12-24 07:30:56,173 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 23:08:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 1.1051, loss: 1.1051 +2023-12-24 07:31:21,390 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 23:08:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9344, loss_cls: 1.1180, loss: 1.1180 +2023-12-24 07:31:46,583 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 23:08:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9456, loss_cls: 1.0527, loss: 1.0527 +2023-12-24 07:32:12,021 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 23:07:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9556, loss_cls: 1.0553, loss: 1.0553 +2023-12-24 07:32:37,779 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 23:07:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 0.9793, loss: 0.9793 +2023-12-24 07:33:03,760 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 23:06:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 1.0863, loss: 1.0863 +2023-12-24 07:33:29,311 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 23:06:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9600, loss_cls: 1.0067, loss: 1.0067 +2023-12-24 07:33:54,804 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 23:05:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9525, loss_cls: 1.0730, loss: 1.0730 +2023-12-24 07:34:20,293 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 23:05:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9437, loss_cls: 1.1182, loss: 1.1182 +2023-12-24 07:34:45,775 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 23:04:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9544, loss_cls: 1.0671, loss: 1.0671 +2023-12-24 07:35:11,017 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 23:04:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 1.0813, loss: 1.0813 +2023-12-24 07:35:36,416 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 23:03:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9550, loss_cls: 1.0791, loss: 1.0791 +2023-12-24 07:36:01,773 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 23:03:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 1.0104, loss: 1.0104 +2023-12-24 07:36:27,403 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 23:03:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9425, loss_cls: 1.0345, loss: 1.0345 +2023-12-24 07:36:29,399 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-24 07:40:55,082 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 07:40:55,705 - pyskl - INFO - +top1_acc 0.7345 +top5_acc 0.9345 +2023-12-24 07:40:55,714 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_51.pth was removed +2023-12-24 07:40:55,929 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2023-12-24 07:40:55,931 - pyskl - INFO - Best top1_acc is 0.7345 at 57 epoch. +2023-12-24 07:40:55,956 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7345, top5_acc: 0.9345 +2023-12-24 07:41:48,496 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 23:03:13, time: 0.525, data_time: 0.274, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 1.0151, loss: 1.0151 +2023-12-24 07:42:14,495 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 23:02:47, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9631, loss_cls: 1.0131, loss: 1.0131 +2023-12-24 07:42:40,094 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 23:02:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9463, loss_cls: 1.0002, loss: 1.0002 +2023-12-24 07:43:05,757 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 23:01:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 1.0150, loss: 1.0150 +2023-12-24 07:43:31,359 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 23:01:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 1.0007, loss: 1.0007 +2023-12-24 07:43:56,755 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 23:00:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.0110, loss: 1.0110 +2023-12-24 07:44:22,053 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 23:00:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 1.1117, loss: 1.1117 +2023-12-24 07:44:47,422 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 23:00:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.0179, loss: 1.0179 +2023-12-24 07:45:13,035 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 22:59:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9556, loss_cls: 1.0499, loss: 1.0499 +2023-12-24 07:45:38,480 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 22:59:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.0570, loss: 1.0570 +2023-12-24 07:46:03,660 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 22:58:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 0.9815, loss: 0.9815 +2023-12-24 07:46:29,112 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 22:58:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9356, loss_cls: 1.1416, loss: 1.1416 +2023-12-24 07:46:54,594 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 22:57:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 0.9325, loss: 0.9325 +2023-12-24 07:47:19,766 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 22:57:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 1.0219, loss: 1.0219 +2023-12-24 07:47:45,140 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 22:56:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 1.0447, loss: 1.0447 +2023-12-24 07:48:10,452 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 22:56:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 1.0901, loss: 1.0901 +2023-12-24 07:48:36,075 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 22:55:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 0.9471, loss: 0.9471 +2023-12-24 07:49:01,625 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 22:55:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 0.9990, loss: 0.9990 +2023-12-24 07:49:27,054 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 22:55:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 0.9956, loss: 0.9956 +2023-12-24 07:49:52,482 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 22:54:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 1.0729, loss: 1.0729 +2023-12-24 07:50:18,028 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 22:54:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 1.0878, loss: 1.0878 +2023-12-24 07:50:43,837 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 22:53:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.0593, loss: 1.0593 +2023-12-24 07:51:09,235 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 22:53:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.0264, loss: 1.0264 +2023-12-24 07:51:35,283 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 22:52:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9537, loss_cls: 1.0328, loss: 1.0328 +2023-12-24 07:52:01,545 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 22:52:18, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9425, loss_cls: 1.0762, loss: 1.0762 +2023-12-24 07:52:27,098 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 22:51:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 1.0250, loss: 1.0250 +2023-12-24 07:52:52,546 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 22:51:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9494, loss_cls: 1.0195, loss: 1.0195 +2023-12-24 07:53:17,900 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 22:50:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9537, loss_cls: 1.0459, loss: 1.0459 +2023-12-24 07:53:43,171 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 22:50:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 0.9964, loss: 0.9964 +2023-12-24 07:54:08,350 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 22:50:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9456, loss_cls: 1.0560, loss: 1.0560 +2023-12-24 07:54:33,472 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 22:49:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9456, loss_cls: 1.0689, loss: 1.0689 +2023-12-24 07:54:58,956 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 22:49:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 0.9765, loss: 0.9765 +2023-12-24 07:55:24,309 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 22:48:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.0451, loss: 1.0451 +2023-12-24 07:55:49,942 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 22:48:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.0475, loss: 1.0475 +2023-12-24 07:55:51,871 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-24 08:00:17,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:00:17,829 - pyskl - INFO - +top1_acc 0.7168 +top5_acc 0.9297 +2023-12-24 08:00:17,855 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7168, top5_acc: 0.9297 +2023-12-24 08:01:10,126 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 22:48:22, time: 0.523, data_time: 0.267, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9513, loss_cls: 1.0423, loss: 1.0423 +2023-12-24 08:01:35,741 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 22:47:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 0.9874, loss: 0.9874 +2023-12-24 08:02:01,560 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 22:47:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9631, loss_cls: 0.9716, loss: 0.9716 +2023-12-24 08:02:27,230 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 22:47:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9437, loss_cls: 1.0193, loss: 1.0193 +2023-12-24 08:02:53,053 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 22:46:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9537, loss_cls: 1.0187, loss: 1.0187 +2023-12-24 08:03:18,382 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 22:46:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9556, loss_cls: 0.9992, loss: 0.9992 +2023-12-24 08:03:43,759 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 22:45:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 0.9963, loss: 0.9963 +2023-12-24 08:04:09,517 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 22:45:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 1.0120, loss: 1.0120 +2023-12-24 08:04:34,950 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 22:44:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 1.0114, loss: 1.0114 +2023-12-24 08:05:01,465 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 22:44:19, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 1.1103, loss: 1.1103 +2023-12-24 08:05:27,069 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 22:43:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9394, loss_cls: 1.1363, loss: 1.1363 +2023-12-24 08:05:52,280 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 22:43:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 0.9974, loss: 0.9974 +2023-12-24 08:06:17,718 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 22:42:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9475, loss_cls: 1.0145, loss: 1.0145 +2023-12-24 08:06:43,423 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 22:42:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.0438, loss: 1.0438 +2023-12-24 08:07:08,657 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 22:42:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9381, loss_cls: 1.1049, loss: 1.1049 +2023-12-24 08:07:33,868 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 22:41:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.0285, loss: 1.0285 +2023-12-24 08:07:59,424 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 22:41:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 1.0089, loss: 1.0089 +2023-12-24 08:08:24,712 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 22:40:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 1.0508, loss: 1.0508 +2023-12-24 08:08:50,273 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 22:40:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9487, loss_cls: 0.9729, loss: 0.9729 +2023-12-24 08:09:15,600 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 22:39:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 0.9934, loss: 0.9934 +2023-12-24 08:09:41,335 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 22:39:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 1.0607, loss: 1.0607 +2023-12-24 08:10:06,397 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 22:38:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 1.0143, loss: 1.0143 +2023-12-24 08:10:31,432 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 22:38:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9375, loss_cls: 1.0886, loss: 1.0886 +2023-12-24 08:10:56,462 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 22:37:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9444, loss_cls: 1.0508, loss: 1.0508 +2023-12-24 08:11:21,565 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 22:37:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 1.0197, loss: 1.0197 +2023-12-24 08:11:46,821 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 22:36:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9688, loss_cls: 0.9042, loss: 0.9042 +2023-12-24 08:12:12,566 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 22:36:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 1.0766, loss: 1.0766 +2023-12-24 08:12:37,804 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 22:36:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 1.0751, loss: 1.0751 +2023-12-24 08:13:02,863 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 22:35:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 1.0765, loss: 1.0765 +2023-12-24 08:13:28,183 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 22:35:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9469, loss_cls: 1.0598, loss: 1.0598 +2023-12-24 08:13:53,712 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 22:34:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 1.0378, loss: 1.0378 +2023-12-24 08:14:19,207 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 22:34:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 1.0418, loss: 1.0418 +2023-12-24 08:14:44,757 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 22:33:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9419, loss_cls: 1.0831, loss: 1.0831 +2023-12-24 08:15:10,001 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 22:33:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 1.0321, loss: 1.0321 +2023-12-24 08:15:11,952 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-24 08:19:36,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:19:37,228 - pyskl - INFO - +top1_acc 0.7334 +top5_acc 0.9390 +2023-12-24 08:19:37,254 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7334, top5_acc: 0.9390 +2023-12-24 08:20:29,174 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 22:33:28, time: 0.519, data_time: 0.270, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 0.9851, loss: 0.9851 +2023-12-24 08:20:54,287 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 22:33:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 0.9773, loss: 0.9773 +2023-12-24 08:21:19,908 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 22:32:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 0.9546, loss: 0.9546 +2023-12-24 08:21:45,428 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 22:32:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 1.0148, loss: 1.0148 +2023-12-24 08:22:10,566 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 22:31:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 0.9317, loss: 0.9317 +2023-12-24 08:22:36,170 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 22:31:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 0.9940, loss: 0.9940 +2023-12-24 08:23:02,865 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 22:30:45, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9487, loss_cls: 0.9924, loss: 0.9924 +2023-12-24 08:23:29,290 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 22:30:19, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 1.0184, loss: 1.0184 +2023-12-24 08:23:55,096 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 22:29:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 0.9335, loss: 0.9335 +2023-12-24 08:24:20,344 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 22:29:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 1.0405, loss: 1.0405 +2023-12-24 08:24:45,699 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 22:28:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9437, loss_cls: 1.0850, loss: 1.0850 +2023-12-24 08:25:11,474 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 22:28:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.0080, loss: 1.0080 +2023-12-24 08:25:36,766 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 22:28:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 0.9932, loss: 0.9932 +2023-12-24 08:26:02,263 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 22:27:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 1.0422, loss: 1.0422 +2023-12-24 08:26:27,671 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 22:27:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9581, loss_cls: 0.9927, loss: 0.9927 +2023-12-24 08:26:53,045 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 22:26:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 0.9799, loss: 0.9799 +2023-12-24 08:27:18,529 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 22:26:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9437, loss_cls: 1.0766, loss: 1.0766 +2023-12-24 08:27:44,202 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 22:25:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9575, loss_cls: 1.0270, loss: 1.0270 +2023-12-24 08:28:09,412 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 22:25:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 1.0716, loss: 1.0716 +2023-12-24 08:28:35,099 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 22:24:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 0.9873, loss: 0.9873 +2023-12-24 08:29:00,432 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 22:24:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9500, loss_cls: 1.0276, loss: 1.0276 +2023-12-24 08:29:25,780 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 22:23:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.0312, loss: 1.0312 +2023-12-24 08:29:51,052 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 22:23:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9506, loss_cls: 1.0402, loss: 1.0402 +2023-12-24 08:30:16,418 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 22:23:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9463, loss_cls: 1.0263, loss: 1.0263 +2023-12-24 08:30:41,838 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 22:22:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.0546, loss: 1.0546 +2023-12-24 08:31:07,541 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 22:22:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9637, loss_cls: 0.9700, loss: 0.9700 +2023-12-24 08:31:33,040 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 22:21:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 1.0863, loss: 1.0863 +2023-12-24 08:31:58,439 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 22:21:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9450, loss_cls: 1.0422, loss: 1.0422 +2023-12-24 08:32:23,823 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 22:20:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9437, loss_cls: 1.0687, loss: 1.0687 +2023-12-24 08:32:49,166 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 22:20:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.0001, loss: 1.0001 +2023-12-24 08:33:14,656 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 22:19:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 1.0421, loss: 1.0421 +2023-12-24 08:33:40,920 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 22:19:24, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 1.0468, loss: 1.0468 +2023-12-24 08:34:06,979 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 22:18:57, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 1.0110, loss: 1.0110 +2023-12-24 08:34:32,425 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 22:18:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9519, loss_cls: 1.0722, loss: 1.0722 +2023-12-24 08:34:34,369 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-24 08:38:59,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:39:00,313 - pyskl - INFO - +top1_acc 0.7239 +top5_acc 0.9354 +2023-12-24 08:39:00,338 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7239, top5_acc: 0.9354 +2023-12-24 08:39:52,928 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 22:18:40, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 1.0190, loss: 1.0190 +2023-12-24 08:40:18,084 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 22:18:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9675, loss_cls: 0.9273, loss: 0.9273 +2023-12-24 08:40:44,199 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 22:17:46, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9656, loss_cls: 0.9359, loss: 0.9359 +2023-12-24 08:41:10,382 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 22:17:20, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9600, loss_cls: 0.9732, loss: 0.9732 +2023-12-24 08:41:35,858 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 22:16:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 0.9799, loss: 0.9799 +2023-12-24 08:42:00,862 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 22:16:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 1.0203, loss: 1.0203 +2023-12-24 08:42:25,884 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 22:15:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 1.0052, loss: 1.0052 +2023-12-24 08:42:50,896 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 22:15:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 0.9034, loss: 0.9034 +2023-12-24 08:43:16,568 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 22:15:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9525, loss_cls: 0.9933, loss: 0.9933 +2023-12-24 08:43:42,029 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 22:14:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 0.9835, loss: 0.9835 +2023-12-24 08:44:07,280 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 22:14:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 1.0331, loss: 1.0331 +2023-12-24 08:44:32,790 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 22:13:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 1.1052, loss: 1.1052 +2023-12-24 08:44:58,053 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 22:13:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 0.9756, loss: 0.9756 +2023-12-24 08:45:23,563 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 22:12:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9625, loss_cls: 0.9779, loss: 0.9779 +2023-12-24 08:45:49,079 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 22:12:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.0499, loss: 1.0499 +2023-12-24 08:46:14,498 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 22:11:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 0.9705, loss: 0.9705 +2023-12-24 08:46:39,943 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 22:11:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 0.9534, loss: 0.9534 +2023-12-24 08:47:05,317 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 22:10:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 1.0274, loss: 1.0274 +2023-12-24 08:47:31,018 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 22:10:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 0.9689, loss: 0.9689 +2023-12-24 08:47:57,252 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 22:10:01, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 1.0376, loss: 1.0376 +2023-12-24 08:48:22,678 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 22:09:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 1.0630, loss: 1.0630 +2023-12-24 08:48:47,930 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 22:09:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 1.0229, loss: 1.0229 +2023-12-24 08:49:12,962 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 22:08:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 1.0224, loss: 1.0224 +2023-12-24 08:49:37,984 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 22:08:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9456, loss_cls: 1.0017, loss: 1.0017 +2023-12-24 08:50:03,029 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 22:07:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 0.9756, loss: 0.9756 +2023-12-24 08:50:28,582 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 22:07:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 0.9838, loss: 0.9838 +2023-12-24 08:50:54,135 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 22:06:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 0.9973, loss: 0.9973 +2023-12-24 08:51:19,372 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 22:06:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 0.9810, loss: 0.9810 +2023-12-24 08:51:44,500 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 22:05:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9500, loss_cls: 1.0038, loss: 1.0038 +2023-12-24 08:52:09,495 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 22:05:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 1.0980, loss: 1.0980 +2023-12-24 08:52:34,469 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 22:04:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.0419, loss: 1.0419 +2023-12-24 08:52:59,677 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 22:04:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 1.0515, loss: 1.0515 +2023-12-24 08:53:25,636 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 22:04:03, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.0462, loss: 1.0462 +2023-12-24 08:53:51,348 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 22:03:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9469, loss_cls: 1.0583, loss: 1.0583 +2023-12-24 08:53:53,259 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-24 08:58:18,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 08:58:19,245 - pyskl - INFO - +top1_acc 0.6961 +top5_acc 0.9279 +2023-12-24 08:58:19,271 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.6961, top5_acc: 0.9279 +2023-12-24 08:59:11,591 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 22:03:44, time: 0.523, data_time: 0.271, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 0.9476, loss: 0.9476 +2023-12-24 08:59:36,821 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 22:03:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9500, loss_cls: 0.9947, loss: 0.9947 +2023-12-24 09:00:02,149 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 22:02:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 0.9862, loss: 0.9862 +2023-12-24 09:00:28,103 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 22:02:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 0.9635, loss: 0.9635 +2023-12-24 09:00:54,083 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 22:01:56, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9650, loss_cls: 0.9718, loss: 0.9718 +2023-12-24 09:01:20,022 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 22:01:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 1.0169, loss: 1.0169 +2023-12-24 09:01:45,789 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 22:01:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 1.0196, loss: 1.0196 +2023-12-24 09:02:11,317 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 22:00:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 1.0294, loss: 1.0294 +2023-12-24 09:02:37,177 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 22:00:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9456, loss_cls: 1.0026, loss: 1.0026 +2023-12-24 09:03:02,646 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 21:59:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 1.0605, loss: 1.0605 +2023-12-24 09:03:28,022 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 21:59:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 0.9892, loss: 0.9892 +2023-12-24 09:03:53,292 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 21:58:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 1.0114, loss: 1.0114 +2023-12-24 09:04:18,679 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 21:58:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9400, loss_cls: 1.0838, loss: 1.0838 +2023-12-24 09:04:44,022 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 21:57:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 0.9838, loss: 0.9838 +2023-12-24 09:05:09,645 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 21:57:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 0.9772, loss: 0.9772 +2023-12-24 09:05:35,163 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 21:56:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9500, loss_cls: 0.9900, loss: 0.9900 +2023-12-24 09:06:00,906 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 21:56:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9506, loss_cls: 1.0382, loss: 1.0382 +2023-12-24 09:06:26,084 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 21:56:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 0.9819, loss: 0.9819 +2023-12-24 09:06:51,996 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 21:55:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9650, loss_cls: 0.9714, loss: 0.9714 +2023-12-24 09:07:17,335 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 21:55:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9419, loss_cls: 1.0099, loss: 1.0099 +2023-12-24 09:07:42,418 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 21:54:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 0.9799, loss: 0.9799 +2023-12-24 09:08:07,489 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 21:54:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.0091, loss: 1.0091 +2023-12-24 09:08:32,554 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 21:53:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 1.0674, loss: 1.0674 +2023-12-24 09:08:57,612 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 21:53:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9494, loss_cls: 1.0820, loss: 1.0820 +2023-12-24 09:09:22,989 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 21:52:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 0.9763, loss: 0.9763 +2023-12-24 09:09:48,746 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 21:52:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 0.9943, loss: 0.9943 +2023-12-24 09:10:14,518 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 21:51:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.0071, loss: 1.0071 +2023-12-24 09:10:40,161 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 21:51:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9544, loss_cls: 0.9365, loss: 0.9365 +2023-12-24 09:11:05,553 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 21:51:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9531, loss_cls: 0.9805, loss: 0.9805 +2023-12-24 09:11:30,932 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 21:50:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.0394, loss: 1.0394 +2023-12-24 09:11:56,190 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 21:50:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.0818, loss: 1.0818 +2023-12-24 09:12:21,593 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 21:49:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 1.0654, loss: 1.0654 +2023-12-24 09:12:46,898 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 21:49:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.0525, loss: 1.0525 +2023-12-24 09:13:12,174 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 21:48:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 1.0376, loss: 1.0376 +2023-12-24 09:13:14,115 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-24 09:17:39,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:17:39,812 - pyskl - INFO - +top1_acc 0.7195 +top5_acc 0.9357 +2023-12-24 09:17:39,837 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7195, top5_acc: 0.9357 +2023-12-24 09:18:31,891 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 21:48:51, time: 0.520, data_time: 0.267, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9575, loss_cls: 0.9323, loss: 0.9323 +2023-12-24 09:18:57,180 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 21:48:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 0.9360, loss: 0.9360 +2023-12-24 09:19:22,505 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 21:47:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 0.9923, loss: 0.9923 +2023-12-24 09:19:48,109 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 21:47:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 1.0278, loss: 1.0278 +2023-12-24 09:20:13,705 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 21:47:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 0.9689, loss: 0.9689 +2023-12-24 09:20:39,967 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 21:46:36, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 0.9573, loss: 0.9573 +2023-12-24 09:21:05,849 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 21:46:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9581, loss_cls: 1.0735, loss: 1.0735 +2023-12-24 09:21:31,199 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 21:45:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 0.9281, loss: 0.9281 +2023-12-24 09:21:56,624 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 21:45:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 1.0030, loss: 1.0030 +2023-12-24 09:22:21,917 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 21:44:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 0.9521, loss: 0.9521 +2023-12-24 09:22:47,505 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 21:44:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 0.9707, loss: 0.9707 +2023-12-24 09:23:12,729 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 21:43:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9587, loss_cls: 0.9428, loss: 0.9428 +2023-12-24 09:23:38,250 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 21:43:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 1.0181, loss: 1.0181 +2023-12-24 09:24:03,602 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 21:42:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 1.0223, loss: 1.0223 +2023-12-24 09:24:28,859 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 21:42:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 1.0034, loss: 1.0034 +2023-12-24 09:24:54,477 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 21:42:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 0.9640, loss: 0.9640 +2023-12-24 09:25:20,270 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 21:41:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 0.9972, loss: 0.9972 +2023-12-24 09:25:45,614 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 21:41:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 0.9961, loss: 0.9961 +2023-12-24 09:26:10,800 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 21:40:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 0.9539, loss: 0.9539 +2023-12-24 09:26:35,914 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 21:40:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 0.9965, loss: 0.9965 +2023-12-24 09:27:01,316 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 21:39:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 0.9638, loss: 0.9638 +2023-12-24 09:27:26,630 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 21:39:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9506, loss_cls: 1.0409, loss: 1.0409 +2023-12-24 09:27:52,012 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 21:38:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 0.9720, loss: 0.9720 +2023-12-24 09:28:17,393 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 21:38:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 1.0486, loss: 1.0486 +2023-12-24 09:28:42,626 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 21:37:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 0.9884, loss: 0.9884 +2023-12-24 09:29:08,351 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 21:37:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9444, loss_cls: 1.0213, loss: 1.0213 +2023-12-24 09:29:34,025 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 21:37:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9481, loss_cls: 1.0105, loss: 1.0105 +2023-12-24 09:30:00,152 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 21:36:36, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9531, loss_cls: 1.0091, loss: 1.0091 +2023-12-24 09:30:26,174 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 21:36:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 1.0064, loss: 1.0064 +2023-12-24 09:30:51,543 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 21:35:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9400, loss_cls: 1.0515, loss: 1.0515 +2023-12-24 09:31:16,821 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 21:35:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 0.9797, loss: 0.9797 +2023-12-24 09:31:41,965 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 21:34:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 1.0243, loss: 1.0243 +2023-12-24 09:32:07,527 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 21:34:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 0.9933, loss: 0.9933 +2023-12-24 09:32:32,605 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 21:33:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9456, loss_cls: 1.0389, loss: 1.0389 +2023-12-24 09:32:34,494 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-24 09:37:00,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:37:00,940 - pyskl - INFO - +top1_acc 0.6866 +top5_acc 0.9145 +2023-12-24 09:37:00,965 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.6866, top5_acc: 0.9145 +2023-12-24 09:37:52,989 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 21:33:59, time: 0.520, data_time: 0.268, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 0.9261, loss: 0.9261 +2023-12-24 09:38:18,527 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 21:33:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9519, loss_cls: 0.9343, loss: 0.9343 +2023-12-24 09:38:43,802 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 21:33:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 0.9543, loss: 0.9543 +2023-12-24 09:39:09,073 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 21:32:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9556, loss_cls: 0.9599, loss: 0.9599 +2023-12-24 09:39:34,569 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 21:32:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 1.0089, loss: 1.0089 +2023-12-24 09:40:00,514 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 21:31:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 0.9995, loss: 0.9995 +2023-12-24 09:40:27,208 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 21:31:17, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9587, loss_cls: 0.9939, loss: 0.9939 +2023-12-24 09:40:53,965 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 21:30:52, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 1.0202, loss: 1.0202 +2023-12-24 09:41:20,679 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 21:30:26, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.0313, loss: 1.0313 +2023-12-24 09:41:46,260 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 21:29:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 0.9484, loss: 0.9484 +2023-12-24 09:42:12,173 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 21:29:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 0.9867, loss: 0.9867 +2023-12-24 09:42:37,220 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 21:29:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 1.0325, loss: 1.0325 +2023-12-24 09:43:02,277 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 21:28:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9481, loss_cls: 1.0206, loss: 1.0206 +2023-12-24 09:43:27,324 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 21:28:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9594, loss_cls: 0.9824, loss: 0.9824 +2023-12-24 09:43:52,386 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 21:27:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 0.9814, loss: 0.9814 +2023-12-24 09:44:18,055 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 21:27:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 0.9608, loss: 0.9608 +2023-12-24 09:44:43,498 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 21:26:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9581, loss_cls: 1.0064, loss: 1.0064 +2023-12-24 09:45:08,877 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 21:26:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9456, loss_cls: 0.9790, loss: 0.9790 +2023-12-24 09:45:34,261 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 21:25:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 0.9988, loss: 0.9988 +2023-12-24 09:46:00,036 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 21:25:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 1.0178, loss: 1.0178 +2023-12-24 09:46:25,430 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 21:24:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9544, loss_cls: 0.9647, loss: 0.9647 +2023-12-24 09:46:51,034 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 21:24:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 1.0502, loss: 1.0502 +2023-12-24 09:47:16,412 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 21:24:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 0.9526, loss: 0.9526 +2023-12-24 09:47:41,787 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 21:23:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 0.9435, loss: 0.9435 +2023-12-24 09:48:07,532 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 21:23:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 1.0104, loss: 1.0104 +2023-12-24 09:48:33,055 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 21:22:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9431, loss_cls: 1.0720, loss: 1.0720 +2023-12-24 09:48:59,016 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 21:22:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 0.9672, loss: 0.9672 +2023-12-24 09:49:24,383 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 21:21:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 0.9791, loss: 0.9791 +2023-12-24 09:49:49,582 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 21:21:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 1.0315, loss: 1.0315 +2023-12-24 09:50:14,797 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 21:20:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9619, loss_cls: 0.9861, loss: 0.9861 +2023-12-24 09:50:40,282 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 21:20:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9556, loss_cls: 1.0294, loss: 1.0294 +2023-12-24 09:51:05,556 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 21:19:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 1.0309, loss: 1.0309 +2023-12-24 09:51:30,766 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 21:19:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9450, loss_cls: 1.0366, loss: 1.0366 +2023-12-24 09:51:56,547 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 21:19:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 0.9650, loss: 0.9650 +2023-12-24 09:51:58,673 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-24 09:56:23,854 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 09:56:24,489 - pyskl - INFO - +top1_acc 0.7219 +top5_acc 0.9333 +2023-12-24 09:56:24,515 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7219, top5_acc: 0.9333 +2023-12-24 09:57:17,168 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 21:19:11, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.9031, loss: 0.9031 +2023-12-24 09:57:42,549 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 21:18:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 0.9442, loss: 0.9442 +2023-12-24 09:58:07,679 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 21:18:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 0.9327, loss: 0.9327 +2023-12-24 09:58:33,106 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 21:17:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9444, loss_cls: 1.0007, loss: 1.0007 +2023-12-24 09:58:58,418 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 21:17:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 1.0268, loss: 1.0268 +2023-12-24 09:59:24,007 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 21:16:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 0.9508, loss: 0.9508 +2023-12-24 09:59:49,473 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 21:16:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 0.9862, loss: 0.9862 +2023-12-24 10:00:14,860 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 21:15:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 0.9078, loss: 0.9078 +2023-12-24 10:00:40,289 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 21:15:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 0.9607, loss: 0.9607 +2023-12-24 10:01:05,736 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 21:15:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 0.9232, loss: 0.9232 +2023-12-24 10:01:31,290 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 21:14:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 0.9327, loss: 0.9327 +2023-12-24 10:01:56,570 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 21:14:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9531, loss_cls: 0.9542, loss: 0.9542 +2023-12-24 10:02:21,661 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 21:13:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 0.8978, loss: 0.8978 +2023-12-24 10:02:47,195 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 21:13:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 1.0034, loss: 1.0034 +2023-12-24 10:03:12,528 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 21:12:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 0.9990, loss: 0.9990 +2023-12-24 10:03:37,903 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 21:12:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 0.9759, loss: 0.9759 +2023-12-24 10:04:04,026 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 21:11:54, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.0418, loss: 1.0418 +2023-12-24 10:04:29,586 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 21:11:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 0.9886, loss: 0.9886 +2023-12-24 10:04:55,202 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 21:11:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 1.0162, loss: 1.0162 +2023-12-24 10:05:20,618 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 21:10:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 0.9885, loss: 0.9885 +2023-12-24 10:05:46,025 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 21:10:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 0.9874, loss: 0.9874 +2023-12-24 10:06:11,318 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 21:09:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9437, loss_cls: 1.0177, loss: 1.0177 +2023-12-24 10:06:36,746 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 21:09:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9600, loss_cls: 0.9985, loss: 0.9985 +2023-12-24 10:07:02,221 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 21:08:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 0.9740, loss: 0.9740 +2023-12-24 10:07:27,899 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 21:08:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 1.0323, loss: 1.0323 +2023-12-24 10:07:53,468 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 21:07:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 1.0045, loss: 1.0045 +2023-12-24 10:08:19,054 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 21:07:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 0.9832, loss: 0.9832 +2023-12-24 10:08:44,364 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 21:06:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.0012, loss: 1.0012 +2023-12-24 10:09:10,090 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 21:06:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9606, loss_cls: 0.9588, loss: 0.9588 +2023-12-24 10:09:35,317 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 21:06:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 1.0125, loss: 1.0125 +2023-12-24 10:10:01,296 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 21:05:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9556, loss_cls: 1.0282, loss: 1.0282 +2023-12-24 10:10:26,553 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 21:05:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9500, loss_cls: 0.9512, loss: 0.9512 +2023-12-24 10:10:52,078 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 21:04:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 0.9481, loss: 0.9481 +2023-12-24 10:11:17,378 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 21:04:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.0128, loss: 1.0128 +2023-12-24 10:11:19,296 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-24 10:15:44,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:15:45,125 - pyskl - INFO - +top1_acc 0.7236 +top5_acc 0.9370 +2023-12-24 10:15:45,151 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7236, top5_acc: 0.9370 +2023-12-24 10:16:37,548 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 21:04:18, time: 0.524, data_time: 0.273, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 0.9174, loss: 0.9174 +2023-12-24 10:17:02,714 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 21:03:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 0.9223, loss: 0.9223 +2023-12-24 10:17:27,922 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 21:03:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 0.9037, loss: 0.9037 +2023-12-24 10:17:53,441 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 21:02:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 0.9863, loss: 0.9863 +2023-12-24 10:18:19,497 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 21:02:29, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 0.8971, loss: 0.8971 +2023-12-24 10:18:44,848 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 21:02:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 0.9411, loss: 0.9411 +2023-12-24 10:19:10,546 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 21:01:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 0.9182, loss: 0.9182 +2023-12-24 10:19:36,117 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 21:01:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 0.9278, loss: 0.9278 +2023-12-24 10:20:01,370 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 21:00:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 0.9348, loss: 0.9348 +2023-12-24 10:20:26,739 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 21:00:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 0.9736, loss: 0.9736 +2023-12-24 10:20:52,148 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 20:59:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 0.9622, loss: 0.9622 +2023-12-24 10:21:17,726 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 20:59:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 1.0322, loss: 1.0322 +2023-12-24 10:21:42,979 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 20:58:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 0.9429, loss: 0.9429 +2023-12-24 10:22:08,158 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 20:58:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 0.9994, loss: 0.9994 +2023-12-24 10:22:33,560 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 20:57:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 1.0077, loss: 1.0077 +2023-12-24 10:22:58,667 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 20:57:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 0.8830, loss: 0.8830 +2023-12-24 10:23:24,312 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 20:57:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 0.9893, loss: 0.9893 +2023-12-24 10:23:49,829 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 20:56:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 0.9621, loss: 0.9621 +2023-12-24 10:24:15,266 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 20:56:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 0.9388, loss: 0.9388 +2023-12-24 10:24:40,918 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 20:55:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 0.9713, loss: 0.9713 +2023-12-24 10:25:06,647 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 20:55:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 1.0102, loss: 1.0102 +2023-12-24 10:25:31,944 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 20:54:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9487, loss_cls: 1.0020, loss: 1.0020 +2023-12-24 10:25:57,421 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 20:54:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 0.9884, loss: 0.9884 +2023-12-24 10:26:22,667 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 20:53:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9444, loss_cls: 1.0560, loss: 1.0560 +2023-12-24 10:26:47,992 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 20:53:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9563, loss_cls: 1.0247, loss: 1.0247 +2023-12-24 10:27:13,901 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 20:52:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 1.0450, loss: 1.0450 +2023-12-24 10:27:39,623 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 20:52:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 1.0281, loss: 1.0281 +2023-12-24 10:28:05,183 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 20:52:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 0.9274, loss: 0.9274 +2023-12-24 10:28:30,509 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 20:51:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 0.9321, loss: 0.9321 +2023-12-24 10:28:55,884 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 20:51:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9487, loss_cls: 1.0516, loss: 1.0516 +2023-12-24 10:29:21,131 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 20:50:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 0.8964, loss: 0.8964 +2023-12-24 10:29:46,266 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 20:50:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.0519, loss: 1.0519 +2023-12-24 10:30:12,510 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 20:49:48, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 0.9578, loss: 0.9578 +2023-12-24 10:30:37,702 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 20:49:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 0.8850, loss: 0.8850 +2023-12-24 10:30:39,681 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-24 10:35:05,136 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:35:05,763 - pyskl - INFO - +top1_acc 0.7128 +top5_acc 0.9308 +2023-12-24 10:35:05,788 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7128, top5_acc: 0.9308 +2023-12-24 10:35:58,468 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 20:49:25, time: 0.527, data_time: 0.275, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9644, loss_cls: 0.8780, loss: 0.8780 +2023-12-24 10:36:23,596 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 20:48:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 0.8902, loss: 0.8902 +2023-12-24 10:36:48,740 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 20:48:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 0.9278, loss: 0.9278 +2023-12-24 10:37:14,142 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 20:48:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 0.9075, loss: 0.9075 +2023-12-24 10:37:39,563 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 20:47:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9625, loss_cls: 0.9138, loss: 0.9138 +2023-12-24 10:38:04,558 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 20:47:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 0.9348, loss: 0.9348 +2023-12-24 10:38:29,915 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 20:46:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 0.9373, loss: 0.9373 +2023-12-24 10:38:55,437 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 20:46:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 1.0287, loss: 1.0287 +2023-12-24 10:39:20,810 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 20:45:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 0.9727, loss: 0.9727 +2023-12-24 10:39:46,288 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 20:45:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9581, loss_cls: 0.9471, loss: 0.9471 +2023-12-24 10:40:11,810 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 20:44:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 1.0087, loss: 1.0087 +2023-12-24 10:40:37,292 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 20:44:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.0351, loss: 1.0351 +2023-12-24 10:41:02,476 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 20:43:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 1.0061, loss: 1.0061 +2023-12-24 10:41:27,495 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 20:43:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9644, loss_cls: 0.9760, loss: 0.9760 +2023-12-24 10:41:52,940 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 20:43:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 0.9018, loss: 0.9018 +2023-12-24 10:42:18,538 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 20:42:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 0.9777, loss: 0.9777 +2023-12-24 10:42:44,310 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 20:42:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 0.9729, loss: 0.9729 +2023-12-24 10:43:10,165 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 20:41:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 0.9544, loss: 0.9544 +2023-12-24 10:43:36,842 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 20:41:16, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9500, loss_cls: 0.9750, loss: 0.9750 +2023-12-24 10:44:03,524 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 20:40:50, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 0.9540, loss: 0.9540 +2023-12-24 10:44:30,187 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 20:40:25, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 0.9576, loss: 0.9576 +2023-12-24 10:44:56,833 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 20:39:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 0.9922, loss: 0.9922 +2023-12-24 10:45:23,476 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 20:39:33, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 0.9670, loss: 0.9670 +2023-12-24 10:45:50,147 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 20:39:08, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9556, loss_cls: 0.9288, loss: 0.9288 +2023-12-24 10:46:16,331 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 20:38:41, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9519, loss_cls: 0.9653, loss: 0.9653 +2023-12-24 10:46:41,981 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 20:38:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 0.9520, loss: 0.9520 +2023-12-24 10:47:07,626 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 20:37:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 1.0279, loss: 1.0279 +2023-12-24 10:47:32,635 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 20:37:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 1.0043, loss: 1.0043 +2023-12-24 10:47:57,635 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 20:36:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 0.9880, loss: 0.9880 +2023-12-24 10:48:22,631 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 20:36:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 0.9365, loss: 0.9365 +2023-12-24 10:48:47,632 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 20:35:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 0.9647, loss: 0.9647 +2023-12-24 10:49:12,636 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 20:35:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 0.9805, loss: 0.9805 +2023-12-24 10:49:38,129 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 20:35:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9600, loss_cls: 1.0137, loss: 1.0137 +2023-12-24 10:50:03,656 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 20:34:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 1.0269, loss: 1.0269 +2023-12-24 10:50:05,711 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-24 10:54:31,945 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 10:54:32,587 - pyskl - INFO - +top1_acc 0.7379 +top5_acc 0.9437 +2023-12-24 10:54:32,592 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_57.pth was removed +2023-12-24 10:54:32,804 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2023-12-24 10:54:32,805 - pyskl - INFO - Best top1_acc is 0.7379 at 67 epoch. +2023-12-24 10:54:32,831 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7379, top5_acc: 0.9437 +2023-12-24 10:55:25,708 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 20:34:39, time: 0.529, data_time: 0.272, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9644, loss_cls: 0.9729, loss: 0.9729 +2023-12-24 10:55:51,453 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 20:34:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 0.9226, loss: 0.9226 +2023-12-24 10:56:16,927 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 20:33:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 0.8509, loss: 0.8509 +2023-12-24 10:56:42,280 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 20:33:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 0.9566, loss: 0.9566 +2023-12-24 10:57:07,391 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 20:32:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 0.9112, loss: 0.9112 +2023-12-24 10:57:32,434 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 20:32:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 0.9364, loss: 0.9364 +2023-12-24 10:57:57,785 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 20:31:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 0.9384, loss: 0.9384 +2023-12-24 10:58:23,087 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 20:31:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 0.8912, loss: 0.8912 +2023-12-24 10:58:48,706 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 20:31:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9650, loss_cls: 0.9254, loss: 0.9254 +2023-12-24 10:59:14,232 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 20:30:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 0.9388, loss: 0.9388 +2023-12-24 10:59:40,469 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 20:30:07, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 0.9499, loss: 0.9499 +2023-12-24 11:00:07,144 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 20:29:42, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 0.9801, loss: 0.9801 +2023-12-24 11:00:32,686 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 20:29:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 0.9330, loss: 0.9330 +2023-12-24 11:00:58,307 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 20:28:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 1.0461, loss: 1.0461 +2023-12-24 11:01:23,435 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 20:28:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 0.9705, loss: 0.9705 +2023-12-24 11:01:48,830 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 20:27:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 0.9903, loss: 0.9903 +2023-12-24 11:02:14,468 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 20:27:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 0.9728, loss: 0.9728 +2023-12-24 11:02:40,173 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 20:26:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 0.9526, loss: 0.9526 +2023-12-24 11:03:05,663 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 20:26:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 0.9125, loss: 0.9125 +2023-12-24 11:03:31,069 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 20:26:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9606, loss_cls: 0.9166, loss: 0.9166 +2023-12-24 11:03:56,413 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 20:25:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.0663, loss: 1.0663 +2023-12-24 11:04:21,695 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 20:25:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 0.9908, loss: 0.9908 +2023-12-24 11:04:46,764 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 20:24:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 0.9749, loss: 0.9749 +2023-12-24 11:05:11,827 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 20:24:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 0.9248, loss: 0.9248 +2023-12-24 11:05:36,928 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 20:23:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 0.9506, loss: 0.9506 +2023-12-24 11:06:02,479 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 20:23:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9544, loss_cls: 0.9721, loss: 0.9721 +2023-12-24 11:06:27,862 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 20:22:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 1.0056, loss: 1.0056 +2023-12-24 11:06:53,130 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 20:22:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 1.0235, loss: 1.0235 +2023-12-24 11:07:18,628 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 20:21:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 0.9839, loss: 0.9839 +2023-12-24 11:07:44,106 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 20:21:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 0.9814, loss: 0.9814 +2023-12-24 11:08:09,482 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 20:21:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 0.9820, loss: 0.9820 +2023-12-24 11:08:35,119 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 20:20:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 0.9248, loss: 0.9248 +2023-12-24 11:09:00,584 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 20:20:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 0.9435, loss: 0.9435 +2023-12-24 11:09:25,942 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 20:19:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 0.9790, loss: 0.9790 +2023-12-24 11:09:27,935 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-24 11:13:53,365 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:13:53,988 - pyskl - INFO - +top1_acc 0.7385 +top5_acc 0.9412 +2023-12-24 11:13:53,993 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_67.pth was removed +2023-12-24 11:13:54,204 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2023-12-24 11:13:54,206 - pyskl - INFO - Best top1_acc is 0.7385 at 68 epoch. +2023-12-24 11:13:54,232 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7385, top5_acc: 0.9412 +2023-12-24 11:14:46,564 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 20:19:46, time: 0.523, data_time: 0.275, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 0.9394, loss: 0.9394 +2023-12-24 11:15:11,855 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 20:19:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 0.8928, loss: 0.8928 +2023-12-24 11:15:37,328 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 20:18:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 0.7995, loss: 0.7995 +2023-12-24 11:16:03,517 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 20:18:25, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 0.8387, loss: 0.8387 +2023-12-24 11:16:28,983 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 20:17:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 0.9273, loss: 0.9273 +2023-12-24 11:16:54,149 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 20:17:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 0.9061, loss: 0.9061 +2023-12-24 11:17:19,665 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 20:17:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9513, loss_cls: 0.9569, loss: 0.9569 +2023-12-24 11:17:45,387 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 20:16:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 0.9630, loss: 0.9630 +2023-12-24 11:18:10,633 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 20:16:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 0.9444, loss: 0.9444 +2023-12-24 11:18:36,680 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 20:15:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 0.9722, loss: 0.9722 +2023-12-24 11:19:02,351 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 20:15:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 0.9430, loss: 0.9430 +2023-12-24 11:19:27,728 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 20:14:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 0.9223, loss: 0.9223 +2023-12-24 11:19:52,974 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 20:14:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 0.9535, loss: 0.9535 +2023-12-24 11:20:18,236 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 20:13:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 0.8965, loss: 0.8965 +2023-12-24 11:20:43,642 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 20:13:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 0.9156, loss: 0.9156 +2023-12-24 11:21:09,062 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 20:12:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 0.9625, loss: 0.9625 +2023-12-24 11:21:35,172 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 20:12:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9575, loss_cls: 1.0086, loss: 1.0086 +2023-12-24 11:22:01,119 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 20:12:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 0.9343, loss: 0.9343 +2023-12-24 11:22:26,709 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 20:11:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 0.9629, loss: 0.9629 +2023-12-24 11:22:52,053 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 20:11:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 0.9342, loss: 0.9342 +2023-12-24 11:23:17,882 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 20:10:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 0.9751, loss: 0.9751 +2023-12-24 11:23:43,218 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 20:10:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 0.9975, loss: 0.9975 +2023-12-24 11:24:09,596 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 20:09:52, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 0.9661, loss: 0.9661 +2023-12-24 11:24:35,366 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 20:09:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 0.9146, loss: 0.9146 +2023-12-24 11:25:00,820 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 20:08:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 0.9313, loss: 0.9313 +2023-12-24 11:25:26,464 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 20:08:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 0.9699, loss: 0.9699 +2023-12-24 11:25:52,037 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 20:08:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 0.9281, loss: 0.9281 +2023-12-24 11:26:17,517 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 20:07:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 0.9250, loss: 0.9250 +2023-12-24 11:26:42,832 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 20:07:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 1.0124, loss: 1.0124 +2023-12-24 11:27:08,425 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 20:06:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 0.8839, loss: 0.8839 +2023-12-24 11:27:34,042 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 20:06:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 0.9488, loss: 0.9488 +2023-12-24 11:27:59,476 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 20:05:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 0.9737, loss: 0.9737 +2023-12-24 11:28:24,902 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 20:05:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9537, loss_cls: 0.9778, loss: 0.9778 +2023-12-24 11:28:50,250 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 20:04:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 0.9117, loss: 0.9117 +2023-12-24 11:28:52,310 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-24 11:33:18,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:33:19,328 - pyskl - INFO - +top1_acc 0.6829 +top5_acc 0.9088 +2023-12-24 11:33:19,354 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.6829, top5_acc: 0.9088 +2023-12-24 11:34:11,606 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 20:04:56, time: 0.522, data_time: 0.272, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 0.9678, loss: 0.9678 +2023-12-24 11:34:36,709 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 20:04:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 0.9218, loss: 0.9218 +2023-12-24 11:35:02,216 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 20:04:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 0.8497, loss: 0.8497 +2023-12-24 11:35:27,884 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 20:03:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 0.9208, loss: 0.9208 +2023-12-24 11:35:53,520 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 20:03:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 0.9136, loss: 0.9136 +2023-12-24 11:36:18,805 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 20:02:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 0.8787, loss: 0.8787 +2023-12-24 11:36:44,179 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 20:02:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 0.9489, loss: 0.9489 +2023-12-24 11:37:09,928 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 20:01:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 0.9324, loss: 0.9324 +2023-12-24 11:37:35,254 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 20:01:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 0.8744, loss: 0.8744 +2023-12-24 11:38:00,748 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 20:00:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 0.9416, loss: 0.9416 +2023-12-24 11:38:26,930 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 20:00:26, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 0.9264, loss: 0.9264 +2023-12-24 11:38:52,379 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 19:59:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 0.9248, loss: 0.9248 +2023-12-24 11:39:17,698 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 19:59:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9531, loss_cls: 1.0099, loss: 1.0099 +2023-12-24 11:39:43,219 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 19:59:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 0.9633, loss: 0.9633 +2023-12-24 11:40:08,890 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 19:58:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 0.9957, loss: 0.9957 +2023-12-24 11:40:34,320 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 19:58:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9575, loss_cls: 0.9111, loss: 0.9111 +2023-12-24 11:40:59,799 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 19:57:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 0.9276, loss: 0.9276 +2023-12-24 11:41:25,367 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 19:57:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 0.9252, loss: 0.9252 +2023-12-24 11:41:51,062 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 19:56:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 0.9869, loss: 0.9869 +2023-12-24 11:42:16,766 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 19:56:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9681, loss_cls: 0.9238, loss: 0.9238 +2023-12-24 11:42:42,660 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 19:55:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 0.8990, loss: 0.8990 +2023-12-24 11:43:08,546 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 19:55:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 0.9846, loss: 0.9846 +2023-12-24 11:43:35,183 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 19:55:04, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 0.9247, loss: 0.9247 +2023-12-24 11:44:01,814 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 19:54:38, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 0.9665, loss: 0.9665 +2023-12-24 11:44:27,661 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 19:54:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 0.9674, loss: 0.9674 +2023-12-24 11:44:53,488 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 19:53:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9525, loss_cls: 0.9885, loss: 0.9885 +2023-12-24 11:45:18,852 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 19:53:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 0.9886, loss: 0.9886 +2023-12-24 11:45:44,518 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 19:52:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 0.9271, loss: 0.9271 +2023-12-24 11:46:10,337 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 19:52:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 0.9666, loss: 0.9666 +2023-12-24 11:46:35,822 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 19:51:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 0.9459, loss: 0.9459 +2023-12-24 11:47:01,227 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 19:51:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 0.9325, loss: 0.9325 +2023-12-24 11:47:26,536 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 19:51:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 0.9942, loss: 0.9942 +2023-12-24 11:47:51,992 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 19:50:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 0.9360, loss: 0.9360 +2023-12-24 11:48:17,294 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 19:50:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9650, loss_cls: 0.9467, loss: 0.9467 +2023-12-24 11:48:19,293 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-24 11:52:45,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 11:52:45,876 - pyskl - INFO - +top1_acc 0.6410 +top5_acc 0.8738 +2023-12-24 11:52:45,901 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.6410, top5_acc: 0.8738 +2023-12-24 11:53:38,642 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 19:50:10, time: 0.527, data_time: 0.275, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 0.9414, loss: 0.9414 +2023-12-24 11:54:03,512 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 19:49:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 0.9384, loss: 0.9384 +2023-12-24 11:54:28,442 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 19:49:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 0.8836, loss: 0.8836 +2023-12-24 11:54:53,563 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 19:48:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 0.9184, loss: 0.9184 +2023-12-24 11:55:19,688 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 19:48:20, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9556, loss_cls: 0.9420, loss: 0.9420 +2023-12-24 11:55:46,224 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 19:47:55, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 0.8689, loss: 0.8689 +2023-12-24 11:56:12,426 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 19:47:28, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 0.9173, loss: 0.9173 +2023-12-24 11:56:38,340 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 19:47:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 0.9613, loss: 0.9613 +2023-12-24 11:57:03,452 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 19:46:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 0.9275, loss: 0.9275 +2023-12-24 11:57:28,517 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 19:46:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 0.9328, loss: 0.9328 +2023-12-24 11:57:53,563 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 19:45:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 0.9533, loss: 0.9533 +2023-12-24 11:58:18,620 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 19:45:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 0.9453, loss: 0.9453 +2023-12-24 11:58:43,692 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 19:44:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 0.8816, loss: 0.8816 +2023-12-24 11:59:08,816 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 19:44:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 0.8637, loss: 0.8637 +2023-12-24 11:59:34,023 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 19:43:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 0.9376, loss: 0.9376 +2023-12-24 12:00:00,075 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 19:43:23, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 0.8927, loss: 0.8927 +2023-12-24 12:00:25,235 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 19:42:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 0.8509, loss: 0.8509 +2023-12-24 12:00:50,493 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 19:42:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 0.9492, loss: 0.9492 +2023-12-24 12:01:16,076 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 19:42:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 0.9415, loss: 0.9415 +2023-12-24 12:01:41,317 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 19:41:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 0.9213, loss: 0.9213 +2023-12-24 12:02:06,697 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 19:41:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 0.9448, loss: 0.9448 +2023-12-24 12:02:32,159 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 19:40:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 0.8844, loss: 0.8844 +2023-12-24 12:02:57,348 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 19:40:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9544, loss_cls: 0.9421, loss: 0.9421 +2023-12-24 12:03:22,852 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 19:39:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 0.9560, loss: 0.9560 +2023-12-24 12:03:48,261 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 19:39:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 0.9917, loss: 0.9917 +2023-12-24 12:04:13,850 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 19:38:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9563, loss_cls: 0.9571, loss: 0.9571 +2023-12-24 12:04:39,473 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 19:38:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9450, loss_cls: 1.0648, loss: 1.0648 +2023-12-24 12:05:05,039 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 19:37:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.0028, loss: 1.0028 +2023-12-24 12:05:30,319 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 19:37:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 0.9356, loss: 0.9356 +2023-12-24 12:05:56,173 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 19:37:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 0.8979, loss: 0.8979 +2023-12-24 12:06:21,401 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 19:36:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9481, loss_cls: 1.0002, loss: 1.0002 +2023-12-24 12:06:46,778 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 19:36:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 0.9373, loss: 0.9373 +2023-12-24 12:07:12,223 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 19:35:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 0.9646, loss: 0.9646 +2023-12-24 12:07:37,625 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 19:35:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 0.8860, loss: 0.8860 +2023-12-24 12:07:39,612 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-24 12:12:05,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:12:06,444 - pyskl - INFO - +top1_acc 0.7499 +top5_acc 0.9465 +2023-12-24 12:12:06,449 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_68.pth was removed +2023-12-24 12:12:06,784 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2023-12-24 12:12:06,786 - pyskl - INFO - Best top1_acc is 0.7499 at 71 epoch. +2023-12-24 12:12:06,813 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7499, top5_acc: 0.9465 +2023-12-24 12:12:59,332 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 19:35:15, time: 0.525, data_time: 0.275, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 0.8940, loss: 0.8940 +2023-12-24 12:13:25,100 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 19:34:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 0.8219, loss: 0.8219 +2023-12-24 12:13:51,103 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 19:34:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9575, loss_cls: 0.8725, loss: 0.8725 +2023-12-24 12:14:16,534 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 19:33:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 0.8925, loss: 0.8925 +2023-12-24 12:14:42,135 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 19:33:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.8372, loss: 0.8372 +2023-12-24 12:15:07,477 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 19:33:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 0.9368, loss: 0.9368 +2023-12-24 12:15:34,050 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 19:32:35, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 0.8404, loss: 0.8404 +2023-12-24 12:16:00,143 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 19:32:08, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9594, loss_cls: 0.8547, loss: 0.8547 +2023-12-24 12:16:25,708 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 19:31:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 0.9259, loss: 0.9259 +2023-12-24 12:16:51,135 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 19:31:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 0.9759, loss: 0.9759 +2023-12-24 12:17:16,606 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 19:30:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 0.8815, loss: 0.8815 +2023-12-24 12:17:41,940 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 19:30:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 0.9372, loss: 0.9372 +2023-12-24 12:18:07,351 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 19:29:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 0.9310, loss: 0.9310 +2023-12-24 12:18:32,915 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 19:29:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 0.8965, loss: 0.8965 +2023-12-24 12:18:58,239 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 19:28:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9569, loss_cls: 0.8719, loss: 0.8719 +2023-12-24 12:19:23,906 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 19:28:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 0.9853, loss: 0.9853 +2023-12-24 12:19:49,279 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 19:28:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.8574, loss: 0.8574 +2023-12-24 12:20:15,006 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 19:27:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 0.9365, loss: 0.9365 +2023-12-24 12:20:40,572 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 19:27:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 0.9659, loss: 0.9659 +2023-12-24 12:21:05,791 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 19:26:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 0.8936, loss: 0.8936 +2023-12-24 12:21:31,109 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 19:26:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 0.9966, loss: 0.9966 +2023-12-24 12:21:56,334 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 19:25:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 0.9591, loss: 0.9591 +2023-12-24 12:22:22,524 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 19:25:23, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 0.9184, loss: 0.9184 +2023-12-24 12:22:49,210 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 19:24:57, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 0.9491, loss: 0.9491 +2023-12-24 12:23:15,936 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 19:24:32, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9481, loss_cls: 0.9594, loss: 0.9594 +2023-12-24 12:23:42,046 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 19:24:05, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 0.8792, loss: 0.8792 +2023-12-24 12:24:07,538 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 19:23:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 0.8861, loss: 0.8861 +2023-12-24 12:24:32,769 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 19:23:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9550, loss_cls: 0.9092, loss: 0.9092 +2023-12-24 12:24:58,081 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 19:22:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 0.8575, loss: 0.8575 +2023-12-24 12:25:23,555 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 19:22:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 0.9283, loss: 0.9283 +2023-12-24 12:25:48,784 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 19:21:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 0.9242, loss: 0.9242 +2023-12-24 12:26:14,360 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 19:21:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 0.9139, loss: 0.9139 +2023-12-24 12:26:39,872 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 19:20:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 0.9661, loss: 0.9661 +2023-12-24 12:27:05,266 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 19:20:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9669, loss_cls: 0.8952, loss: 0.8952 +2023-12-24 12:27:07,240 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-24 12:31:32,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:31:33,336 - pyskl - INFO - +top1_acc 0.6649 +top5_acc 0.9117 +2023-12-24 12:31:33,362 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.6649, top5_acc: 0.9117 +2023-12-24 12:32:25,697 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 19:20:28, time: 0.523, data_time: 0.275, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 0.9325, loss: 0.9325 +2023-12-24 12:32:50,560 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 19:20:00, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.8270, loss: 0.8270 +2023-12-24 12:33:15,538 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 19:19:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 0.8609, loss: 0.8609 +2023-12-24 12:33:40,540 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 19:19:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 0.8727, loss: 0.8727 +2023-12-24 12:34:05,817 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 19:18:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 0.9211, loss: 0.9211 +2023-12-24 12:34:31,475 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 19:18:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 0.9046, loss: 0.9046 +2023-12-24 12:34:57,927 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 19:17:45, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 0.8614, loss: 0.8614 +2023-12-24 12:35:23,697 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 19:17:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 0.9277, loss: 0.9277 +2023-12-24 12:35:49,220 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 19:16:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 0.8812, loss: 0.8812 +2023-12-24 12:36:14,761 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 19:16:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 0.8781, loss: 0.8781 +2023-12-24 12:36:40,126 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 19:15:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 0.8808, loss: 0.8808 +2023-12-24 12:37:05,152 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 19:15:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 0.9105, loss: 0.9105 +2023-12-24 12:37:30,345 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 19:15:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 0.9093, loss: 0.9093 +2023-12-24 12:37:56,784 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 19:14:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 0.9583, loss: 0.9583 +2023-12-24 12:38:22,597 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 19:14:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 0.9296, loss: 0.9296 +2023-12-24 12:38:48,256 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 19:13:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 0.9841, loss: 0.9841 +2023-12-24 12:39:14,336 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 19:13:17, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 0.9776, loss: 0.9776 +2023-12-24 12:39:40,147 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 19:12:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 0.9381, loss: 0.9381 +2023-12-24 12:40:06,333 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 19:12:24, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 0.8664, loss: 0.8664 +2023-12-24 12:40:31,911 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 19:11:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 0.8740, loss: 0.8740 +2023-12-24 12:40:57,546 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 19:11:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 0.8499, loss: 0.8499 +2023-12-24 12:41:23,299 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 19:11:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 0.8912, loss: 0.8912 +2023-12-24 12:41:48,417 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 19:10:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 1.0065, loss: 1.0065 +2023-12-24 12:42:13,546 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 19:10:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 0.9095, loss: 0.9095 +2023-12-24 12:42:38,948 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 19:09:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 0.9268, loss: 0.9268 +2023-12-24 12:43:04,566 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 19:09:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 0.9311, loss: 0.9311 +2023-12-24 12:43:29,861 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 19:08:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 0.9354, loss: 0.9354 +2023-12-24 12:43:55,450 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 19:08:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 0.9419, loss: 0.9419 +2023-12-24 12:44:21,087 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 19:07:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 0.8974, loss: 0.8974 +2023-12-24 12:44:46,400 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 19:07:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 0.9324, loss: 0.9324 +2023-12-24 12:45:11,722 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 19:06:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 0.9379, loss: 0.9379 +2023-12-24 12:45:37,466 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 19:06:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 0.9252, loss: 0.9252 +2023-12-24 12:46:02,984 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 19:06:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9688, loss_cls: 0.9127, loss: 0.9127 +2023-12-24 12:46:28,486 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 19:05:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 0.9672, loss: 0.9672 +2023-12-24 12:46:30,517 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-24 12:50:55,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 12:50:56,359 - pyskl - INFO - +top1_acc 0.7348 +top5_acc 0.9314 +2023-12-24 12:50:56,385 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7348, top5_acc: 0.9314 +2023-12-24 12:51:49,705 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 19:05:38, time: 0.533, data_time: 0.277, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 0.9157, loss: 0.9157 +2023-12-24 12:52:14,883 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 19:05:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.8227, loss: 0.8227 +2023-12-24 12:52:39,964 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 19:04:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 0.8819, loss: 0.8819 +2023-12-24 12:53:05,269 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 19:04:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 0.8538, loss: 0.8538 +2023-12-24 12:53:30,679 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 19:03:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 0.8815, loss: 0.8815 +2023-12-24 12:53:55,978 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 19:03:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 0.8674, loss: 0.8674 +2023-12-24 12:54:21,416 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 19:02:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 0.8660, loss: 0.8660 +2023-12-24 12:54:46,805 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 19:02:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.8408, loss: 0.8408 +2023-12-24 12:55:12,411 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 19:02:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 0.8806, loss: 0.8806 +2023-12-24 12:55:37,863 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 19:01:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 0.8939, loss: 0.8939 +2023-12-24 12:56:03,327 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 19:01:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 0.8819, loss: 0.8819 +2023-12-24 12:56:29,066 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 19:00:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9769, loss_cls: 0.8060, loss: 0.8060 +2023-12-24 12:56:54,971 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 19:00:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 0.9245, loss: 0.9245 +2023-12-24 12:57:20,571 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 18:59:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 0.8875, loss: 0.8875 +2023-12-24 12:57:46,114 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 18:59:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 0.9280, loss: 0.9280 +2023-12-24 12:58:11,496 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 18:58:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.8351, loss: 0.8351 +2023-12-24 12:58:36,995 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 18:58:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 0.8308, loss: 0.8308 +2023-12-24 12:59:03,057 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 18:57:59, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 0.8853, loss: 0.8853 +2023-12-24 12:59:28,594 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 18:57:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9494, loss_cls: 0.9113, loss: 0.9113 +2023-12-24 12:59:54,197 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 18:57:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 0.9256, loss: 0.9256 +2023-12-24 13:00:20,008 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 18:56:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 0.9299, loss: 0.9299 +2023-12-24 13:00:45,844 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 18:56:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9556, loss_cls: 0.9103, loss: 0.9103 +2023-12-24 13:01:10,926 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 18:55:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 0.9328, loss: 0.9328 +2023-12-24 13:01:36,017 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 18:55:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 0.8883, loss: 0.8883 +2023-12-24 13:02:01,341 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 18:54:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 0.9581, loss: 0.9581 +2023-12-24 13:02:27,375 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 18:54:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 0.8768, loss: 0.8768 +2023-12-24 13:02:52,750 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 18:53:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9550, loss_cls: 0.9391, loss: 0.9391 +2023-12-24 13:03:18,498 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 18:53:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 0.9487, loss: 0.9487 +2023-12-24 13:03:43,812 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 18:53:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 0.9119, loss: 0.9119 +2023-12-24 13:04:09,002 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 18:52:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 0.9433, loss: 0.9433 +2023-12-24 13:04:34,333 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 18:52:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 0.9619, loss: 0.9619 +2023-12-24 13:04:59,483 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 18:51:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 0.9424, loss: 0.9424 +2023-12-24 13:05:25,303 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 18:51:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9550, loss_cls: 0.9294, loss: 0.9294 +2023-12-24 13:05:50,725 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 18:50:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 0.9075, loss: 0.9075 +2023-12-24 13:05:52,803 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-24 13:10:18,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:10:19,607 - pyskl - INFO - +top1_acc 0.7030 +top5_acc 0.9276 +2023-12-24 13:10:19,633 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7030, top5_acc: 0.9276 +2023-12-24 13:11:13,532 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 18:50:47, time: 0.539, data_time: 0.284, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 0.9075, loss: 0.9075 +2023-12-24 13:11:38,798 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 18:50:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 0.8202, loss: 0.8202 +2023-12-24 13:12:03,940 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 18:49:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9581, loss_cls: 0.9076, loss: 0.9076 +2023-12-24 13:12:29,116 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 18:49:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.8537, loss: 0.8537 +2023-12-24 13:12:54,630 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 18:48:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 0.9297, loss: 0.9297 +2023-12-24 13:13:19,932 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 18:48:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9594, loss_cls: 0.8518, loss: 0.8518 +2023-12-24 13:13:45,268 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 18:48:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.8524, loss: 0.8524 +2023-12-24 13:14:10,344 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 18:47:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 0.8189, loss: 0.8189 +2023-12-24 13:14:35,857 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 18:47:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 0.8875, loss: 0.8875 +2023-12-24 13:15:01,299 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 18:46:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 0.9140, loss: 0.9140 +2023-12-24 13:15:27,775 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 18:46:16, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 0.8819, loss: 0.8819 +2023-12-24 13:15:54,435 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 18:45:51, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.8329, loss: 0.8329 +2023-12-24 13:16:21,156 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 18:45:25, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 0.8504, loss: 0.8504 +2023-12-24 13:16:47,025 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 18:44:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 0.8026, loss: 0.8026 +2023-12-24 13:17:12,656 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 18:44:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 0.8756, loss: 0.8756 +2023-12-24 13:17:38,232 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 18:44:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 0.8968, loss: 0.8968 +2023-12-24 13:18:03,862 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 18:43:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 0.9090, loss: 0.9090 +2023-12-24 13:18:29,336 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 18:43:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 0.9068, loss: 0.9068 +2023-12-24 13:18:54,954 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 18:42:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 0.8463, loss: 0.8463 +2023-12-24 13:19:20,661 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 18:42:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9675, loss_cls: 0.8816, loss: 0.8816 +2023-12-24 13:19:45,954 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 18:41:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 0.9496, loss: 0.9496 +2023-12-24 13:20:11,477 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 18:41:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 0.9377, loss: 0.9377 +2023-12-24 13:20:36,935 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 18:40:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 0.8503, loss: 0.8503 +2023-12-24 13:21:02,606 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 18:40:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9544, loss_cls: 0.9213, loss: 0.9213 +2023-12-24 13:21:28,412 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 18:40:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 0.9618, loss: 0.9618 +2023-12-24 13:21:54,122 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 18:39:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 0.9564, loss: 0.9564 +2023-12-24 13:22:19,526 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 18:39:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 0.8910, loss: 0.8910 +2023-12-24 13:22:44,637 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 18:38:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 0.9413, loss: 0.9413 +2023-12-24 13:23:09,775 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 18:38:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 0.8860, loss: 0.8860 +2023-12-24 13:23:35,092 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 18:37:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 0.8242, loss: 0.8242 +2023-12-24 13:24:00,445 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 18:37:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 0.8438, loss: 0.8438 +2023-12-24 13:24:25,750 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 18:36:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 0.8774, loss: 0.8774 +2023-12-24 13:24:51,406 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 18:36:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 0.9802, loss: 0.9802 +2023-12-24 13:25:16,779 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 18:35:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 0.9378, loss: 0.9378 +2023-12-24 13:25:18,828 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-24 13:29:44,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:29:45,167 - pyskl - INFO - +top1_acc 0.6801 +top5_acc 0.9137 +2023-12-24 13:29:45,193 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.6801, top5_acc: 0.9137 +2023-12-24 13:30:37,940 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 18:35:57, time: 0.527, data_time: 0.276, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 0.8597, loss: 0.8597 +2023-12-24 13:31:03,388 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 18:35:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 0.8589, loss: 0.8589 +2023-12-24 13:31:28,572 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 18:35:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 0.8243, loss: 0.8243 +2023-12-24 13:31:53,609 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 18:34:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 0.8896, loss: 0.8896 +2023-12-24 13:32:19,064 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 18:34:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 0.8964, loss: 0.8964 +2023-12-24 13:32:44,253 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 18:33:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 0.9258, loss: 0.9258 +2023-12-24 13:33:09,415 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 18:33:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 0.8809, loss: 0.8809 +2023-12-24 13:33:34,713 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 18:32:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 0.8886, loss: 0.8886 +2023-12-24 13:33:59,945 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 18:32:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 0.8773, loss: 0.8773 +2023-12-24 13:34:25,451 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 18:31:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 0.8584, loss: 0.8584 +2023-12-24 13:34:50,792 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 18:31:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 0.8376, loss: 0.8376 +2023-12-24 13:35:17,132 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 18:30:59, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 0.8246, loss: 0.8246 +2023-12-24 13:35:43,316 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 18:30:33, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 0.8991, loss: 0.8991 +2023-12-24 13:36:08,773 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 18:30:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 0.8568, loss: 0.8568 +2023-12-24 13:36:34,630 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 18:29:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.8062, loss: 0.8062 +2023-12-24 13:37:00,545 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 18:29:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 0.8797, loss: 0.8797 +2023-12-24 13:37:25,795 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 18:28:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 0.8412, loss: 0.8412 +2023-12-24 13:37:51,696 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 18:28:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 0.8415, loss: 0.8415 +2023-12-24 13:38:16,842 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 18:27:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 0.8930, loss: 0.8930 +2023-12-24 13:38:42,590 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 18:27:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 0.9056, loss: 0.9056 +2023-12-24 13:39:08,336 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 18:26:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 0.8794, loss: 0.8794 +2023-12-24 13:39:34,473 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 18:26:32, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 0.8873, loss: 0.8873 +2023-12-24 13:40:00,156 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 18:26:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 0.9335, loss: 0.9335 +2023-12-24 13:40:25,377 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 18:25:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 0.8725, loss: 0.8725 +2023-12-24 13:40:50,979 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 18:25:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 0.8681, loss: 0.8681 +2023-12-24 13:41:16,675 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 18:24:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9625, loss_cls: 0.9134, loss: 0.9134 +2023-12-24 13:41:41,748 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 18:24:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 0.9944, loss: 0.9944 +2023-12-24 13:42:06,805 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 18:23:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 0.9077, loss: 0.9077 +2023-12-24 13:42:31,859 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 18:23:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 0.8685, loss: 0.8685 +2023-12-24 13:42:56,939 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 18:22:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 0.7980, loss: 0.7980 +2023-12-24 13:43:22,029 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 18:22:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 0.8767, loss: 0.8767 +2023-12-24 13:43:47,093 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 18:22:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 0.9251, loss: 0.9251 +2023-12-24 13:44:12,321 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 18:21:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 1.0063, loss: 1.0063 +2023-12-24 13:44:37,839 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 18:21:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 0.8604, loss: 0.8604 +2023-12-24 13:44:39,791 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-24 13:49:05,581 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 13:49:06,195 - pyskl - INFO - +top1_acc 0.7530 +top5_acc 0.9457 +2023-12-24 13:49:06,199 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_71.pth was removed +2023-12-24 13:49:06,411 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. +2023-12-24 13:49:06,413 - pyskl - INFO - Best top1_acc is 0.7530 at 76 epoch. +2023-12-24 13:49:06,438 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7530, top5_acc: 0.9457 +2023-12-24 13:49:59,480 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 18:21:03, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 0.8603, loss: 0.8603 +2023-12-24 13:50:24,786 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 18:20:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 0.8404, loss: 0.8404 +2023-12-24 13:50:50,135 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 18:20:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 0.8493, loss: 0.8493 +2023-12-24 13:51:15,408 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 18:19:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 0.8030, loss: 0.8030 +2023-12-24 13:51:40,868 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 18:19:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.8111, loss: 0.8111 +2023-12-24 13:52:06,111 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 18:18:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 0.8411, loss: 0.8411 +2023-12-24 13:52:31,501 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 18:18:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9600, loss_cls: 0.8643, loss: 0.8643 +2023-12-24 13:52:57,953 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 18:17:55, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 0.8088, loss: 0.8088 +2023-12-24 13:53:23,953 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 18:17:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 0.8697, loss: 0.8697 +2023-12-24 13:53:49,888 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 18:17:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 0.8249, loss: 0.8249 +2023-12-24 13:54:15,816 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 18:16:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.7871, loss: 0.7871 +2023-12-24 13:54:41,925 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 18:16:09, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 0.8959, loss: 0.8959 +2023-12-24 13:55:08,000 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 18:15:43, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 0.8292, loss: 0.8292 +2023-12-24 13:55:33,565 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 18:15:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 0.8699, loss: 0.8699 +2023-12-24 13:55:59,300 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 18:14:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 0.8795, loss: 0.8795 +2023-12-24 13:56:25,125 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 18:14:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9469, loss_cls: 0.9632, loss: 0.9632 +2023-12-24 13:56:50,801 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 18:13:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 0.8331, loss: 0.8331 +2023-12-24 13:57:16,453 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 18:13:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9681, loss_cls: 0.8556, loss: 0.8556 +2023-12-24 13:57:42,123 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 18:13:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 0.8799, loss: 0.8799 +2023-12-24 13:58:07,931 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 18:12:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 0.9042, loss: 0.9042 +2023-12-24 13:58:33,310 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 18:12:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 0.8784, loss: 0.8784 +2023-12-24 13:58:58,599 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 18:11:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 0.8222, loss: 0.8222 +2023-12-24 13:59:23,871 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 18:11:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 0.9600, loss: 0.9600 +2023-12-24 13:59:49,078 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 18:10:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 0.8795, loss: 0.8795 +2023-12-24 14:00:15,146 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 18:10:21, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 0.8827, loss: 0.8827 +2023-12-24 14:00:40,922 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 18:09:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9525, loss_cls: 0.9215, loss: 0.9215 +2023-12-24 14:01:06,367 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 18:09:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 0.9451, loss: 0.9451 +2023-12-24 14:01:31,565 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 18:09:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 0.8928, loss: 0.8928 +2023-12-24 14:01:56,824 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 18:08:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 0.9369, loss: 0.9369 +2023-12-24 14:02:22,145 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 18:08:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 0.8330, loss: 0.8330 +2023-12-24 14:02:48,581 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 18:07:40, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9513, loss_cls: 0.9083, loss: 0.9083 +2023-12-24 14:03:14,245 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 18:07:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 0.8783, loss: 0.8783 +2023-12-24 14:03:39,772 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 18:06:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 0.8846, loss: 0.8846 +2023-12-24 14:04:05,145 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 18:06:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 0.8838, loss: 0.8838 +2023-12-24 14:04:07,056 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-24 14:08:33,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:08:33,847 - pyskl - INFO - +top1_acc 0.7197 +top5_acc 0.9254 +2023-12-24 14:08:33,876 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7197, top5_acc: 0.9254 +2023-12-24 14:09:27,566 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 18:06:16, time: 0.537, data_time: 0.282, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 0.8268, loss: 0.8268 +2023-12-24 14:09:53,357 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 18:05:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 0.7861, loss: 0.7861 +2023-12-24 14:10:18,316 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 18:05:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.8210, loss: 0.8210 +2023-12-24 14:10:43,345 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 18:04:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 0.8457, loss: 0.8457 +2023-12-24 14:11:09,440 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 18:04:28, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 0.8215, loss: 0.8215 +2023-12-24 14:11:35,276 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 18:04:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 0.8082, loss: 0.8082 +2023-12-24 14:12:00,432 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 18:03:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9613, loss_cls: 0.8765, loss: 0.8765 +2023-12-24 14:12:25,678 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 18:03:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 0.8998, loss: 0.8998 +2023-12-24 14:12:50,896 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 18:02:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 0.8280, loss: 0.8280 +2023-12-24 14:13:16,326 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 18:02:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9563, loss_cls: 0.8544, loss: 0.8544 +2023-12-24 14:13:42,149 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 18:01:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 0.8772, loss: 0.8772 +2023-12-24 14:14:07,384 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 18:01:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9781, loss_cls: 0.7956, loss: 0.7956 +2023-12-24 14:14:32,711 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 18:00:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.7827, loss: 0.7827 +2023-12-24 14:14:58,337 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 18:00:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 0.8313, loss: 0.8313 +2023-12-24 14:15:23,893 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 17:59:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 0.8767, loss: 0.8767 +2023-12-24 14:15:49,365 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 17:59:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 0.8492, loss: 0.8492 +2023-12-24 14:16:14,829 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 17:59:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9606, loss_cls: 0.9089, loss: 0.9089 +2023-12-24 14:16:41,255 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 17:58:39, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 0.9049, loss: 0.9049 +2023-12-24 14:17:06,914 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 17:58:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 0.8876, loss: 0.8876 +2023-12-24 14:17:32,641 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 17:57:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 0.8431, loss: 0.8431 +2023-12-24 14:17:58,869 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 17:57:19, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9731, loss_cls: 0.8656, loss: 0.8656 +2023-12-24 14:18:24,147 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 17:56:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 0.8711, loss: 0.8711 +2023-12-24 14:18:49,575 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 17:56:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 0.8281, loss: 0.8281 +2023-12-24 14:19:15,101 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 17:55:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 0.8588, loss: 0.8588 +2023-12-24 14:19:41,553 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 17:55:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 0.9003, loss: 0.9003 +2023-12-24 14:20:07,273 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 17:55:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 0.8854, loss: 0.8854 +2023-12-24 14:20:32,966 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 17:54:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.8017, loss: 0.8017 +2023-12-24 14:20:58,164 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 17:54:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9613, loss_cls: 0.8494, loss: 0.8494 +2023-12-24 14:21:23,512 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 17:53:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 0.9002, loss: 0.9002 +2023-12-24 14:21:49,121 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 17:53:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 0.9085, loss: 0.9085 +2023-12-24 14:22:14,464 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 17:52:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9563, loss_cls: 0.9440, loss: 0.9440 +2023-12-24 14:22:39,743 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 17:52:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 0.9544, loss: 0.9544 +2023-12-24 14:23:05,965 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 17:51:57, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 0.8763, loss: 0.8763 +2023-12-24 14:23:32,109 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 17:51:31, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.8426, loss: 0.8426 +2023-12-24 14:23:34,306 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-24 14:28:00,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:28:01,194 - pyskl - INFO - +top1_acc 0.7619 +top5_acc 0.9468 +2023-12-24 14:28:01,199 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_76.pth was removed +2023-12-24 14:28:01,412 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2023-12-24 14:28:01,414 - pyskl - INFO - Best top1_acc is 0.7619 at 78 epoch. +2023-12-24 14:28:01,439 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7619, top5_acc: 0.9468 +2023-12-24 14:28:54,481 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 17:51:27, time: 0.530, data_time: 0.278, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 0.7857, loss: 0.7857 +2023-12-24 14:29:19,966 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 17:51:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 0.7963, loss: 0.7963 +2023-12-24 14:29:45,141 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 17:50:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.7584, loss: 0.7584 +2023-12-24 14:30:10,419 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 17:50:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9581, loss_cls: 0.8481, loss: 0.8481 +2023-12-24 14:30:36,268 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 17:49:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 0.7893, loss: 0.7893 +2023-12-24 14:31:01,502 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 17:49:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 0.8925, loss: 0.8925 +2023-12-24 14:31:26,786 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 17:48:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 0.8034, loss: 0.8034 +2023-12-24 14:31:51,968 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 17:48:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 0.8753, loss: 0.8753 +2023-12-24 14:32:17,044 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 17:47:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9688, loss_cls: 0.8295, loss: 0.8295 +2023-12-24 14:32:42,691 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 17:47:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.7671, loss: 0.7671 +2023-12-24 14:33:08,157 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 17:46:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 0.8272, loss: 0.8272 +2023-12-24 14:33:33,572 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 17:46:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9775, loss_cls: 0.7922, loss: 0.7922 +2023-12-24 14:33:59,271 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 17:46:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 0.7867, loss: 0.7867 +2023-12-24 14:34:25,052 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 17:45:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 0.8591, loss: 0.8591 +2023-12-24 14:34:50,807 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 17:45:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9675, loss_cls: 0.8868, loss: 0.8868 +2023-12-24 14:35:16,261 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 17:44:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 0.9197, loss: 0.9197 +2023-12-24 14:35:41,797 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 17:44:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 0.9108, loss: 0.9108 +2023-12-24 14:36:07,649 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 17:43:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 0.8526, loss: 0.8526 +2023-12-24 14:36:33,374 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 17:43:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 0.8684, loss: 0.8684 +2023-12-24 14:36:59,706 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 17:42:57, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 0.8950, loss: 0.8950 +2023-12-24 14:37:25,279 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 17:42:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 0.8291, loss: 0.8291 +2023-12-24 14:37:51,064 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 17:42:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 0.8206, loss: 0.8206 +2023-12-24 14:38:17,572 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 17:41:37, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 0.8086, loss: 0.8086 +2023-12-24 14:38:43,810 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 17:41:11, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 0.8259, loss: 0.8259 +2023-12-24 14:39:09,667 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 17:40:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9531, loss_cls: 0.9091, loss: 0.9091 +2023-12-24 14:39:35,254 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 17:40:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 0.8673, loss: 0.8673 +2023-12-24 14:40:01,333 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 17:39:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9619, loss_cls: 0.8565, loss: 0.8565 +2023-12-24 14:40:26,500 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 17:39:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 0.8540, loss: 0.8540 +2023-12-24 14:40:51,871 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 17:38:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 0.8377, loss: 0.8377 +2023-12-24 14:41:17,187 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 17:38:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 0.8272, loss: 0.8272 +2023-12-24 14:41:42,515 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 17:38:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 0.8764, loss: 0.8764 +2023-12-24 14:42:07,972 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 17:37:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 0.8561, loss: 0.8561 +2023-12-24 14:42:33,211 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 17:37:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 0.8912, loss: 0.8912 +2023-12-24 14:42:58,757 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 17:36:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 0.8277, loss: 0.8277 +2023-12-24 14:43:00,763 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-24 14:47:28,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 14:47:28,658 - pyskl - INFO - +top1_acc 0.7163 +top5_acc 0.9321 +2023-12-24 14:47:28,684 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7163, top5_acc: 0.9321 +2023-12-24 14:48:21,890 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 17:36:38, time: 0.532, data_time: 0.284, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.7533, loss: 0.7533 +2023-12-24 14:48:46,799 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 17:36:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 0.7625, loss: 0.7625 +2023-12-24 14:49:11,773 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 17:35:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9694, loss_cls: 0.8376, loss: 0.8376 +2023-12-24 14:49:36,765 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 17:35:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 0.8341, loss: 0.8341 +2023-12-24 14:50:02,104 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 17:34:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 0.8307, loss: 0.8307 +2023-12-24 14:50:28,003 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 17:34:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.8223, loss: 0.8223 +2023-12-24 14:50:54,662 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 17:33:56, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 0.8464, loss: 0.8464 +2023-12-24 14:51:21,382 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 17:33:30, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9531, loss_cls: 0.8672, loss: 0.8672 +2023-12-24 14:51:46,723 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 17:33:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 0.8286, loss: 0.8286 +2023-12-24 14:52:12,009 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 17:32:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 0.8920, loss: 0.8920 +2023-12-24 14:52:37,522 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 17:32:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 0.7860, loss: 0.7860 +2023-12-24 14:53:02,825 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 17:31:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 0.8461, loss: 0.8461 +2023-12-24 14:53:28,443 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 17:31:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 0.7660, loss: 0.7660 +2023-12-24 14:53:54,051 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 17:30:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 0.8526, loss: 0.8526 +2023-12-24 14:54:19,628 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 17:30:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 0.8334, loss: 0.8334 +2023-12-24 14:54:45,285 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 17:29:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 0.8281, loss: 0.8281 +2023-12-24 14:55:11,013 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 17:29:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 0.8519, loss: 0.8519 +2023-12-24 14:55:37,058 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 17:29:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 0.8264, loss: 0.8264 +2023-12-24 14:56:02,901 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 17:28:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 0.8486, loss: 0.8486 +2023-12-24 14:56:27,963 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 17:28:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 0.9010, loss: 0.9010 +2023-12-24 14:56:53,375 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 17:27:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 0.8317, loss: 0.8317 +2023-12-24 14:57:18,648 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 17:27:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.8209, loss: 0.8209 +2023-12-24 14:57:44,008 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 17:26:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 0.8336, loss: 0.8336 +2023-12-24 14:58:09,775 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 17:26:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 0.8563, loss: 0.8563 +2023-12-24 14:58:35,303 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 17:25:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 0.8139, loss: 0.8139 +2023-12-24 14:59:00,888 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 17:25:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 0.8941, loss: 0.8941 +2023-12-24 14:59:26,825 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 17:25:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 0.8147, loss: 0.8147 +2023-12-24 14:59:53,388 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 17:24:34, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 0.7889, loss: 0.7889 +2023-12-24 15:00:19,371 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 17:24:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 0.8654, loss: 0.8654 +2023-12-24 15:00:44,833 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 17:23:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 0.8489, loss: 0.8489 +2023-12-24 15:01:10,218 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 17:23:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 0.9155, loss: 0.9155 +2023-12-24 15:01:35,405 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 17:22:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 0.8725, loss: 0.8725 +2023-12-24 15:02:00,936 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 17:22:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 0.8976, loss: 0.8976 +2023-12-24 15:02:26,499 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 17:21:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 0.8426, loss: 0.8426 +2023-12-24 15:02:28,616 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-24 15:06:55,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:06:55,950 - pyskl - INFO - +top1_acc 0.7226 +top5_acc 0.9349 +2023-12-24 15:06:55,977 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.7226, top5_acc: 0.9349 +2023-12-24 15:07:49,890 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 17:21:49, time: 0.539, data_time: 0.280, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.7595, loss: 0.7595 +2023-12-24 15:08:15,229 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 17:21:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.7778, loss: 0.7778 +2023-12-24 15:08:40,511 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 17:20:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 0.7845, loss: 0.7845 +2023-12-24 15:09:05,872 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 17:20:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 0.8184, loss: 0.8184 +2023-12-24 15:09:31,958 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 17:20:01, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9544, loss_cls: 0.8642, loss: 0.8642 +2023-12-24 15:09:58,443 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 17:19:35, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.7881, loss: 0.7881 +2023-12-24 15:10:24,904 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 17:19:09, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9650, loss_cls: 0.8459, loss: 0.8459 +2023-12-24 15:10:50,349 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 17:18:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.7813, loss: 0.7813 +2023-12-24 15:11:15,576 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 17:18:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.7357, loss: 0.7357 +2023-12-24 15:11:40,819 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 17:17:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.8194, loss: 0.8194 +2023-12-24 15:12:06,521 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 17:17:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.7810, loss: 0.7810 +2023-12-24 15:12:31,802 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 17:16:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.8126, loss: 0.8126 +2023-12-24 15:12:57,734 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 17:16:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 0.8724, loss: 0.8724 +2023-12-24 15:13:23,507 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 17:16:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9781, loss_cls: 0.7752, loss: 0.7752 +2023-12-24 15:13:48,982 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 17:15:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.7931, loss: 0.7931 +2023-12-24 15:14:14,594 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 17:15:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.7660, loss: 0.7660 +2023-12-24 15:14:40,183 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 17:14:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 0.8806, loss: 0.8806 +2023-12-24 15:15:05,791 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 17:14:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 0.8283, loss: 0.8283 +2023-12-24 15:15:31,328 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 17:13:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.8366, loss: 0.8366 +2023-12-24 15:15:56,732 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 17:13:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 0.9120, loss: 0.9120 +2023-12-24 15:16:22,306 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 17:12:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 0.8091, loss: 0.8091 +2023-12-24 15:16:48,036 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 17:12:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 0.8929, loss: 0.8929 +2023-12-24 15:17:13,411 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 17:12:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 0.8199, loss: 0.8199 +2023-12-24 15:17:39,010 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 17:11:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 0.8406, loss: 0.8406 +2023-12-24 15:18:04,509 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 17:11:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 0.8337, loss: 0.8337 +2023-12-24 15:18:30,354 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 17:10:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9537, loss_cls: 0.8993, loss: 0.8993 +2023-12-24 15:18:55,473 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 17:10:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 0.8458, loss: 0.8458 +2023-12-24 15:19:20,544 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 17:09:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9600, loss_cls: 0.8591, loss: 0.8591 +2023-12-24 15:19:45,625 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 17:09:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 0.8817, loss: 0.8817 +2023-12-24 15:20:10,698 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 17:08:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 0.8737, loss: 0.8737 +2023-12-24 15:20:35,796 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 17:08:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.7650, loss: 0.7650 +2023-12-24 15:21:01,131 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 17:07:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 0.8684, loss: 0.8684 +2023-12-24 15:21:26,667 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 17:07:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 0.8660, loss: 0.8660 +2023-12-24 15:21:51,959 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 17:07:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 0.8562, loss: 0.8562 +2023-12-24 15:21:53,976 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-24 15:26:20,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:26:21,025 - pyskl - INFO - +top1_acc 0.7616 +top5_acc 0.9464 +2023-12-24 15:26:21,051 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7616, top5_acc: 0.9464 +2023-12-24 15:27:14,569 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 17:06:57, time: 0.535, data_time: 0.280, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9581, loss_cls: 0.8474, loss: 0.8474 +2023-12-24 15:27:39,824 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 17:06:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 0.8694, loss: 0.8694 +2023-12-24 15:28:04,961 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 17:06:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 0.8184, loss: 0.8184 +2023-12-24 15:28:30,321 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 17:05:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9606, loss_cls: 0.7837, loss: 0.7837 +2023-12-24 15:28:55,938 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 17:05:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 0.7802, loss: 0.7802 +2023-12-24 15:29:21,152 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 17:04:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 0.8722, loss: 0.8722 +2023-12-24 15:29:46,436 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 17:04:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 0.8368, loss: 0.8368 +2023-12-24 15:30:11,683 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 17:03:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 0.8213, loss: 0.8213 +2023-12-24 15:30:36,918 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 17:03:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 0.8662, loss: 0.8662 +2023-12-24 15:31:02,448 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 17:02:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 0.8474, loss: 0.8474 +2023-12-24 15:31:27,928 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 17:02:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 0.8639, loss: 0.8639 +2023-12-24 15:31:53,564 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 17:02:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 0.8643, loss: 0.8643 +2023-12-24 15:32:19,212 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 17:01:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.8212, loss: 0.8212 +2023-12-24 15:32:44,822 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 17:01:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 0.8532, loss: 0.8532 +2023-12-24 15:33:10,482 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 17:00:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 0.8582, loss: 0.8582 +2023-12-24 15:33:35,914 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 17:00:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 0.8684, loss: 0.8684 +2023-12-24 15:34:01,370 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 16:59:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 0.7989, loss: 0.7989 +2023-12-24 15:34:26,925 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 16:59:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 0.8501, loss: 0.8501 +2023-12-24 15:34:52,261 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 16:58:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 0.8206, loss: 0.8206 +2023-12-24 15:35:17,925 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 16:58:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 0.8358, loss: 0.8358 +2023-12-24 15:35:43,253 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 16:57:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.8260, loss: 0.8260 +2023-12-24 15:36:08,969 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 16:57:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 0.8249, loss: 0.8249 +2023-12-24 15:36:34,312 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 16:57:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9569, loss_cls: 0.8927, loss: 0.8927 +2023-12-24 15:36:59,451 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 16:56:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 0.9098, loss: 0.9098 +2023-12-24 15:37:25,126 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 16:56:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 0.8721, loss: 0.8721 +2023-12-24 15:37:50,891 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 16:55:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 0.8359, loss: 0.8359 +2023-12-24 15:38:16,280 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 16:55:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9700, loss_cls: 0.8925, loss: 0.8925 +2023-12-24 15:38:41,618 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 16:54:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 0.8167, loss: 0.8167 +2023-12-24 15:39:07,287 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 16:54:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 0.8695, loss: 0.8695 +2023-12-24 15:39:32,729 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 16:53:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9619, loss_cls: 0.9266, loss: 0.9266 +2023-12-24 15:39:57,835 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 16:53:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 0.8502, loss: 0.8502 +2023-12-24 15:40:23,329 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 16:53:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 0.8449, loss: 0.8449 +2023-12-24 15:40:48,999 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 16:52:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9587, loss_cls: 0.8433, loss: 0.8433 +2023-12-24 15:41:14,408 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 16:52:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 0.8141, loss: 0.8141 +2023-12-24 15:41:16,389 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-24 15:45:43,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:45:44,292 - pyskl - INFO - +top1_acc 0.7451 +top5_acc 0.9432 +2023-12-24 15:45:44,318 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.7451, top5_acc: 0.9432 +2023-12-24 15:46:38,370 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 16:52:04, time: 0.540, data_time: 0.287, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 0.8074, loss: 0.8074 +2023-12-24 15:47:03,728 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 16:51:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.7980, loss: 0.7980 +2023-12-24 15:47:29,002 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 16:51:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.7538, loss: 0.7538 +2023-12-24 15:47:54,890 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 16:50:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 0.7706, loss: 0.7706 +2023-12-24 15:48:20,404 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 16:50:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 0.8094, loss: 0.8094 +2023-12-24 15:48:45,776 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 16:49:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.8381, loss: 0.8381 +2023-12-24 15:49:11,355 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 16:49:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.7932, loss: 0.7932 +2023-12-24 15:49:36,835 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 16:48:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 0.8065, loss: 0.8065 +2023-12-24 15:50:02,418 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 16:48:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 0.8046, loss: 0.8046 +2023-12-24 15:50:27,711 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 16:48:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 0.7631, loss: 0.7631 +2023-12-24 15:50:53,204 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 16:47:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 0.8120, loss: 0.8120 +2023-12-24 15:51:19,034 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 16:47:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 0.8234, loss: 0.8234 +2023-12-24 15:51:44,657 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 16:46:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 0.7934, loss: 0.7934 +2023-12-24 15:52:10,266 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 16:46:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.8256, loss: 0.8256 +2023-12-24 15:52:35,888 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 16:45:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9762, loss_cls: 0.8054, loss: 0.8054 +2023-12-24 15:53:01,515 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 16:45:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 0.8255, loss: 0.8255 +2023-12-24 15:53:26,947 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 16:44:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.7617, loss: 0.7617 +2023-12-24 15:53:52,764 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 16:44:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9656, loss_cls: 0.8420, loss: 0.8420 +2023-12-24 15:54:17,975 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 16:44:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9694, loss_cls: 0.7874, loss: 0.7874 +2023-12-24 15:54:43,071 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 16:43:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9625, loss_cls: 0.8056, loss: 0.8056 +2023-12-24 15:55:08,369 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 16:43:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 0.8077, loss: 0.8077 +2023-12-24 15:55:34,329 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 16:42:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 0.8167, loss: 0.8167 +2023-12-24 15:56:00,039 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 16:42:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 0.8400, loss: 0.8400 +2023-12-24 15:56:25,471 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 16:41:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.7873, loss: 0.7873 +2023-12-24 15:56:51,110 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 16:41:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9600, loss_cls: 0.8455, loss: 0.8455 +2023-12-24 15:57:16,429 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 16:40:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.7783, loss: 0.7783 +2023-12-24 15:57:42,183 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 16:40:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 0.8619, loss: 0.8619 +2023-12-24 15:58:07,899 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 16:40:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 0.7893, loss: 0.7893 +2023-12-24 15:58:33,481 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 16:39:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 0.8156, loss: 0.8156 +2023-12-24 15:58:58,576 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 16:39:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 0.8458, loss: 0.8458 +2023-12-24 15:59:23,649 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 16:38:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 0.8322, loss: 0.8322 +2023-12-24 15:59:48,751 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 16:38:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.7879, loss: 0.7879 +2023-12-24 16:00:14,326 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 16:37:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 0.8200, loss: 0.8200 +2023-12-24 16:00:39,893 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 16:37:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9663, loss_cls: 0.8573, loss: 0.8573 +2023-12-24 16:00:41,841 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-24 16:05:08,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:05:09,152 - pyskl - INFO - +top1_acc 0.7020 +top5_acc 0.9293 +2023-12-24 16:05:09,177 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7020, top5_acc: 0.9293 +2023-12-24 16:06:02,829 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 16:37:12, time: 0.536, data_time: 0.284, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.8228, loss: 0.8228 +2023-12-24 16:06:28,152 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 16:36:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.8041, loss: 0.8041 +2023-12-24 16:06:53,480 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 16:36:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 0.7880, loss: 0.7880 +2023-12-24 16:07:18,767 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 16:35:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 0.7912, loss: 0.7912 +2023-12-24 16:07:44,183 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 16:35:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 0.8118, loss: 0.8118 +2023-12-24 16:08:10,011 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 16:34:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.7416, loss: 0.7416 +2023-12-24 16:08:35,268 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 16:34:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 0.7826, loss: 0.7826 +2023-12-24 16:09:00,561 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 16:34:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.7781, loss: 0.7781 +2023-12-24 16:09:25,793 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 16:33:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 0.8308, loss: 0.8308 +2023-12-24 16:09:51,511 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 16:33:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 0.7999, loss: 0.7999 +2023-12-24 16:10:17,082 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 16:32:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.7769, loss: 0.7769 +2023-12-24 16:10:42,664 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 16:32:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 0.7982, loss: 0.7982 +2023-12-24 16:11:08,538 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 16:31:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.7445, loss: 0.7445 +2023-12-24 16:11:34,373 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 16:31:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 0.7897, loss: 0.7897 +2023-12-24 16:11:59,951 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 16:30:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 0.7879, loss: 0.7879 +2023-12-24 16:12:25,532 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 16:30:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.8257, loss: 0.8257 +2023-12-24 16:12:51,289 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 16:30:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9644, loss_cls: 0.8238, loss: 0.8238 +2023-12-24 16:13:16,745 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 16:29:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 0.8231, loss: 0.8231 +2023-12-24 16:13:42,421 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 16:29:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.7073, loss: 0.7073 +2023-12-24 16:14:08,076 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 16:28:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 0.8095, loss: 0.8095 +2023-12-24 16:14:34,297 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 16:28:17, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 0.7924, loss: 0.7924 +2023-12-24 16:15:00,208 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 16:27:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.7630, loss: 0.7630 +2023-12-24 16:15:25,902 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 16:27:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 0.8342, loss: 0.8342 +2023-12-24 16:15:51,588 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 16:26:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 0.7507, loss: 0.7507 +2023-12-24 16:16:16,970 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 16:26:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 0.9238, loss: 0.9238 +2023-12-24 16:16:42,160 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 16:26:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 0.7947, loss: 0.7947 +2023-12-24 16:17:07,716 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 16:25:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 0.8275, loss: 0.8275 +2023-12-24 16:17:33,533 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 16:25:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 0.7973, loss: 0.7973 +2023-12-24 16:17:59,358 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 16:24:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9656, loss_cls: 0.7579, loss: 0.7579 +2023-12-24 16:18:24,539 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 16:24:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 0.8667, loss: 0.8667 +2023-12-24 16:18:49,882 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 16:23:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 0.8370, loss: 0.8370 +2023-12-24 16:19:15,030 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 16:23:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 0.7955, loss: 0.7955 +2023-12-24 16:19:40,459 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 16:22:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 0.8503, loss: 0.8503 +2023-12-24 16:20:05,922 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 16:22:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 0.7920, loss: 0.7920 +2023-12-24 16:20:07,901 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-24 16:24:35,494 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:24:36,135 - pyskl - INFO - +top1_acc 0.7596 +top5_acc 0.9488 +2023-12-24 16:24:36,161 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.7596, top5_acc: 0.9488 +2023-12-24 16:25:31,556 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 16:22:23, time: 0.554, data_time: 0.301, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 0.7703, loss: 0.7703 +2023-12-24 16:25:56,739 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 16:21:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9756, loss_cls: 0.7665, loss: 0.7665 +2023-12-24 16:26:21,928 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 16:21:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.7191, loss: 0.7191 +2023-12-24 16:26:47,231 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 16:21:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.6815, loss: 0.6815 +2023-12-24 16:27:13,322 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 16:20:35, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 0.7345, loss: 0.7345 +2023-12-24 16:27:38,990 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 16:20:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.7055, loss: 0.7055 +2023-12-24 16:28:04,351 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 16:19:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 0.7364, loss: 0.7364 +2023-12-24 16:28:29,851 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 16:19:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.7670, loss: 0.7670 +2023-12-24 16:28:55,212 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 16:18:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.7266, loss: 0.7266 +2023-12-24 16:29:21,011 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 16:18:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 0.7673, loss: 0.7673 +2023-12-24 16:29:46,818 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 16:17:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.8132, loss: 0.8132 +2023-12-24 16:30:12,641 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 16:17:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 0.7807, loss: 0.7807 +2023-12-24 16:30:38,282 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 16:17:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 0.8071, loss: 0.8071 +2023-12-24 16:31:03,923 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 16:16:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9694, loss_cls: 0.8004, loss: 0.8004 +2023-12-24 16:31:29,693 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 16:16:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.7772, loss: 0.7772 +2023-12-24 16:31:55,203 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 16:15:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 0.8398, loss: 0.8398 +2023-12-24 16:32:20,883 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 16:15:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 0.8490, loss: 0.8490 +2023-12-24 16:32:46,312 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 16:14:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.8084, loss: 0.8084 +2023-12-24 16:33:11,411 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 16:14:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.7671, loss: 0.7671 +2023-12-24 16:33:36,849 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 16:13:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 0.7783, loss: 0.7783 +2023-12-24 16:34:02,904 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 16:13:28, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 0.8301, loss: 0.8301 +2023-12-24 16:34:28,639 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 16:13:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.8024, loss: 0.8024 +2023-12-24 16:34:54,540 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 16:12:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 0.7863, loss: 0.7863 +2023-12-24 16:35:20,060 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 16:12:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 0.8648, loss: 0.8648 +2023-12-24 16:35:45,468 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 16:11:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 0.8252, loss: 0.8252 +2023-12-24 16:36:10,492 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 16:11:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 0.8325, loss: 0.8325 +2023-12-24 16:36:35,509 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 16:10:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 0.7701, loss: 0.7701 +2023-12-24 16:37:00,543 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 16:10:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 0.8217, loss: 0.8217 +2023-12-24 16:37:25,563 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 16:09:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 0.7608, loss: 0.7608 +2023-12-24 16:37:50,596 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 16:09:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9581, loss_cls: 0.8756, loss: 0.8756 +2023-12-24 16:38:15,740 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 16:08:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 0.8635, loss: 0.8635 +2023-12-24 16:38:41,010 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 16:08:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 0.8494, loss: 0.8494 +2023-12-24 16:39:06,708 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 16:08:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 0.7719, loss: 0.7719 +2023-12-24 16:39:32,059 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 16:07:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.7853, loss: 0.7853 +2023-12-24 16:39:34,078 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-24 16:44:01,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:44:01,795 - pyskl - INFO - +top1_acc 0.7569 +top5_acc 0.9465 +2023-12-24 16:44:01,821 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.7569, top5_acc: 0.9465 +2023-12-24 16:44:55,662 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 16:07:30, time: 0.538, data_time: 0.287, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.7931, loss: 0.7931 +2023-12-24 16:45:21,340 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 16:07:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 0.6801, loss: 0.6801 +2023-12-24 16:45:47,171 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 16:06:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9794, loss_cls: 0.7719, loss: 0.7719 +2023-12-24 16:46:12,369 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 16:06:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.7357, loss: 0.7357 +2023-12-24 16:46:37,575 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 16:05:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.7207, loss: 0.7207 +2023-12-24 16:47:03,365 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 16:05:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 0.6890, loss: 0.6890 +2023-12-24 16:47:28,485 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 16:04:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.7764, loss: 0.7764 +2023-12-24 16:47:53,750 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 16:04:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 0.8176, loss: 0.8176 +2023-12-24 16:48:18,815 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 16:03:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.7863, loss: 0.7863 +2023-12-24 16:48:43,958 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 16:03:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 0.7795, loss: 0.7795 +2023-12-24 16:49:09,129 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 16:03:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 0.7839, loss: 0.7839 +2023-12-24 16:49:34,804 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 16:02:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 0.7670, loss: 0.7670 +2023-12-24 16:50:00,349 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 16:02:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 0.8037, loss: 0.8037 +2023-12-24 16:50:26,395 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 16:01:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.7684, loss: 0.7684 +2023-12-24 16:50:52,042 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 16:01:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.7449, loss: 0.7449 +2023-12-24 16:51:17,477 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 16:00:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.7064, loss: 0.7064 +2023-12-24 16:51:43,079 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 16:00:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 0.7922, loss: 0.7922 +2023-12-24 16:52:08,557 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 15:59:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 0.8204, loss: 0.8204 +2023-12-24 16:52:34,163 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 15:59:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.8104, loss: 0.8104 +2023-12-24 16:52:59,715 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 15:59:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 0.8082, loss: 0.8082 +2023-12-24 16:53:25,736 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 15:58:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 0.7597, loss: 0.7597 +2023-12-24 16:53:51,728 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 15:58:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 0.7543, loss: 0.7543 +2023-12-24 16:54:17,553 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 15:57:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 0.8153, loss: 0.8153 +2023-12-24 16:54:43,185 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 15:57:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 0.8493, loss: 0.8493 +2023-12-24 16:55:08,806 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 15:56:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9600, loss_cls: 0.7865, loss: 0.7865 +2023-12-24 16:55:34,036 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 15:56:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 0.8109, loss: 0.8109 +2023-12-24 16:55:59,558 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 15:55:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9656, loss_cls: 0.7615, loss: 0.7615 +2023-12-24 16:56:24,692 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 15:55:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 0.7649, loss: 0.7649 +2023-12-24 16:56:50,036 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 15:55:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.7119, loss: 0.7119 +2023-12-24 16:57:15,383 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 15:54:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 0.7665, loss: 0.7665 +2023-12-24 16:57:40,801 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 15:54:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9663, loss_cls: 0.7948, loss: 0.7948 +2023-12-24 16:58:05,922 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 15:53:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.7575, loss: 0.7575 +2023-12-24 16:58:31,366 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 15:53:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.7689, loss: 0.7689 +2023-12-24 16:58:56,910 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 15:52:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 0.7785, loss: 0.7785 +2023-12-24 16:58:58,866 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-24 17:03:25,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:03:25,764 - pyskl - INFO - +top1_acc 0.7628 +top5_acc 0.9477 +2023-12-24 17:03:25,769 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_78.pth was removed +2023-12-24 17:03:25,982 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2023-12-24 17:03:25,983 - pyskl - INFO - Best top1_acc is 0.7628 at 86 epoch. +2023-12-24 17:03:26,009 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7628, top5_acc: 0.9477 +2023-12-24 17:04:20,724 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 15:52:38, time: 0.547, data_time: 0.294, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.7235, loss: 0.7235 +2023-12-24 17:04:45,940 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 15:52:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.7028, loss: 0.7028 +2023-12-24 17:05:11,591 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 15:51:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.7332, loss: 0.7332 +2023-12-24 17:05:38,019 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 15:51:18, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 0.7606, loss: 0.7606 +2023-12-24 17:06:03,744 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 15:50:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.7653, loss: 0.7653 +2023-12-24 17:06:29,172 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 15:50:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 0.7297, loss: 0.7297 +2023-12-24 17:06:54,355 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 15:49:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.7564, loss: 0.7564 +2023-12-24 17:07:19,630 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 15:49:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9794, loss_cls: 0.7406, loss: 0.7406 +2023-12-24 17:07:44,851 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 15:49:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9556, loss_cls: 0.8546, loss: 0.8546 +2023-12-24 17:08:10,137 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 15:48:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.6818, loss: 0.6818 +2023-12-24 17:08:35,374 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 15:48:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9650, loss_cls: 0.7904, loss: 0.7904 +2023-12-24 17:09:01,065 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 15:47:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.7494, loss: 0.7494 +2023-12-24 17:09:27,307 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 15:47:17, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.7687, loss: 0.7687 +2023-12-24 17:09:53,347 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 15:46:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 0.7824, loss: 0.7824 +2023-12-24 17:10:19,178 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 15:46:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 0.7780, loss: 0.7780 +2023-12-24 17:10:44,742 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 15:45:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 0.7914, loss: 0.7914 +2023-12-24 17:11:10,262 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 15:45:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 0.7686, loss: 0.7686 +2023-12-24 17:11:35,777 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 15:45:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.7469, loss: 0.7469 +2023-12-24 17:12:01,122 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 15:44:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 0.8327, loss: 0.8327 +2023-12-24 17:12:26,726 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 15:44:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.7994, loss: 0.7994 +2023-12-24 17:12:52,705 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 15:43:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 0.7615, loss: 0.7615 +2023-12-24 17:13:18,296 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 15:43:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 0.8113, loss: 0.8113 +2023-12-24 17:13:44,707 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 15:42:51, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 0.7854, loss: 0.7854 +2023-12-24 17:14:10,838 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 15:42:25, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 0.8255, loss: 0.8255 +2023-12-24 17:14:36,526 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 15:41:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.7130, loss: 0.7130 +2023-12-24 17:15:01,667 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 15:41:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.7415, loss: 0.7415 +2023-12-24 17:15:27,140 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 15:41:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 0.7865, loss: 0.7865 +2023-12-24 17:15:52,365 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 15:40:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.7329, loss: 0.7329 +2023-12-24 17:16:18,003 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 15:40:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 0.8392, loss: 0.8392 +2023-12-24 17:16:43,531 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 15:39:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 0.7945, loss: 0.7945 +2023-12-24 17:17:08,722 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 15:39:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9644, loss_cls: 0.8149, loss: 0.8149 +2023-12-24 17:17:34,013 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 15:38:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 0.7853, loss: 0.7853 +2023-12-24 17:17:59,580 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 15:38:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.7917, loss: 0.7917 +2023-12-24 17:18:25,087 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 15:37:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.7593, loss: 0.7593 +2023-12-24 17:18:27,189 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-24 17:22:53,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:22:54,038 - pyskl - INFO - +top1_acc 0.7699 +top5_acc 0.9515 +2023-12-24 17:22:54,048 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_86.pth was removed +2023-12-24 17:22:54,263 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2023-12-24 17:22:54,265 - pyskl - INFO - Best top1_acc is 0.7699 at 87 epoch. +2023-12-24 17:22:54,290 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.7699, top5_acc: 0.9515 +2023-12-24 17:23:48,715 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 15:37:49, time: 0.544, data_time: 0.293, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.6912, loss: 0.6912 +2023-12-24 17:24:14,021 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 15:37:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.6885, loss: 0.6885 +2023-12-24 17:24:39,234 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 15:36:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.7294, loss: 0.7294 +2023-12-24 17:25:04,504 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 15:36:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.7390, loss: 0.7390 +2023-12-24 17:25:29,659 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 15:36:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.6975, loss: 0.6975 +2023-12-24 17:25:55,217 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 15:35:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 0.7731, loss: 0.7731 +2023-12-24 17:26:20,497 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 15:35:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.7317, loss: 0.7317 +2023-12-24 17:26:45,717 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 15:34:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.7429, loss: 0.7429 +2023-12-24 17:27:10,955 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 15:34:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.7912, loss: 0.7912 +2023-12-24 17:27:36,099 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 15:33:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.7554, loss: 0.7554 +2023-12-24 17:28:01,323 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 15:33:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.7148, loss: 0.7148 +2023-12-24 17:28:26,850 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 15:32:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.7814, loss: 0.7814 +2023-12-24 17:28:52,665 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 15:32:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.7450, loss: 0.7450 +2023-12-24 17:29:18,026 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 15:31:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9619, loss_cls: 0.7958, loss: 0.7958 +2023-12-24 17:29:43,796 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 15:31:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9812, loss_cls: 0.7332, loss: 0.7332 +2023-12-24 17:30:09,343 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 15:31:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.7324, loss: 0.7324 +2023-12-24 17:30:34,715 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 15:30:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 0.7875, loss: 0.7875 +2023-12-24 17:31:00,262 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 15:30:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9663, loss_cls: 0.8017, loss: 0.8017 +2023-12-24 17:31:25,735 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 15:29:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.7301, loss: 0.7301 +2023-12-24 17:31:51,161 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 15:29:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 0.7840, loss: 0.7840 +2023-12-24 17:32:16,701 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 15:28:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.7854, loss: 0.7854 +2023-12-24 17:32:42,228 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 15:28:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 0.7882, loss: 0.7882 +2023-12-24 17:33:08,129 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 15:27:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.7582, loss: 0.7582 +2023-12-24 17:33:33,663 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 15:27:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.7890, loss: 0.7890 +2023-12-24 17:33:59,086 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 15:27:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.7277, loss: 0.7277 +2023-12-24 17:34:24,514 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 15:26:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.7133, loss: 0.7133 +2023-12-24 17:34:49,838 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 15:26:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 0.7770, loss: 0.7770 +2023-12-24 17:35:15,235 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 15:25:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.6792, loss: 0.6792 +2023-12-24 17:35:40,649 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 15:25:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.7829, loss: 0.7829 +2023-12-24 17:36:05,748 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 15:24:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.7765, loss: 0.7765 +2023-12-24 17:36:30,998 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 15:24:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 0.7386, loss: 0.7386 +2023-12-24 17:36:56,177 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 15:23:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.7525, loss: 0.7525 +2023-12-24 17:37:21,643 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 15:23:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 0.8398, loss: 0.8398 +2023-12-24 17:37:47,297 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 15:23:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 0.8213, loss: 0.8213 +2023-12-24 17:37:49,455 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-24 17:42:15,815 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:42:16,461 - pyskl - INFO - +top1_acc 0.7767 +top5_acc 0.9481 +2023-12-24 17:42:16,466 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_87.pth was removed +2023-12-24 17:42:16,678 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2023-12-24 17:42:16,680 - pyskl - INFO - Best top1_acc is 0.7767 at 88 epoch. +2023-12-24 17:42:16,705 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.7767, top5_acc: 0.9481 +2023-12-24 17:43:11,542 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 15:22:55, time: 0.548, data_time: 0.290, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 0.6753, loss: 0.6753 +2023-12-24 17:43:36,821 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 15:22:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.7018, loss: 0.7018 +2023-12-24 17:44:02,188 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 15:22:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.6950, loss: 0.6950 +2023-12-24 17:44:27,775 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 15:21:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.6516, loss: 0.6516 +2023-12-24 17:44:53,038 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 15:21:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 0.6918, loss: 0.6918 +2023-12-24 17:45:18,514 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 15:20:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.6979, loss: 0.6979 +2023-12-24 17:45:44,005 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 15:20:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.7471, loss: 0.7471 +2023-12-24 17:46:09,261 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 15:19:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.7497, loss: 0.7497 +2023-12-24 17:46:34,567 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 15:19:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 0.7021, loss: 0.7021 +2023-12-24 17:46:59,745 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 15:18:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.7721, loss: 0.7721 +2023-12-24 17:47:24,921 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 15:18:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.7108, loss: 0.7108 +2023-12-24 17:47:50,538 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 15:17:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.7692, loss: 0.7692 +2023-12-24 17:48:16,151 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 15:17:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 0.7357, loss: 0.7357 +2023-12-24 17:48:41,307 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 15:17:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 0.7201, loss: 0.7201 +2023-12-24 17:49:06,972 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 15:16:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.7814, loss: 0.7814 +2023-12-24 17:49:32,507 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 15:16:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.7274, loss: 0.7274 +2023-12-24 17:49:58,631 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 15:15:46, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 0.7376, loss: 0.7376 +2023-12-24 17:50:24,244 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 15:15:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 0.7320, loss: 0.7320 +2023-12-24 17:50:49,926 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 15:14:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.7469, loss: 0.7469 +2023-12-24 17:51:15,922 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 15:14:26, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 0.8078, loss: 0.8078 +2023-12-24 17:51:41,333 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 15:14:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 0.8259, loss: 0.8259 +2023-12-24 17:52:06,783 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 15:13:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 0.7737, loss: 0.7737 +2023-12-24 17:52:32,400 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 15:13:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9681, loss_cls: 0.7733, loss: 0.7733 +2023-12-24 17:52:58,219 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 15:12:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.7469, loss: 0.7469 +2023-12-24 17:53:23,264 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 15:12:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.7747, loss: 0.7747 +2023-12-24 17:53:48,279 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 15:11:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.7156, loss: 0.7156 +2023-12-24 17:54:13,302 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 15:11:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.7004, loss: 0.7004 +2023-12-24 17:54:38,305 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 15:10:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 0.7820, loss: 0.7820 +2023-12-24 17:55:03,312 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 15:10:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 0.8037, loss: 0.8037 +2023-12-24 17:55:28,300 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 15:09:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.7238, loss: 0.7238 +2023-12-24 17:55:53,303 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 15:09:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.7961, loss: 0.7961 +2023-12-24 17:56:18,612 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 15:09:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.7458, loss: 0.7458 +2023-12-24 17:56:44,078 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 15:08:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.7849, loss: 0.7849 +2023-12-24 17:57:09,650 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 15:08:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 0.7757, loss: 0.7757 +2023-12-24 17:57:11,896 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-24 18:01:39,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:01:40,115 - pyskl - INFO - +top1_acc 0.7575 +top5_acc 0.9479 +2023-12-24 18:01:40,142 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.7575, top5_acc: 0.9479 +2023-12-24 18:02:33,939 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 15:08:00, time: 0.538, data_time: 0.288, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.6777, loss: 0.6777 +2023-12-24 18:02:59,276 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 15:07:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.7068, loss: 0.7068 +2023-12-24 18:03:24,694 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 15:07:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.6570, loss: 0.6570 +2023-12-24 18:03:49,777 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 15:06:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.6773, loss: 0.6773 +2023-12-24 18:04:14,887 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 15:06:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.7051, loss: 0.7051 +2023-12-24 18:04:40,315 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 15:05:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.7302, loss: 0.7302 +2023-12-24 18:05:05,740 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 15:05:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 0.7908, loss: 0.7908 +2023-12-24 18:05:30,868 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 15:04:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.7495, loss: 0.7495 +2023-12-24 18:05:56,038 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 15:04:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.6780, loss: 0.6780 +2023-12-24 18:06:21,188 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 15:03:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.6935, loss: 0.6935 +2023-12-24 18:06:46,299 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 15:03:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 0.7312, loss: 0.7312 +2023-12-24 18:07:12,081 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 15:03:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.7455, loss: 0.7455 +2023-12-24 18:07:37,915 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 15:02:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.6927, loss: 0.6927 +2023-12-24 18:08:03,609 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 15:02:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.7605, loss: 0.7605 +2023-12-24 18:08:29,296 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 15:01:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.7834, loss: 0.7834 +2023-12-24 18:08:54,918 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 15:01:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.7664, loss: 0.7664 +2023-12-24 18:09:20,662 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 15:00:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.7306, loss: 0.7306 +2023-12-24 18:09:46,316 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 15:00:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.7220, loss: 0.7220 +2023-12-24 18:10:11,686 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 14:59:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.7391, loss: 0.7391 +2023-12-24 18:10:37,093 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 14:59:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.7945, loss: 0.7945 +2023-12-24 18:11:02,958 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 14:59:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.7458, loss: 0.7458 +2023-12-24 18:11:28,608 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 14:58:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.7692, loss: 0.7692 +2023-12-24 18:11:54,784 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 14:58:12, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.7633, loss: 0.7633 +2023-12-24 18:12:20,677 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 14:57:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.7609, loss: 0.7609 +2023-12-24 18:12:46,084 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 14:57:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.7580, loss: 0.7580 +2023-12-24 18:13:11,439 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 14:56:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.6989, loss: 0.6989 +2023-12-24 18:13:36,727 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 14:56:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.7163, loss: 0.7163 +2023-12-24 18:14:01,865 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 14:55:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 0.7808, loss: 0.7808 +2023-12-24 18:14:27,529 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 14:55:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 0.7859, loss: 0.7859 +2023-12-24 18:14:53,861 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 14:55:05, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.7401, loss: 0.7401 +2023-12-24 18:15:20,510 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 14:54:39, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.7446, loss: 0.7446 +2023-12-24 18:15:46,576 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 14:54:13, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.7077, loss: 0.7077 +2023-12-24 18:16:12,250 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 14:53:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.7073, loss: 0.7073 +2023-12-24 18:16:37,918 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 14:53:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.7460, loss: 0.7460 +2023-12-24 18:16:39,879 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-24 18:21:06,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:21:07,347 - pyskl - INFO - +top1_acc 0.7658 +top5_acc 0.9510 +2023-12-24 18:21:07,373 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.7658, top5_acc: 0.9510 +2023-12-24 18:22:01,540 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 14:53:10, time: 0.542, data_time: 0.287, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.6886, loss: 0.6886 +2023-12-24 18:22:26,604 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 14:52:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.6924, loss: 0.6924 +2023-12-24 18:22:52,196 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 14:52:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.7119, loss: 0.7119 +2023-12-24 18:23:17,516 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 14:51:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.7219, loss: 0.7219 +2023-12-24 18:23:42,517 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 14:51:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.6945, loss: 0.6945 +2023-12-24 18:24:07,664 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 14:50:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.6726, loss: 0.6726 +2023-12-24 18:24:34,270 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 14:50:29, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 0.6820, loss: 0.6820 +2023-12-24 18:25:00,838 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 14:50:03, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 0.7590, loss: 0.7590 +2023-12-24 18:25:27,320 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 14:49:37, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9700, loss_cls: 0.6829, loss: 0.6829 +2023-12-24 18:25:53,783 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 14:49:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 0.7137, loss: 0.7137 +2023-12-24 18:26:19,621 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 14:48:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.6931, loss: 0.6931 +2023-12-24 18:26:45,211 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 14:48:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.6896, loss: 0.6896 +2023-12-24 18:27:11,273 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 14:47:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.7841, loss: 0.7841 +2023-12-24 18:27:36,656 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 14:47:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.7175, loss: 0.7175 +2023-12-24 18:28:02,312 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 14:46:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.7404, loss: 0.7404 +2023-12-24 18:28:27,851 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 14:46:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.7409, loss: 0.7409 +2023-12-24 18:28:53,304 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 14:46:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.7263, loss: 0.7263 +2023-12-24 18:29:18,687 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 14:45:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 0.6906, loss: 0.6906 +2023-12-24 18:29:44,154 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 14:45:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 0.7467, loss: 0.7467 +2023-12-24 18:30:09,689 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 14:44:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 0.7229, loss: 0.7229 +2023-12-24 18:30:35,390 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 14:44:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 0.7808, loss: 0.7808 +2023-12-24 18:31:00,828 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 14:43:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9850, loss_cls: 0.6754, loss: 0.6754 +2023-12-24 18:31:26,187 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 14:43:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.7333, loss: 0.7333 +2023-12-24 18:31:51,783 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 14:42:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.7126, loss: 0.7126 +2023-12-24 18:32:17,246 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 14:42:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 0.7603, loss: 0.7603 +2023-12-24 18:32:42,868 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 14:42:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.6899, loss: 0.6899 +2023-12-24 18:33:08,990 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 14:41:37, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.6963, loss: 0.6963 +2023-12-24 18:33:34,256 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 14:41:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.7698, loss: 0.7698 +2023-12-24 18:33:59,453 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 14:40:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.8332, loss: 0.8332 +2023-12-24 18:34:24,752 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 14:40:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.7312, loss: 0.7312 +2023-12-24 18:34:49,905 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 14:39:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.7502, loss: 0.7502 +2023-12-24 18:35:15,288 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 14:39:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.7270, loss: 0.7270 +2023-12-24 18:35:40,880 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 14:38:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.7426, loss: 0.7426 +2023-12-24 18:36:06,486 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 14:38:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.7069, loss: 0.7069 +2023-12-24 18:36:08,808 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-24 18:40:35,137 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:40:35,815 - pyskl - INFO - +top1_acc 0.7607 +top5_acc 0.9456 +2023-12-24 18:40:35,841 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.7607, top5_acc: 0.9456 +2023-12-24 18:41:30,322 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 14:38:20, time: 0.545, data_time: 0.293, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.7104, loss: 0.7104 +2023-12-24 18:41:55,567 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 14:37:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 0.6716, loss: 0.6716 +2023-12-24 18:42:20,683 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 14:37:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.7075, loss: 0.7075 +2023-12-24 18:42:46,195 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 14:36:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 0.6962, loss: 0.6962 +2023-12-24 18:43:11,758 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 14:36:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.6669, loss: 0.6669 +2023-12-24 18:43:37,191 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 14:36:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.6962, loss: 0.6962 +2023-12-24 18:44:02,465 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 14:35:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.7008, loss: 0.7008 +2023-12-24 18:44:27,529 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 14:35:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.6985, loss: 0.6985 +2023-12-24 18:44:52,552 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 14:34:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.6920, loss: 0.6920 +2023-12-24 18:45:17,585 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 14:34:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.7251, loss: 0.7251 +2023-12-24 18:45:43,340 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 14:33:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.6947, loss: 0.6947 +2023-12-24 18:46:09,954 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 14:33:25, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.6936, loss: 0.6936 +2023-12-24 18:46:36,259 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 14:32:59, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 0.7688, loss: 0.7688 +2023-12-24 18:47:01,952 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 14:32:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 0.6674, loss: 0.6674 +2023-12-24 18:47:27,518 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 14:32:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.7283, loss: 0.7283 +2023-12-24 18:47:53,376 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 14:31:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 0.6568, loss: 0.6568 +2023-12-24 18:48:18,919 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 14:31:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.7509, loss: 0.7509 +2023-12-24 18:48:44,580 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 14:30:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.7047, loss: 0.7047 +2023-12-24 18:49:10,319 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 14:30:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 0.6950, loss: 0.6950 +2023-12-24 18:49:36,009 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 14:29:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.7581, loss: 0.7581 +2023-12-24 18:50:01,615 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 14:29:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 0.6924, loss: 0.6924 +2023-12-24 18:50:27,437 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 14:29:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.7334, loss: 0.7334 +2023-12-24 18:50:53,202 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 14:28:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 0.7595, loss: 0.7595 +2023-12-24 18:51:19,135 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 14:28:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.6691, loss: 0.6691 +2023-12-24 18:51:44,460 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 14:27:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9881, loss_cls: 0.6016, loss: 0.6016 +2023-12-24 18:52:09,944 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 14:27:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.6645, loss: 0.6645 +2023-12-24 18:52:35,249 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 14:26:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.7374, loss: 0.7374 +2023-12-24 18:53:00,674 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 14:26:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.6858, loss: 0.6858 +2023-12-24 18:53:25,865 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 14:25:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.6904, loss: 0.6904 +2023-12-24 18:53:51,160 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 14:25:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9587, loss_cls: 0.8085, loss: 0.8085 +2023-12-24 18:54:16,521 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 14:24:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.7698, loss: 0.7698 +2023-12-24 18:54:41,852 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 14:24:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.7525, loss: 0.7525 +2023-12-24 18:55:07,225 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 14:24:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 0.7215, loss: 0.7215 +2023-12-24 18:55:32,835 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 14:23:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 0.7467, loss: 0.7467 +2023-12-24 18:55:34,799 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-24 19:00:01,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:00:02,399 - pyskl - INFO - +top1_acc 0.7666 +top5_acc 0.9490 +2023-12-24 19:00:02,426 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.7666, top5_acc: 0.9490 +2023-12-24 19:00:57,487 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 14:23:28, time: 0.551, data_time: 0.290, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 0.6938, loss: 0.6938 +2023-12-24 19:01:22,541 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 14:23:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 0.6690, loss: 0.6690 +2023-12-24 19:01:47,663 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 14:22:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.6656, loss: 0.6656 +2023-12-24 19:02:13,124 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 14:22:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 0.6416, loss: 0.6416 +2023-12-24 19:02:38,328 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 14:21:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.6617, loss: 0.6617 +2023-12-24 19:03:03,710 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 14:21:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.6928, loss: 0.6928 +2023-12-24 19:03:29,160 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 14:20:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 0.6358, loss: 0.6358 +2023-12-24 19:03:54,417 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 14:20:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.6730, loss: 0.6730 +2023-12-24 19:04:19,694 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 14:19:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 0.6928, loss: 0.6928 +2023-12-24 19:04:45,233 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 14:19:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.6583, loss: 0.6583 +2023-12-24 19:05:11,284 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 14:19:01, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9694, loss_cls: 0.6990, loss: 0.6990 +2023-12-24 19:05:37,130 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 14:18:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.6528, loss: 0.6528 +2023-12-24 19:06:02,846 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 14:18:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.6266, loss: 0.6266 +2023-12-24 19:06:28,751 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 14:17:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.7096, loss: 0.7096 +2023-12-24 19:06:54,984 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 14:17:15, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 0.7479, loss: 0.7479 +2023-12-24 19:07:21,010 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 14:16:48, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 0.7180, loss: 0.7180 +2023-12-24 19:07:46,744 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 14:16:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 0.7063, loss: 0.7063 +2023-12-24 19:08:12,062 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 14:15:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.6647, loss: 0.6647 +2023-12-24 19:08:37,565 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 14:15:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.6804, loss: 0.6804 +2023-12-24 19:09:03,296 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 14:15:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.6691, loss: 0.6691 +2023-12-24 19:09:29,446 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 14:14:35, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9756, loss_cls: 0.7897, loss: 0.7897 +2023-12-24 19:09:54,740 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 14:14:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.7632, loss: 0.7632 +2023-12-24 19:10:20,411 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 14:13:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.6846, loss: 0.6846 +2023-12-24 19:10:46,366 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 14:13:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9681, loss_cls: 0.7224, loss: 0.7224 +2023-12-24 19:11:11,527 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 14:12:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 0.7551, loss: 0.7551 +2023-12-24 19:11:36,800 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 14:12:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.7163, loss: 0.7163 +2023-12-24 19:12:02,159 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 14:11:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 0.6412, loss: 0.6412 +2023-12-24 19:12:27,457 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 14:11:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.6803, loss: 0.6803 +2023-12-24 19:12:53,118 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 14:11:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.6893, loss: 0.6893 +2023-12-24 19:13:18,708 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 14:10:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.7309, loss: 0.7309 +2023-12-24 19:13:43,936 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 14:10:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 0.7163, loss: 0.7163 +2023-12-24 19:14:09,144 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 14:09:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 0.6848, loss: 0.6848 +2023-12-24 19:14:35,174 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 14:09:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 0.6593, loss: 0.6593 +2023-12-24 19:15:00,997 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 14:08:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 0.7741, loss: 0.7741 +2023-12-24 19:15:03,053 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-24 19:19:29,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:19:30,500 - pyskl - INFO - +top1_acc 0.7624 +top5_acc 0.9479 +2023-12-24 19:19:30,526 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.7624, top5_acc: 0.9479 +2023-12-24 19:20:24,319 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 14:08:37, time: 0.538, data_time: 0.289, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 0.6354, loss: 0.6354 +2023-12-24 19:20:49,352 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 14:08:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.6242, loss: 0.6242 +2023-12-24 19:21:15,470 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 14:07:44, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 0.6389, loss: 0.6389 +2023-12-24 19:21:41,017 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 14:07:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.5927, loss: 0.5927 +2023-12-24 19:22:06,286 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 14:06:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.6626, loss: 0.6626 +2023-12-24 19:22:32,152 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 14:06:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.6608, loss: 0.6608 +2023-12-24 19:22:57,637 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 14:05:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 0.6762, loss: 0.6762 +2023-12-24 19:23:22,853 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 14:05:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.7074, loss: 0.7074 +2023-12-24 19:23:47,949 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 14:05:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 0.6842, loss: 0.6842 +2023-12-24 19:24:13,796 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 14:04:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9756, loss_cls: 0.6334, loss: 0.6334 +2023-12-24 19:24:39,238 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 14:04:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.6647, loss: 0.6647 +2023-12-24 19:25:04,893 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 14:03:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.6642, loss: 0.6642 +2023-12-24 19:25:30,390 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 14:03:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.7142, loss: 0.7142 +2023-12-24 19:25:56,063 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 14:02:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.7229, loss: 0.7229 +2023-12-24 19:26:21,666 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 14:02:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.6759, loss: 0.6759 +2023-12-24 19:26:47,307 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 14:01:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.6962, loss: 0.6962 +2023-12-24 19:27:13,996 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 14:01:31, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 0.7215, loss: 0.7215 +2023-12-24 19:27:39,794 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 14:01:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.6628, loss: 0.6628 +2023-12-24 19:28:05,549 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 14:00:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.7210, loss: 0.7210 +2023-12-24 19:28:32,054 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 14:00:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.6688, loss: 0.6688 +2023-12-24 19:28:57,699 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 13:59:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 0.7066, loss: 0.7066 +2023-12-24 19:29:23,135 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 13:59:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 0.7257, loss: 0.7257 +2023-12-24 19:29:48,738 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 13:58:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.7138, loss: 0.7138 +2023-12-24 19:30:14,389 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 13:58:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9806, loss_cls: 0.7182, loss: 0.7182 +2023-12-24 19:30:39,653 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 13:57:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.6798, loss: 0.6798 +2023-12-24 19:31:05,083 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 13:57:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 0.6906, loss: 0.6906 +2023-12-24 19:31:30,403 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 13:57:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 0.6917, loss: 0.6917 +2023-12-24 19:31:55,938 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 13:56:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.6746, loss: 0.6746 +2023-12-24 19:32:21,197 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 13:56:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.6935, loss: 0.6935 +2023-12-24 19:32:46,308 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 13:55:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 0.7577, loss: 0.7577 +2023-12-24 19:33:11,771 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 13:55:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 0.6884, loss: 0.6884 +2023-12-24 19:33:37,474 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 13:54:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 0.6965, loss: 0.6965 +2023-12-24 19:34:03,142 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 13:54:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 0.6827, loss: 0.6827 +2023-12-24 19:34:28,724 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 13:53:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9838, loss_cls: 0.7086, loss: 0.7086 +2023-12-24 19:34:30,877 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-24 19:38:58,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:38:58,650 - pyskl - INFO - +top1_acc 0.7753 +top5_acc 0.9507 +2023-12-24 19:38:58,676 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.7753, top5_acc: 0.9507 +2023-12-24 19:39:53,201 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 13:53:46, time: 0.545, data_time: 0.292, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.6956, loss: 0.6956 +2023-12-24 19:40:18,811 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 13:53:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 0.6104, loss: 0.6104 +2023-12-24 19:40:44,018 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 13:52:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.6201, loss: 0.6201 +2023-12-24 19:41:09,538 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 13:52:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.6443, loss: 0.6443 +2023-12-24 19:41:35,400 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 13:52:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9731, loss_cls: 0.6677, loss: 0.6677 +2023-12-24 19:42:00,823 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 13:51:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.6216, loss: 0.6216 +2023-12-24 19:42:26,073 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 13:51:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.6283, loss: 0.6283 +2023-12-24 19:42:51,216 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 13:50:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.6588, loss: 0.6588 +2023-12-24 19:43:16,892 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 13:50:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 0.6194, loss: 0.6194 +2023-12-24 19:43:42,381 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 13:49:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.7075, loss: 0.7075 +2023-12-24 19:44:07,793 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 13:49:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 0.6461, loss: 0.6461 +2023-12-24 19:44:33,140 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 13:48:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.6672, loss: 0.6672 +2023-12-24 19:44:58,695 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 13:48:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.6070, loss: 0.6070 +2023-12-24 19:45:24,254 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 13:47:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.6070, loss: 0.6070 +2023-12-24 19:45:50,101 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 13:47:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.6091, loss: 0.6091 +2023-12-24 19:46:15,532 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 13:47:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 0.7062, loss: 0.7062 +2023-12-24 19:46:40,668 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 13:46:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 0.6988, loss: 0.6988 +2023-12-24 19:47:06,406 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 13:46:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6137, loss: 0.6137 +2023-12-24 19:47:32,049 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 13:45:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.6471, loss: 0.6471 +2023-12-24 19:47:57,790 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 13:45:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9844, loss_cls: 0.6529, loss: 0.6529 +2023-12-24 19:48:23,198 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 13:44:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 0.7582, loss: 0.7582 +2023-12-24 19:48:48,613 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 13:44:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.7031, loss: 0.7031 +2023-12-24 19:49:14,126 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 13:43:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 0.7189, loss: 0.7189 +2023-12-24 19:49:39,851 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 13:43:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.6876, loss: 0.6876 +2023-12-24 19:50:05,414 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 13:43:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 0.7419, loss: 0.7419 +2023-12-24 19:50:30,914 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 13:42:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.6867, loss: 0.6867 +2023-12-24 19:50:56,282 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 13:42:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.6567, loss: 0.6567 +2023-12-24 19:51:21,453 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 13:41:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.6671, loss: 0.6671 +2023-12-24 19:51:46,637 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 13:41:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.6501, loss: 0.6501 +2023-12-24 19:52:12,467 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 13:40:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.6694, loss: 0.6694 +2023-12-24 19:52:37,930 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 13:40:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 0.7254, loss: 0.7254 +2023-12-24 19:53:03,175 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 13:39:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.7121, loss: 0.7121 +2023-12-24 19:53:29,106 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 13:39:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.7529, loss: 0.7529 +2023-12-24 19:53:54,682 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 13:39:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.7256, loss: 0.7256 +2023-12-24 19:53:56,817 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-24 19:58:23,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:58:24,610 - pyskl - INFO - +top1_acc 0.7760 +top5_acc 0.9484 +2023-12-24 19:58:24,636 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.7760, top5_acc: 0.9484 +2023-12-24 19:59:18,939 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 13:38:54, time: 0.543, data_time: 0.289, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.6492, loss: 0.6492 +2023-12-24 19:59:44,146 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 13:38:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6051, loss: 0.6051 +2023-12-24 20:00:09,532 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 13:38:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.5812, loss: 0.5812 +2023-12-24 20:00:34,959 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 13:37:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 0.5779, loss: 0.5779 +2023-12-24 20:01:00,293 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 13:37:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 0.5952, loss: 0.5952 +2023-12-24 20:01:25,707 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 13:36:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.6479, loss: 0.6479 +2023-12-24 20:01:51,222 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 13:36:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.6273, loss: 0.6273 +2023-12-24 20:02:16,441 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 13:35:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.6281, loss: 0.6281 +2023-12-24 20:02:42,447 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 13:35:20, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 0.6356, loss: 0.6356 +2023-12-24 20:03:07,840 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 13:34:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.6676, loss: 0.6676 +2023-12-24 20:03:33,142 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 13:34:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.6564, loss: 0.6564 +2023-12-24 20:03:58,429 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 13:33:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.6174, loss: 0.6174 +2023-12-24 20:04:23,872 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 13:33:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.6463, loss: 0.6463 +2023-12-24 20:04:49,648 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 13:33:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.6496, loss: 0.6496 +2023-12-24 20:05:15,684 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 13:32:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.6803, loss: 0.6803 +2023-12-24 20:05:41,415 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 13:32:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.6796, loss: 0.6796 +2023-12-24 20:06:07,158 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 13:31:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.6664, loss: 0.6664 +2023-12-24 20:06:33,307 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 13:31:21, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.6859, loss: 0.6859 +2023-12-24 20:06:59,237 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 13:30:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9838, loss_cls: 0.6537, loss: 0.6537 +2023-12-24 20:07:25,137 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 13:30:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.7161, loss: 0.7161 +2023-12-24 20:07:50,538 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 13:30:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.6692, loss: 0.6692 +2023-12-24 20:08:17,137 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 13:29:35, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.7428, loss: 0.7428 +2023-12-24 20:08:43,811 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 13:29:09, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.7249, loss: 0.7249 +2023-12-24 20:09:09,654 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 13:28:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 0.7324, loss: 0.7324 +2023-12-24 20:09:34,720 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 13:28:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.6834, loss: 0.6834 +2023-12-24 20:09:59,773 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 13:27:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.7049, loss: 0.7049 +2023-12-24 20:10:24,860 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 13:27:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.6824, loss: 0.6824 +2023-12-24 20:10:50,143 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 13:26:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.6512, loss: 0.6512 +2023-12-24 20:11:15,469 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 13:26:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.7095, loss: 0.7095 +2023-12-24 20:11:40,727 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 13:26:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.6693, loss: 0.6693 +2023-12-24 20:12:05,881 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 13:25:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.7053, loss: 0.7053 +2023-12-24 20:12:31,314 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 13:25:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9825, loss_cls: 0.6801, loss: 0.6801 +2023-12-24 20:12:56,934 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 13:24:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.6984, loss: 0.6984 +2023-12-24 20:13:22,318 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 13:24:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9869, loss_cls: 0.6442, loss: 0.6442 +2023-12-24 20:13:24,440 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-24 20:17:52,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:17:52,769 - pyskl - INFO - +top1_acc 0.7807 +top5_acc 0.9519 +2023-12-24 20:17:52,774 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_88.pth was removed +2023-12-24 20:17:52,988 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. +2023-12-24 20:17:52,990 - pyskl - INFO - Best top1_acc is 0.7807 at 96 epoch. +2023-12-24 20:17:53,017 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.7807, top5_acc: 0.9519 +2023-12-24 20:18:48,266 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 13:24:02, time: 0.552, data_time: 0.292, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.5710, loss: 0.5710 +2023-12-24 20:19:13,766 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 13:23:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.6072, loss: 0.6072 +2023-12-24 20:19:40,085 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 13:23:10, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.5965, loss: 0.5965 +2023-12-24 20:20:05,546 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 13:22:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 0.6360, loss: 0.6360 +2023-12-24 20:20:30,575 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 13:22:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.6922, loss: 0.6922 +2023-12-24 20:20:55,706 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 13:21:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.6506, loss: 0.6506 +2023-12-24 20:21:21,390 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 13:21:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.6376, loss: 0.6376 +2023-12-24 20:21:46,710 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 13:20:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.6057, loss: 0.6057 +2023-12-24 20:22:12,489 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 13:20:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.6294, loss: 0.6294 +2023-12-24 20:22:37,840 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 13:20:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.6313, loss: 0.6313 +2023-12-24 20:23:03,473 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 13:19:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.6336, loss: 0.6336 +2023-12-24 20:23:28,906 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 13:19:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9831, loss_cls: 0.6727, loss: 0.6727 +2023-12-24 20:23:54,445 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 13:18:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.6760, loss: 0.6760 +2023-12-24 20:24:20,472 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 13:18:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.6365, loss: 0.6365 +2023-12-24 20:24:46,064 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 13:17:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.6071, loss: 0.6071 +2023-12-24 20:25:11,530 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 13:17:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.6103, loss: 0.6103 +2023-12-24 20:25:36,994 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 13:16:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9850, loss_cls: 0.6507, loss: 0.6507 +2023-12-24 20:26:02,387 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 13:16:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.6379, loss: 0.6379 +2023-12-24 20:26:28,010 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 13:16:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.6669, loss: 0.6669 +2023-12-24 20:26:53,358 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 13:15:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.6410, loss: 0.6410 +2023-12-24 20:27:18,690 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 13:15:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.6346, loss: 0.6346 +2023-12-24 20:27:43,976 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 13:14:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.6435, loss: 0.6435 +2023-12-24 20:28:09,630 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 13:14:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.7189, loss: 0.7189 +2023-12-24 20:28:35,723 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 13:13:50, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.6147, loss: 0.6147 +2023-12-24 20:29:01,423 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 13:13:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.7102, loss: 0.7102 +2023-12-24 20:29:26,704 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 13:12:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.6409, loss: 0.6409 +2023-12-24 20:29:51,993 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 13:12:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.6775, loss: 0.6775 +2023-12-24 20:30:17,285 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 13:12:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.6399, loss: 0.6399 +2023-12-24 20:30:42,509 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 13:11:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.7016, loss: 0.7016 +2023-12-24 20:31:07,957 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 13:11:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.7075, loss: 0.7075 +2023-12-24 20:31:33,132 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 13:10:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.6478, loss: 0.6478 +2023-12-24 20:31:58,269 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 13:10:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 0.6746, loss: 0.6746 +2023-12-24 20:32:23,703 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 13:09:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 0.6656, loss: 0.6656 +2023-12-24 20:32:49,382 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 13:09:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 0.6813, loss: 0.6813 +2023-12-24 20:32:51,422 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-24 20:37:18,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:37:19,086 - pyskl - INFO - +top1_acc 0.7672 +top5_acc 0.9480 +2023-12-24 20:37:19,112 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.7672, top5_acc: 0.9480 +2023-12-24 20:38:13,663 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 13:09:09, time: 0.545, data_time: 0.293, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.5099, loss: 0.5099 +2023-12-24 20:38:38,975 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 13:08:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 0.5326, loss: 0.5326 +2023-12-24 20:39:04,319 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 13:08:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.5712, loss: 0.5712 +2023-12-24 20:39:29,656 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 13:07:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.5628, loss: 0.5628 +2023-12-24 20:39:54,791 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 13:07:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 0.5655, loss: 0.5655 +2023-12-24 20:40:20,120 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 13:06:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.5949, loss: 0.5949 +2023-12-24 20:40:45,577 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 13:06:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.5824, loss: 0.5824 +2023-12-24 20:41:10,970 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 13:06:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.6734, loss: 0.6734 +2023-12-24 20:41:36,813 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 13:05:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.6078, loss: 0.6078 +2023-12-24 20:42:02,299 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 13:05:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.6367, loss: 0.6367 +2023-12-24 20:42:28,848 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 13:04:43, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.6734, loss: 0.6734 +2023-12-24 20:42:55,283 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 13:04:17, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 0.6425, loss: 0.6425 +2023-12-24 20:43:20,752 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 13:03:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.6647, loss: 0.6647 +2023-12-24 20:43:46,511 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 13:03:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 0.6118, loss: 0.6118 +2023-12-24 20:44:12,112 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 13:02:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.5919, loss: 0.5919 +2023-12-24 20:44:37,635 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 13:02:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 0.6449, loss: 0.6449 +2023-12-24 20:45:03,349 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 13:02:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.6679, loss: 0.6679 +2023-12-24 20:45:29,260 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 13:01:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.7614, loss: 0.7614 +2023-12-24 20:45:55,053 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 13:01:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 0.6487, loss: 0.6487 +2023-12-24 20:46:20,580 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 13:00:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.6106, loss: 0.6106 +2023-12-24 20:46:45,846 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 13:00:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.6263, loss: 0.6263 +2023-12-24 20:47:11,938 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 12:59:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.6367, loss: 0.6367 +2023-12-24 20:47:37,402 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 12:59:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.6207, loss: 0.6207 +2023-12-24 20:48:03,025 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 12:58:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.6500, loss: 0.6500 +2023-12-24 20:48:28,597 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 12:58:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.6659, loss: 0.6659 +2023-12-24 20:48:53,911 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 12:58:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.7806, loss: 0.7806 +2023-12-24 20:49:19,315 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 12:57:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.6225, loss: 0.6225 +2023-12-24 20:49:44,384 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 12:57:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.6574, loss: 0.6574 +2023-12-24 20:50:09,613 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 12:56:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.6977, loss: 0.6977 +2023-12-24 20:50:34,746 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 12:56:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.6096, loss: 0.6096 +2023-12-24 20:50:59,867 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 12:55:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.6449, loss: 0.6449 +2023-12-24 20:51:25,050 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 12:55:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9844, loss_cls: 0.6124, loss: 0.6124 +2023-12-24 20:51:50,401 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 12:54:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.6750, loss: 0.6750 +2023-12-24 20:52:16,150 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 12:54:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.6108, loss: 0.6108 +2023-12-24 20:52:18,244 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-24 20:56:46,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:56:46,643 - pyskl - INFO - +top1_acc 0.7735 +top5_acc 0.9476 +2023-12-24 20:56:46,670 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.7735, top5_acc: 0.9476 +2023-12-24 20:57:41,746 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 12:54:18, time: 0.551, data_time: 0.292, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.5411, loss: 0.5411 +2023-12-24 20:58:06,946 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 12:53:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.5730, loss: 0.5730 +2023-12-24 20:58:32,248 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 12:53:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 0.5184, loss: 0.5184 +2023-12-24 20:58:58,977 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 12:52:58, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 0.6195, loss: 0.6195 +2023-12-24 20:59:25,740 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 12:52:32, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.6054, loss: 0.6054 +2023-12-24 20:59:51,874 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 12:52:06, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.6034, loss: 0.6034 +2023-12-24 21:00:17,375 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 12:51:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.5310, loss: 0.5310 +2023-12-24 21:00:42,917 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 12:51:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.5631, loss: 0.5631 +2023-12-24 21:01:08,339 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 12:50:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.5921, loss: 0.5921 +2023-12-24 21:01:34,215 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 12:50:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 0.5991, loss: 0.5991 +2023-12-24 21:01:59,973 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 12:49:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.6121, loss: 0.6121 +2023-12-24 21:02:25,861 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 12:49:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.6084, loss: 0.6084 +2023-12-24 21:02:51,326 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 12:49:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.5658, loss: 0.5658 +2023-12-24 21:03:17,185 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 12:48:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 0.5814, loss: 0.5814 +2023-12-24 21:03:42,930 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 12:48:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.6862, loss: 0.6862 +2023-12-24 21:04:09,136 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 12:47:40, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6044, loss: 0.6044 +2023-12-24 21:04:34,771 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 12:47:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.6421, loss: 0.6421 +2023-12-24 21:05:00,491 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 12:46:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.5713, loss: 0.5713 +2023-12-24 21:05:25,772 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 12:46:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.6577, loss: 0.6577 +2023-12-24 21:05:51,061 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 12:45:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.6318, loss: 0.6318 +2023-12-24 21:06:16,367 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 12:45:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.6402, loss: 0.6402 +2023-12-24 21:06:42,144 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 12:45:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.6233, loss: 0.6233 +2023-12-24 21:07:07,547 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 12:44:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 0.6506, loss: 0.6506 +2023-12-24 21:07:33,364 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 12:44:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.6403, loss: 0.6403 +2023-12-24 21:07:58,848 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 12:43:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9731, loss_cls: 0.6732, loss: 0.6732 +2023-12-24 21:08:24,161 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 12:43:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.6388, loss: 0.6388 +2023-12-24 21:08:50,691 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 12:42:48, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.6462, loss: 0.6462 +2023-12-24 21:09:16,080 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 12:42:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.6563, loss: 0.6563 +2023-12-24 21:09:41,166 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 12:41:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.6615, loss: 0.6615 +2023-12-24 21:10:06,216 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 12:41:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.6524, loss: 0.6524 +2023-12-24 21:10:31,431 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 12:41:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.6625, loss: 0.6625 +2023-12-24 21:10:56,614 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 12:40:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.6487, loss: 0.6487 +2023-12-24 21:11:22,086 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 12:40:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.6813, loss: 0.6813 +2023-12-24 21:11:47,823 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 12:39:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9775, loss_cls: 0.6128, loss: 0.6128 +2023-12-24 21:11:49,844 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-24 21:16:17,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:16:18,113 - pyskl - INFO - +top1_acc 0.7753 +top5_acc 0.9531 +2023-12-24 21:16:18,139 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.7753, top5_acc: 0.9531 +2023-12-24 21:17:13,080 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 12:39:27, time: 0.549, data_time: 0.298, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.5926, loss: 0.5926 +2023-12-24 21:17:38,250 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 12:39:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 0.5795, loss: 0.5795 +2023-12-24 21:18:03,590 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 12:38:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.5722, loss: 0.5722 +2023-12-24 21:18:28,845 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 12:38:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.5035, loss: 0.5035 +2023-12-24 21:18:54,228 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 12:37:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.5555, loss: 0.5555 +2023-12-24 21:19:20,010 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 12:37:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.5612, loss: 0.5612 +2023-12-24 21:19:45,539 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 12:36:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.5292, loss: 0.5292 +2023-12-24 21:20:11,054 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 12:36:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.6104, loss: 0.6104 +2023-12-24 21:20:36,613 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 12:35:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.5960, loss: 0.5960 +2023-12-24 21:21:02,621 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 12:35:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.5618, loss: 0.5618 +2023-12-24 21:21:27,881 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 12:35:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.5745, loss: 0.5745 +2023-12-24 21:21:53,118 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 12:34:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 0.5793, loss: 0.5793 +2023-12-24 21:22:18,419 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 12:34:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.5966, loss: 0.5966 +2023-12-24 21:22:43,897 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 12:33:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.6449, loss: 0.6449 +2023-12-24 21:23:09,655 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 12:33:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.5872, loss: 0.5872 +2023-12-24 21:23:35,002 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 12:32:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 0.6029, loss: 0.6029 +2023-12-24 21:24:00,562 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 12:32:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.6125, loss: 0.6125 +2023-12-24 21:24:26,050 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 12:31:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 0.6274, loss: 0.6274 +2023-12-24 21:24:51,555 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 12:31:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.6452, loss: 0.6452 +2023-12-24 21:25:17,050 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 12:31:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.6247, loss: 0.6247 +2023-12-24 21:25:42,426 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 12:30:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.5652, loss: 0.5652 +2023-12-24 21:26:07,956 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 12:30:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.6287, loss: 0.6287 +2023-12-24 21:26:33,620 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 12:29:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.6371, loss: 0.6371 +2023-12-24 21:26:59,374 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 12:29:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6131, loss: 0.6131 +2023-12-24 21:27:25,053 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 12:28:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 0.6128, loss: 0.6128 +2023-12-24 21:27:50,404 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 12:28:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.6073, loss: 0.6073 +2023-12-24 21:28:15,620 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 12:27:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.6054, loss: 0.6054 +2023-12-24 21:28:41,057 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 12:27:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.6418, loss: 0.6418 +2023-12-24 21:29:06,318 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 12:27:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.6522, loss: 0.6522 +2023-12-24 21:29:31,722 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 12:26:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 0.6876, loss: 0.6876 +2023-12-24 21:29:57,910 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 12:26:08, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.6861, loss: 0.6861 +2023-12-24 21:30:23,172 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 12:25:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.6444, loss: 0.6444 +2023-12-24 21:30:49,041 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 12:25:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 0.5966, loss: 0.5966 +2023-12-24 21:31:14,538 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 12:24:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 0.5959, loss: 0.5959 +2023-12-24 21:31:16,665 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-24 21:35:44,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:35:45,007 - pyskl - INFO - +top1_acc 0.7504 +top5_acc 0.9394 +2023-12-24 21:35:45,033 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.7504, top5_acc: 0.9394 +2023-12-24 21:36:39,964 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 12:24:34, time: 0.549, data_time: 0.296, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.5981, loss: 0.5981 +2023-12-24 21:37:05,293 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 12:24:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.5303, loss: 0.5303 +2023-12-24 21:37:30,689 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 12:23:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.5518, loss: 0.5518 +2023-12-24 21:37:56,398 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 12:23:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.6153, loss: 0.6153 +2023-12-24 21:38:22,980 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 12:22:48, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.5633, loss: 0.5633 +2023-12-24 21:38:48,455 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 12:22:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.5400, loss: 0.5400 +2023-12-24 21:39:14,255 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 12:21:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.5589, loss: 0.5589 +2023-12-24 21:39:39,345 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 12:21:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.6098, loss: 0.6098 +2023-12-24 21:40:04,401 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 12:21:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.5998, loss: 0.5998 +2023-12-24 21:40:29,828 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 12:20:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.5960, loss: 0.5960 +2023-12-24 21:40:55,257 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 12:20:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.5710, loss: 0.5710 +2023-12-24 21:41:20,527 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 12:19:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5604, loss: 0.5604 +2023-12-24 21:41:46,019 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 12:19:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 0.5851, loss: 0.5851 +2023-12-24 21:42:11,652 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 12:18:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.6090, loss: 0.6090 +2023-12-24 21:42:37,298 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 12:18:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.6252, loss: 0.6252 +2023-12-24 21:43:02,608 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 12:17:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.6018, loss: 0.6018 +2023-12-24 21:43:28,265 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 12:17:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 0.6150, loss: 0.6150 +2023-12-24 21:43:54,109 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 12:17:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.5781, loss: 0.5781 +2023-12-24 21:44:20,525 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 12:16:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.5669, loss: 0.5669 +2023-12-24 21:44:45,870 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 12:16:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.6205, loss: 0.6205 +2023-12-24 21:45:11,090 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 12:15:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.5716, loss: 0.5716 +2023-12-24 21:45:36,508 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 12:15:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.5810, loss: 0.5810 +2023-12-24 21:46:01,842 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 12:14:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.6293, loss: 0.6293 +2023-12-24 21:46:27,139 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 12:14:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 0.6386, loss: 0.6386 +2023-12-24 21:46:53,282 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 12:13:56, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.6063, loss: 0.6063 +2023-12-24 21:47:18,435 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 12:13:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.6099, loss: 0.6099 +2023-12-24 21:47:44,196 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 12:13:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.5751, loss: 0.5751 +2023-12-24 21:48:09,956 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 12:12:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 0.5772, loss: 0.5772 +2023-12-24 21:48:35,913 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 12:12:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.6276, loss: 0.6276 +2023-12-24 21:49:01,879 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 12:11:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.6020, loss: 0.6020 +2023-12-24 21:49:26,911 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 12:11:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.6525, loss: 0.6525 +2023-12-24 21:49:51,885 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 12:10:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 0.5748, loss: 0.5748 +2023-12-24 21:50:17,211 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 12:10:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.6284, loss: 0.6284 +2023-12-24 21:50:42,731 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 12:09:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.6385, loss: 0.6385 +2023-12-24 21:50:44,740 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-24 21:55:12,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:55:13,245 - pyskl - INFO - +top1_acc 0.7861 +top5_acc 0.9539 +2023-12-24 21:55:13,250 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_96.pth was removed +2023-12-24 21:55:13,463 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2023-12-24 21:55:13,464 - pyskl - INFO - Best top1_acc is 0.7861 at 101 epoch. +2023-12-24 21:55:13,490 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.7861, top5_acc: 0.9539 +2023-12-24 21:56:07,739 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 12:09:42, time: 0.542, data_time: 0.290, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9900, loss_cls: 0.5613, loss: 0.5613 +2023-12-24 21:56:32,862 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 12:09:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.5785, loss: 0.5785 +2023-12-24 21:56:57,880 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 12:08:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.5115, loss: 0.5115 +2023-12-24 21:57:23,051 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 12:08:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.5575, loss: 0.5575 +2023-12-24 21:57:48,260 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 12:07:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.5634, loss: 0.5634 +2023-12-24 21:58:13,824 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 12:07:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.5272, loss: 0.5272 +2023-12-24 21:58:39,716 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 12:07:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.5739, loss: 0.5739 +2023-12-24 21:59:05,252 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 12:06:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 0.5642, loss: 0.5642 +2023-12-24 21:59:30,839 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 12:06:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 0.5126, loss: 0.5126 +2023-12-24 21:59:56,190 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 12:05:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.5817, loss: 0.5817 +2023-12-24 22:00:21,685 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 12:05:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.5545, loss: 0.5545 +2023-12-24 22:00:47,626 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 12:04:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.5823, loss: 0.5823 +2023-12-24 22:01:13,160 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 12:04:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.5750, loss: 0.5750 +2023-12-24 22:01:38,419 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 12:03:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.6019, loss: 0.6019 +2023-12-24 22:02:04,151 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 12:03:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 0.5262, loss: 0.5262 +2023-12-24 22:02:29,549 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 12:03:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.5906, loss: 0.5906 +2023-12-24 22:02:55,985 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 12:02:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.5533, loss: 0.5533 +2023-12-24 22:03:21,575 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 12:02:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9812, loss_cls: 0.5559, loss: 0.5559 +2023-12-24 22:03:47,083 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 12:01:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.5489, loss: 0.5489 +2023-12-24 22:04:13,090 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 12:01:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 0.5924, loss: 0.5924 +2023-12-24 22:04:38,360 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 12:00:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.5975, loss: 0.5975 +2023-12-24 22:05:03,590 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 12:00:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.5875, loss: 0.5875 +2023-12-24 22:05:29,038 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 11:59:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.6269, loss: 0.6269 +2023-12-24 22:05:54,955 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 11:59:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 0.6268, loss: 0.6268 +2023-12-24 22:06:20,504 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 11:59:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.6430, loss: 0.6430 +2023-12-24 22:06:46,049 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 11:58:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.6307, loss: 0.6307 +2023-12-24 22:07:11,123 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 11:58:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.6612, loss: 0.6612 +2023-12-24 22:07:36,294 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 11:57:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9931, loss_cls: 0.5759, loss: 0.5759 +2023-12-24 22:08:01,745 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 11:57:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.6244, loss: 0.6244 +2023-12-24 22:08:26,937 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 11:56:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.5971, loss: 0.5971 +2023-12-24 22:08:52,749 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 11:56:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.5954, loss: 0.5954 +2023-12-24 22:09:18,044 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 11:55:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 0.6008, loss: 0.6008 +2023-12-24 22:09:43,552 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 11:55:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.5979, loss: 0.5979 +2023-12-24 22:10:08,874 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 11:55:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.5837, loss: 0.5837 +2023-12-24 22:10:10,975 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-24 22:14:39,644 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:14:40,311 - pyskl - INFO - +top1_acc 0.7879 +top5_acc 0.9559 +2023-12-24 22:14:40,316 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_101.pth was removed +2023-12-24 22:14:40,550 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2023-12-24 22:14:40,552 - pyskl - INFO - Best top1_acc is 0.7879 at 102 epoch. +2023-12-24 22:14:40,578 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.7879, top5_acc: 0.9559 +2023-12-24 22:15:35,976 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 11:54:49, time: 0.554, data_time: 0.303, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.5515, loss: 0.5515 +2023-12-24 22:16:01,031 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 11:54:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.4750, loss: 0.4750 +2023-12-24 22:16:26,213 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 11:53:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.4687, loss: 0.4687 +2023-12-24 22:16:51,400 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 11:53:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9819, loss_cls: 0.5137, loss: 0.5137 +2023-12-24 22:17:16,795 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 11:53:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.4825, loss: 0.4825 +2023-12-24 22:17:42,325 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 11:52:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.4726, loss: 0.4726 +2023-12-24 22:18:08,466 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 11:52:09, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 0.4946, loss: 0.4946 +2023-12-24 22:18:33,878 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 11:51:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.5529, loss: 0.5529 +2023-12-24 22:18:59,414 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 11:51:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.5453, loss: 0.5453 +2023-12-24 22:19:24,861 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 11:50:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.5452, loss: 0.5452 +2023-12-24 22:19:50,875 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 11:50:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.5964, loss: 0.5964 +2023-12-24 22:20:16,741 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 11:49:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 0.5909, loss: 0.5909 +2023-12-24 22:20:43,107 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 11:49:30, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.6392, loss: 0.6392 +2023-12-24 22:21:09,802 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 11:49:04, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.5869, loss: 0.5869 +2023-12-24 22:21:35,522 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 11:48:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.6019, loss: 0.6019 +2023-12-24 22:22:01,405 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 11:48:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 0.5505, loss: 0.5505 +2023-12-24 22:22:27,151 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 11:47:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.5435, loss: 0.5435 +2023-12-24 22:22:52,860 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 11:47:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.5357, loss: 0.5357 +2023-12-24 22:23:18,683 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 11:46:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.6104, loss: 0.6104 +2023-12-24 22:23:43,978 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 11:46:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.6008, loss: 0.6008 +2023-12-24 22:24:09,493 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 11:45:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.5516, loss: 0.5516 +2023-12-24 22:24:34,980 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 11:45:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 0.5521, loss: 0.5521 +2023-12-24 22:25:00,512 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 11:45:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.5879, loss: 0.5879 +2023-12-24 22:25:26,150 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 11:44:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.5444, loss: 0.5444 +2023-12-24 22:25:51,826 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 11:44:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.5837, loss: 0.5837 +2023-12-24 22:26:17,384 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 11:43:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.5906, loss: 0.5906 +2023-12-24 22:26:42,660 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 11:43:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.6370, loss: 0.6370 +2023-12-24 22:27:07,886 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 11:42:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.6583, loss: 0.6583 +2023-12-24 22:27:33,189 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 11:42:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 0.5756, loss: 0.5756 +2023-12-24 22:27:58,859 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 11:41:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.6183, loss: 0.6183 +2023-12-24 22:28:24,081 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 11:41:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9850, loss_cls: 0.6007, loss: 0.6007 +2023-12-24 22:28:49,478 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 11:41:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 0.5351, loss: 0.5351 +2023-12-24 22:29:15,320 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 11:40:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 0.5692, loss: 0.5692 +2023-12-24 22:29:41,038 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 11:40:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.5451, loss: 0.5451 +2023-12-24 22:29:43,136 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-24 22:34:10,873 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:34:11,543 - pyskl - INFO - +top1_acc 0.7939 +top5_acc 0.9575 +2023-12-24 22:34:11,547 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_102.pth was removed +2023-12-24 22:34:11,763 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2023-12-24 22:34:11,765 - pyskl - INFO - Best top1_acc is 0.7939 at 103 epoch. +2023-12-24 22:34:11,791 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.7939, top5_acc: 0.9575 +2023-12-24 22:35:06,086 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 11:39:57, time: 0.543, data_time: 0.294, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.5417, loss: 0.5417 +2023-12-24 22:35:31,099 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 11:39:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.4874, loss: 0.4874 +2023-12-24 22:35:56,451 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 11:39:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5095, loss: 0.5095 +2023-12-24 22:36:22,079 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 11:38:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.4520, loss: 0.4520 +2023-12-24 22:36:47,242 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 11:38:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5262, loss: 0.5262 +2023-12-24 22:37:13,701 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 11:37:44, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.5314, loss: 0.5314 +2023-12-24 22:37:39,622 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 11:37:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9900, loss_cls: 0.5823, loss: 0.5823 +2023-12-24 22:38:05,590 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 11:36:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 0.5229, loss: 0.5229 +2023-12-24 22:38:31,595 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 11:36:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.5744, loss: 0.5744 +2023-12-24 22:38:57,347 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 11:35:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.5377, loss: 0.5377 +2023-12-24 22:39:23,259 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 11:35:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.5138, loss: 0.5138 +2023-12-24 22:39:48,737 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 11:35:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.5769, loss: 0.5769 +2023-12-24 22:40:14,235 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 11:34:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.5614, loss: 0.5614 +2023-12-24 22:40:39,681 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 11:34:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 0.5413, loss: 0.5413 +2023-12-24 22:41:05,609 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 11:33:46, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.5034, loss: 0.5034 +2023-12-24 22:41:31,334 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 11:33:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.5129, loss: 0.5129 +2023-12-24 22:41:56,881 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 11:32:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.4590, loss: 0.4590 +2023-12-24 22:42:22,562 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 11:32:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.5947, loss: 0.5947 +2023-12-24 22:42:48,208 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 11:32:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.5652, loss: 0.5652 +2023-12-24 22:43:14,296 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 11:31:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.5389, loss: 0.5389 +2023-12-24 22:43:39,875 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 11:31:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.5551, loss: 0.5551 +2023-12-24 22:44:05,637 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 11:30:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.5825, loss: 0.5825 +2023-12-24 22:44:31,615 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 11:30:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.5563, loss: 0.5563 +2023-12-24 22:44:57,071 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 11:29:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.6004, loss: 0.6004 +2023-12-24 22:45:22,682 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 11:29:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.5173, loss: 0.5173 +2023-12-24 22:45:48,210 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 11:28:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.6217, loss: 0.6217 +2023-12-24 22:46:13,608 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 11:28:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9762, loss_cls: 0.6114, loss: 0.6114 +2023-12-24 22:46:38,864 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 11:28:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 0.5932, loss: 0.5932 +2023-12-24 22:47:04,515 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 11:27:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9925, loss_cls: 0.5294, loss: 0.5294 +2023-12-24 22:47:29,692 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 11:27:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.5780, loss: 0.5780 +2023-12-24 22:47:55,020 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 11:26:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 0.5767, loss: 0.5767 +2023-12-24 22:48:20,593 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 11:26:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.6174, loss: 0.6174 +2023-12-24 22:48:46,195 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 11:25:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 0.5479, loss: 0.5479 +2023-12-24 22:49:11,963 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 11:25:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.5645, loss: 0.5645 +2023-12-24 22:49:14,107 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-24 22:53:42,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:53:43,220 - pyskl - INFO - +top1_acc 0.7838 +top5_acc 0.9539 +2023-12-24 22:53:43,246 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.7838, top5_acc: 0.9539 +2023-12-24 22:54:37,562 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 11:25:06, time: 0.543, data_time: 0.291, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.5428, loss: 0.5428 +2023-12-24 22:55:03,014 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 11:24:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.4840, loss: 0.4840 +2023-12-24 22:55:29,274 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 11:24:13, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.4993, loss: 0.4993 +2023-12-24 22:55:55,939 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 11:23:47, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5295, loss: 0.5295 +2023-12-24 22:56:21,392 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 11:23:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.5170, loss: 0.5170 +2023-12-24 22:56:46,992 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 11:22:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.5266, loss: 0.5266 +2023-12-24 22:57:12,507 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 11:22:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 0.4989, loss: 0.4989 +2023-12-24 22:57:37,852 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 11:22:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.5372, loss: 0.5372 +2023-12-24 22:58:02,987 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 11:21:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.4956, loss: 0.4956 +2023-12-24 22:58:28,330 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 11:21:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.5346, loss: 0.5346 +2023-12-24 22:58:54,766 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 11:20:41, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9938, loss_cls: 0.4960, loss: 0.4960 +2023-12-24 22:59:20,566 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 11:20:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 0.5368, loss: 0.5368 +2023-12-24 22:59:46,829 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 11:19:48, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9838, loss_cls: 0.5126, loss: 0.5126 +2023-12-24 23:00:12,747 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 11:19:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5284, loss: 0.5284 +2023-12-24 23:00:38,839 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 11:18:55, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.5699, loss: 0.5699 +2023-12-24 23:01:04,726 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 11:18:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.5423, loss: 0.5423 +2023-12-24 23:01:30,176 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 11:18:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.5321, loss: 0.5321 +2023-12-24 23:01:55,634 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 11:17:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9800, loss_cls: 0.5317, loss: 0.5317 +2023-12-24 23:02:21,181 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 11:17:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9906, loss_cls: 0.5209, loss: 0.5209 +2023-12-24 23:02:46,541 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 11:16:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.5529, loss: 0.5529 +2023-12-24 23:03:11,925 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 11:16:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.5490, loss: 0.5490 +2023-12-24 23:03:37,295 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 11:15:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.5716, loss: 0.5716 +2023-12-24 23:04:02,840 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 11:15:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 0.5465, loss: 0.5465 +2023-12-24 23:04:28,501 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 11:14:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9894, loss_cls: 0.5766, loss: 0.5766 +2023-12-24 23:04:53,864 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 11:14:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.5152, loss: 0.5152 +2023-12-24 23:05:19,566 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 11:14:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 0.5533, loss: 0.5533 +2023-12-24 23:05:45,135 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 11:13:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.5493, loss: 0.5493 +2023-12-24 23:06:10,690 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 11:13:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5080, loss: 0.5080 +2023-12-24 23:06:36,014 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 11:12:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.5799, loss: 0.5799 +2023-12-24 23:07:01,273 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 11:12:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.5653, loss: 0.5653 +2023-12-24 23:07:26,471 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 11:11:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.5602, loss: 0.5602 +2023-12-24 23:07:51,977 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 11:11:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.5976, loss: 0.5976 +2023-12-24 23:08:17,511 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 11:10:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.5335, loss: 0.5335 +2023-12-24 23:08:42,977 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 11:10:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9819, loss_cls: 0.5626, loss: 0.5626 +2023-12-24 23:08:45,145 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-24 23:13:13,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:13:14,031 - pyskl - INFO - +top1_acc 0.8012 +top5_acc 0.9593 +2023-12-24 23:13:14,036 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_103.pth was removed +2023-12-24 23:13:14,252 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2023-12-24 23:13:14,254 - pyskl - INFO - Best top1_acc is 0.8012 at 105 epoch. +2023-12-24 23:13:14,279 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8012, top5_acc: 0.9593 +2023-12-24 23:14:09,047 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 11:10:14, time: 0.548, data_time: 0.297, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 0.4450, loss: 0.4450 +2023-12-24 23:14:34,436 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 11:09:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.4266, loss: 0.4266 +2023-12-24 23:14:59,777 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 11:09:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 0.4469, loss: 0.4469 +2023-12-24 23:15:25,040 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 11:08:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9925, loss_cls: 0.4499, loss: 0.4499 +2023-12-24 23:15:50,611 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 11:08:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.5067, loss: 0.5067 +2023-12-24 23:16:16,197 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 11:08:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.5127, loss: 0.5127 +2023-12-24 23:16:41,934 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 11:07:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9956, loss_cls: 0.4758, loss: 0.4758 +2023-12-24 23:17:07,867 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 11:07:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 0.5137, loss: 0.5137 +2023-12-24 23:17:33,685 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 11:06:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.5174, loss: 0.5174 +2023-12-24 23:18:00,114 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 11:06:15, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.5229, loss: 0.5229 +2023-12-24 23:18:25,291 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 11:05:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.5395, loss: 0.5395 +2023-12-24 23:18:50,548 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 11:05:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9925, loss_cls: 0.4789, loss: 0.4789 +2023-12-24 23:19:15,937 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 11:04:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.5019, loss: 0.5019 +2023-12-24 23:19:41,167 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 11:04:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9950, loss_cls: 0.4859, loss: 0.4859 +2023-12-24 23:20:06,753 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 11:04:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9788, loss_cls: 0.5383, loss: 0.5383 +2023-12-24 23:20:32,766 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 11:03:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.5362, loss: 0.5362 +2023-12-24 23:20:58,553 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 11:03:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.5738, loss: 0.5738 +2023-12-24 23:21:23,908 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 11:02:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.5361, loss: 0.5361 +2023-12-24 23:21:50,394 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 11:02:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 0.5615, loss: 0.5615 +2023-12-24 23:22:16,020 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 11:01:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.4970, loss: 0.4970 +2023-12-24 23:22:41,305 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 11:01:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.5723, loss: 0.5723 +2023-12-24 23:23:06,354 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 11:00:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.5266, loss: 0.5266 +2023-12-24 23:23:31,391 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 11:00:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.5042, loss: 0.5042 +2023-12-24 23:23:57,577 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 11:00:04, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9906, loss_cls: 0.5738, loss: 0.5738 +2023-12-24 23:24:23,043 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 10:59:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.5303, loss: 0.5303 +2023-12-24 23:24:48,714 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 10:59:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.5427, loss: 0.5427 +2023-12-24 23:25:14,015 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 10:58:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.5101, loss: 0.5101 +2023-12-24 23:25:39,524 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 10:58:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.5396, loss: 0.5396 +2023-12-24 23:26:05,069 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 10:57:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.5959, loss: 0.5959 +2023-12-24 23:26:30,334 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 10:57:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 0.5196, loss: 0.5196 +2023-12-24 23:26:55,484 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 10:56:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.5444, loss: 0.5444 +2023-12-24 23:27:20,846 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 10:56:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 0.5549, loss: 0.5549 +2023-12-24 23:27:46,470 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 10:56:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.5528, loss: 0.5528 +2023-12-24 23:28:11,859 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 10:55:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9900, loss_cls: 0.5389, loss: 0.5389 +2023-12-24 23:28:13,843 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-24 23:32:41,743 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:32:42,380 - pyskl - INFO - +top1_acc 0.7946 +top5_acc 0.9552 +2023-12-24 23:32:42,407 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.7946, top5_acc: 0.9552 +2023-12-24 23:33:37,545 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 10:55:21, time: 0.551, data_time: 0.300, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.4801, loss: 0.4801 +2023-12-24 23:34:02,608 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 10:54:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 0.4709, loss: 0.4709 +2023-12-24 23:34:27,687 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 10:54:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4532, loss: 0.4532 +2023-12-24 23:34:53,442 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 10:54:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.4077, loss: 0.4077 +2023-12-24 23:35:19,027 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 10:53:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.5038, loss: 0.5038 +2023-12-24 23:35:44,590 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 10:53:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.4679, loss: 0.4679 +2023-12-24 23:36:10,328 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 10:52:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.5167, loss: 0.5167 +2023-12-24 23:36:35,637 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 10:52:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4452, loss: 0.4452 +2023-12-24 23:37:00,920 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 10:51:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.5118, loss: 0.5118 +2023-12-24 23:37:26,360 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 10:51:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.5097, loss: 0.5097 +2023-12-24 23:37:51,443 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 10:50:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.5166, loss: 0.5166 +2023-12-24 23:38:16,539 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 10:50:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.5138, loss: 0.5138 +2023-12-24 23:38:41,629 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 10:50:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5159, loss: 0.5159 +2023-12-24 23:39:06,911 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 10:49:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 0.5166, loss: 0.5166 +2023-12-24 23:39:32,682 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 10:49:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.4871, loss: 0.4871 +2023-12-24 23:39:58,297 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 10:48:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.4678, loss: 0.4678 +2023-12-24 23:40:24,208 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 10:48:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.5493, loss: 0.5493 +2023-12-24 23:40:49,820 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 10:47:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.4720, loss: 0.4720 +2023-12-24 23:41:16,382 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 10:47:23, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.4414, loss: 0.4414 +2023-12-24 23:41:41,980 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 10:46:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.4966, loss: 0.4966 +2023-12-24 23:42:08,164 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 10:46:30, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5277, loss: 0.5277 +2023-12-24 23:42:33,420 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 10:46:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.5503, loss: 0.5503 +2023-12-24 23:42:58,711 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 10:45:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.5218, loss: 0.5218 +2023-12-24 23:43:24,334 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 10:45:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 0.5486, loss: 0.5486 +2023-12-24 23:43:50,349 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 10:44:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.4951, loss: 0.4951 +2023-12-24 23:44:16,008 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 10:44:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.5417, loss: 0.5417 +2023-12-24 23:44:41,376 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 10:43:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.5004, loss: 0.5004 +2023-12-24 23:45:06,684 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 10:43:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.4961, loss: 0.4961 +2023-12-24 23:45:31,994 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 10:42:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.4673, loss: 0.4673 +2023-12-24 23:45:57,246 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 10:42:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.5938, loss: 0.5938 +2023-12-24 23:46:22,430 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 10:42:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.5169, loss: 0.5169 +2023-12-24 23:46:47,645 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 10:41:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.5369, loss: 0.5369 +2023-12-24 23:47:12,978 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 10:41:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.5311, loss: 0.5311 +2023-12-24 23:47:38,207 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 10:40:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.4640, loss: 0.4640 +2023-12-24 23:47:40,281 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-24 23:52:06,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:52:06,809 - pyskl - INFO - +top1_acc 0.7911 +top5_acc 0.9541 +2023-12-24 23:52:06,835 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.7911, top5_acc: 0.9541 +2023-12-24 23:53:00,384 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 10:40:27, time: 0.535, data_time: 0.280, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.4440, loss: 0.4440 +2023-12-24 23:53:25,921 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 10:40:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.4613, loss: 0.4613 +2023-12-24 23:53:51,861 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 10:39:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4251, loss: 0.4251 +2023-12-24 23:54:17,605 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 10:39:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.4158, loss: 0.4158 +2023-12-24 23:54:43,210 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 10:38:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.4715, loss: 0.4715 +2023-12-24 23:55:09,016 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 10:38:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.5133, loss: 0.5133 +2023-12-24 23:55:34,867 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 10:37:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.4850, loss: 0.4850 +2023-12-24 23:56:00,239 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 10:37:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 0.4815, loss: 0.4815 +2023-12-24 23:56:26,052 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 10:36:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 0.4656, loss: 0.4656 +2023-12-24 23:56:51,703 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 10:36:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.4982, loss: 0.4982 +2023-12-24 23:57:17,045 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 10:36:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.5295, loss: 0.5295 +2023-12-24 23:57:42,603 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 10:35:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.4542, loss: 0.4542 +2023-12-24 23:58:08,141 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 10:35:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 0.4769, loss: 0.4769 +2023-12-24 23:58:33,498 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 10:34:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.4952, loss: 0.4952 +2023-12-24 23:58:59,523 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 10:34:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.4420, loss: 0.4420 +2023-12-24 23:59:25,520 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 10:33:50, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.4371, loss: 0.4371 +2023-12-24 23:59:50,949 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 10:33:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.4555, loss: 0.4555 +2023-12-25 00:00:16,310 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 10:32:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 0.5308, loss: 0.5308 +2023-12-25 00:00:41,338 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 10:32:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5406, loss: 0.5406 +2023-12-25 00:01:06,575 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 10:32:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 0.4911, loss: 0.4911 +2023-12-25 00:01:31,615 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 10:31:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.4960, loss: 0.4960 +2023-12-25 00:01:56,669 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 10:31:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9906, loss_cls: 0.4911, loss: 0.4911 +2023-12-25 00:02:21,855 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 10:30:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.5089, loss: 0.5089 +2023-12-25 00:02:47,454 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 10:30:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.4763, loss: 0.4763 +2023-12-25 00:03:13,018 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 10:29:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.4759, loss: 0.4759 +2023-12-25 00:03:38,468 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 10:29:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.5242, loss: 0.5242 +2023-12-25 00:04:04,062 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 10:28:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.4733, loss: 0.4733 +2023-12-25 00:04:29,510 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 10:28:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.4603, loss: 0.4603 +2023-12-25 00:04:54,729 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 10:28:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.4286, loss: 0.4286 +2023-12-25 00:05:20,208 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 10:27:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.5139, loss: 0.5139 +2023-12-25 00:05:45,397 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 10:27:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.5061, loss: 0.5061 +2023-12-25 00:06:10,687 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 10:26:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.5448, loss: 0.5448 +2023-12-25 00:06:36,041 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 10:26:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.4863, loss: 0.4863 +2023-12-25 00:07:01,098 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 10:25:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.5163, loss: 0.5163 +2023-12-25 00:07:03,089 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-25 00:11:29,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:11:29,987 - pyskl - INFO - +top1_acc 0.7924 +top5_acc 0.9540 +2023-12-25 00:11:30,013 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.7924, top5_acc: 0.9540 +2023-12-25 00:12:23,636 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 10:25:33, time: 0.536, data_time: 0.281, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 0.4476, loss: 0.4476 +2023-12-25 00:12:49,019 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 10:25:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4186, loss: 0.4186 +2023-12-25 00:13:14,076 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 10:24:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.4371, loss: 0.4371 +2023-12-25 00:13:39,323 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 10:24:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9831, loss_cls: 0.4900, loss: 0.4900 +2023-12-25 00:14:04,926 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 10:23:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.4910, loss: 0.4910 +2023-12-25 00:14:30,501 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 10:23:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.4784, loss: 0.4784 +2023-12-25 00:14:55,894 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 10:22:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.4644, loss: 0.4644 +2023-12-25 00:15:21,156 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 10:22:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.4621, loss: 0.4621 +2023-12-25 00:15:46,365 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 10:22:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.4742, loss: 0.4742 +2023-12-25 00:16:12,132 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 10:21:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.4797, loss: 0.4797 +2023-12-25 00:16:37,409 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 10:21:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.4465, loss: 0.4465 +2023-12-25 00:17:02,645 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 10:20:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.4603, loss: 0.4603 +2023-12-25 00:17:27,935 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 10:20:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 0.4305, loss: 0.4305 +2023-12-25 00:17:53,458 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 10:19:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.4753, loss: 0.4753 +2023-12-25 00:18:19,164 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 10:19:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.5005, loss: 0.5005 +2023-12-25 00:18:44,636 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 10:18:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4232, loss: 0.4232 +2023-12-25 00:19:10,080 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 10:18:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.4755, loss: 0.4755 +2023-12-25 00:19:35,476 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 10:18:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.5034, loss: 0.5034 +2023-12-25 00:20:01,144 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 10:17:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.4925, loss: 0.4925 +2023-12-25 00:20:26,730 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 10:17:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 0.4856, loss: 0.4856 +2023-12-25 00:20:52,346 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 10:16:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.5408, loss: 0.5408 +2023-12-25 00:21:18,285 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 10:16:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.4983, loss: 0.4983 +2023-12-25 00:21:43,466 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 10:15:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.4764, loss: 0.4764 +2023-12-25 00:22:08,854 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 10:15:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 0.4800, loss: 0.4800 +2023-12-25 00:22:34,309 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 10:14:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 0.4919, loss: 0.4919 +2023-12-25 00:22:59,365 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 10:14:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 0.4963, loss: 0.4963 +2023-12-25 00:23:24,724 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 10:14:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.5331, loss: 0.5331 +2023-12-25 00:23:50,590 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 10:13:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.5084, loss: 0.5084 +2023-12-25 00:24:16,003 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 10:13:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.5417, loss: 0.5417 +2023-12-25 00:24:41,425 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 10:12:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.5319, loss: 0.5319 +2023-12-25 00:25:06,635 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 10:12:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.4530, loss: 0.4530 +2023-12-25 00:25:31,870 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 10:11:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.4733, loss: 0.4733 +2023-12-25 00:25:57,437 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 10:11:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.4831, loss: 0.4831 +2023-12-25 00:26:22,652 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 10:10:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.5134, loss: 0.5134 +2023-12-25 00:26:24,611 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-25 00:30:52,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:30:53,284 - pyskl - INFO - +top1_acc 0.7951 +top5_acc 0.9553 +2023-12-25 00:30:53,310 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.7951, top5_acc: 0.9553 +2023-12-25 00:31:47,401 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 10:10:38, time: 0.541, data_time: 0.290, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.4513, loss: 0.4513 +2023-12-25 00:32:12,675 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 10:10:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.4104, loss: 0.4104 +2023-12-25 00:32:37,819 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 10:09:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 0.4043, loss: 0.4043 +2023-12-25 00:33:03,091 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 10:09:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.3998, loss: 0.3998 +2023-12-25 00:33:28,587 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 10:08:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4351, loss: 0.4351 +2023-12-25 00:33:53,899 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 10:08:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.4485, loss: 0.4485 +2023-12-25 00:34:19,718 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 10:07:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4106, loss: 0.4106 +2023-12-25 00:34:44,962 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 10:07:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.4291, loss: 0.4291 +2023-12-25 00:35:10,268 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 10:07:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.5104, loss: 0.5104 +2023-12-25 00:35:35,666 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 10:06:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.4317, loss: 0.4317 +2023-12-25 00:36:00,958 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 10:06:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.4066, loss: 0.4066 +2023-12-25 00:36:26,225 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 10:05:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.4659, loss: 0.4659 +2023-12-25 00:36:51,897 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 10:05:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.4234, loss: 0.4234 +2023-12-25 00:37:17,587 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 10:04:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.4254, loss: 0.4254 +2023-12-25 00:37:43,076 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 10:04:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.4481, loss: 0.4481 +2023-12-25 00:38:08,204 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 10:03:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.5022, loss: 0.5022 +2023-12-25 00:38:33,692 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 10:03:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.4461, loss: 0.4461 +2023-12-25 00:38:58,889 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 10:03:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 0.4228, loss: 0.4228 +2023-12-25 00:39:24,664 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 10:02:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.4492, loss: 0.4492 +2023-12-25 00:39:49,795 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 10:02:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.4986, loss: 0.4986 +2023-12-25 00:40:14,851 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 10:01:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.4667, loss: 0.4667 +2023-12-25 00:40:40,163 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 10:01:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.4730, loss: 0.4730 +2023-12-25 00:41:05,478 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 10:00:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 0.4935, loss: 0.4935 +2023-12-25 00:41:30,852 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 10:00:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.4480, loss: 0.4480 +2023-12-25 00:41:56,427 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 10:00:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 0.5091, loss: 0.5091 +2023-12-25 00:42:22,007 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 9:59:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9938, loss_cls: 0.4542, loss: 0.4542 +2023-12-25 00:42:47,344 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 9:59:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.4528, loss: 0.4528 +2023-12-25 00:43:12,745 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 9:58:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.4384, loss: 0.4384 +2023-12-25 00:43:37,886 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 9:58:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.4608, loss: 0.4608 +2023-12-25 00:44:03,117 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 9:57:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.4937, loss: 0.4937 +2023-12-25 00:44:28,221 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 9:57:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.4179, loss: 0.4179 +2023-12-25 00:44:54,262 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 9:56:54, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 0.4608, loss: 0.4608 +2023-12-25 00:45:20,619 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 9:56:28, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.4675, loss: 0.4675 +2023-12-25 00:45:46,004 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 9:56:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.4540, loss: 0.4540 +2023-12-25 00:45:47,965 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-25 00:50:15,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:50:15,860 - pyskl - INFO - +top1_acc 0.7917 +top5_acc 0.9525 +2023-12-25 00:50:15,886 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.7917, top5_acc: 0.9525 +2023-12-25 00:51:10,286 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 9:55:43, time: 0.544, data_time: 0.292, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4340, loss: 0.4340 +2023-12-25 00:51:35,751 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 9:55:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 0.4154, loss: 0.4154 +2023-12-25 00:52:01,118 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 9:54:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 0.4165, loss: 0.4165 +2023-12-25 00:52:26,572 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 9:54:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.4197, loss: 0.4197 +2023-12-25 00:52:52,358 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 9:53:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 0.3867, loss: 0.3867 +2023-12-25 00:53:17,699 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 9:53:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 0.3900, loss: 0.3900 +2023-12-25 00:53:43,523 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 9:53:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.4428, loss: 0.4428 +2023-12-25 00:54:08,848 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 9:52:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.4468, loss: 0.4468 +2023-12-25 00:54:34,325 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 9:52:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.4277, loss: 0.4277 +2023-12-25 00:54:59,755 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 9:51:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.4076, loss: 0.4076 +2023-12-25 00:55:25,143 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 9:51:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4074, loss: 0.4074 +2023-12-25 00:55:50,547 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 9:50:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4059, loss: 0.4059 +2023-12-25 00:56:15,961 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 9:50:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 0.4176, loss: 0.4176 +2023-12-25 00:56:41,380 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 9:49:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.4269, loss: 0.4269 +2023-12-25 00:57:06,849 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 9:49:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 0.4548, loss: 0.4548 +2023-12-25 00:57:31,977 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 9:49:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9944, loss_cls: 0.4160, loss: 0.4160 +2023-12-25 00:57:57,259 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 9:48:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 0.4295, loss: 0.4295 +2023-12-25 00:58:22,677 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 9:48:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.4166, loss: 0.4166 +2023-12-25 00:58:48,158 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 9:47:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 0.4253, loss: 0.4253 +2023-12-25 00:59:14,349 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 9:47:19, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.4267, loss: 0.4267 +2023-12-25 00:59:40,780 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 9:46:53, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.4860, loss: 0.4860 +2023-12-25 01:00:06,124 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 9:46:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.4418, loss: 0.4418 +2023-12-25 01:00:31,403 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 9:46:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.4757, loss: 0.4757 +2023-12-25 01:00:56,785 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 9:45:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.4680, loss: 0.4680 +2023-12-25 01:01:22,631 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 9:45:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 0.4621, loss: 0.4621 +2023-12-25 01:01:48,947 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 9:44:40, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.4410, loss: 0.4410 +2023-12-25 01:02:14,382 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 9:44:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.4620, loss: 0.4620 +2023-12-25 01:02:40,534 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 9:43:48, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.5011, loss: 0.5011 +2023-12-25 01:03:05,749 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 9:43:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9931, loss_cls: 0.4577, loss: 0.4577 +2023-12-25 01:03:31,380 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 9:42:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 0.4586, loss: 0.4586 +2023-12-25 01:03:56,646 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 9:42:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.4934, loss: 0.4934 +2023-12-25 01:04:21,910 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 9:42:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.4811, loss: 0.4811 +2023-12-25 01:04:47,459 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 9:41:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.4665, loss: 0.4665 +2023-12-25 01:05:12,863 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 9:41:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.4958, loss: 0.4958 +2023-12-25 01:05:14,955 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-25 01:09:43,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:09:43,722 - pyskl - INFO - +top1_acc 0.7715 +top5_acc 0.9426 +2023-12-25 01:09:43,749 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.7715, top5_acc: 0.9426 +2023-12-25 01:10:37,388 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 9:40:50, time: 0.536, data_time: 0.288, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.3997, loss: 0.3997 +2023-12-25 01:11:02,514 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 9:40:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.3445, loss: 0.3445 +2023-12-25 01:11:27,952 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 9:39:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.3916, loss: 0.3916 +2023-12-25 01:11:53,421 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 9:39:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.4279, loss: 0.4279 +2023-12-25 01:12:18,819 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 9:39:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3721, loss: 0.3721 +2023-12-25 01:12:44,110 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 9:38:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 0.4075, loss: 0.4075 +2023-12-25 01:13:09,700 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 9:38:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 0.4040, loss: 0.4040 +2023-12-25 01:13:35,244 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 9:37:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.3898, loss: 0.3898 +2023-12-25 01:14:00,752 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 9:37:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4056, loss: 0.4056 +2023-12-25 01:14:26,104 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 9:36:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4262, loss: 0.4262 +2023-12-25 01:14:51,668 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 9:36:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.4322, loss: 0.4322 +2023-12-25 01:15:17,729 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 9:35:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.3876, loss: 0.3876 +2023-12-25 01:15:43,013 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 9:35:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 0.3771, loss: 0.3771 +2023-12-25 01:16:08,960 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 9:35:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 0.4247, loss: 0.4247 +2023-12-25 01:16:34,608 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 9:34:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.4378, loss: 0.4378 +2023-12-25 01:16:59,757 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 9:34:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4360, loss: 0.4360 +2023-12-25 01:17:24,990 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 9:33:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.4856, loss: 0.4856 +2023-12-25 01:17:50,634 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 9:33:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.4654, loss: 0.4654 +2023-12-25 01:18:16,554 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 9:32:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 0.4360, loss: 0.4360 +2023-12-25 01:18:42,858 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 9:32:26, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.4545, loss: 0.4545 +2023-12-25 01:19:08,436 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 9:32:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.4505, loss: 0.4505 +2023-12-25 01:19:33,794 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 9:31:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.4788, loss: 0.4788 +2023-12-25 01:19:58,931 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 9:31:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.3762, loss: 0.3762 +2023-12-25 01:20:24,511 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 9:30:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.4294, loss: 0.4294 +2023-12-25 01:20:50,176 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 9:30:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.4237, loss: 0.4237 +2023-12-25 01:21:15,768 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 9:29:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 0.4620, loss: 0.4620 +2023-12-25 01:21:41,308 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 9:29:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.4684, loss: 0.4684 +2023-12-25 01:22:06,680 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 9:28:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.4013, loss: 0.4013 +2023-12-25 01:22:32,059 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 9:28:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4189, loss: 0.4189 +2023-12-25 01:22:57,618 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 9:28:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.4391, loss: 0.4391 +2023-12-25 01:23:23,125 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 9:27:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.4523, loss: 0.4523 +2023-12-25 01:23:48,709 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 9:27:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.4345, loss: 0.4345 +2023-12-25 01:24:14,320 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 9:26:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 0.4861, loss: 0.4861 +2023-12-25 01:24:39,829 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 9:26:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.4692, loss: 0.4692 +2023-12-25 01:24:41,906 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-25 01:29:09,150 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:29:09,865 - pyskl - INFO - +top1_acc 0.8068 +top5_acc 0.9590 +2023-12-25 01:29:09,870 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_105.pth was removed +2023-12-25 01:29:10,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2023-12-25 01:29:10,085 - pyskl - INFO - Best top1_acc is 0.8068 at 112 epoch. +2023-12-25 01:29:10,111 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8068, top5_acc: 0.9590 +2023-12-25 01:30:04,873 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 9:25:56, time: 0.548, data_time: 0.296, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 0.3959, loss: 0.3959 +2023-12-25 01:30:30,260 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 9:25:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 0.3591, loss: 0.3591 +2023-12-25 01:30:55,723 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 9:25:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9900, loss_cls: 0.3491, loss: 0.3491 +2023-12-25 01:31:21,436 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 9:24:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.3459, loss: 0.3459 +2023-12-25 01:31:47,121 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 9:24:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.3991, loss: 0.3991 +2023-12-25 01:32:12,471 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 9:23:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3550, loss: 0.3550 +2023-12-25 01:32:37,868 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 9:23:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4033, loss: 0.4033 +2023-12-25 01:33:03,388 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 9:22:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.3724, loss: 0.3724 +2023-12-25 01:33:28,594 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 9:22:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.3963, loss: 0.3963 +2023-12-25 01:33:53,997 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 9:21:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4193, loss: 0.4193 +2023-12-25 01:34:19,388 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 9:21:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3655, loss: 0.3655 +2023-12-25 01:34:44,902 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 9:21:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4198, loss: 0.4198 +2023-12-25 01:35:10,512 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 9:20:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.3891, loss: 0.3891 +2023-12-25 01:35:35,961 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 9:20:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.4381, loss: 0.4381 +2023-12-25 01:36:01,227 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 9:19:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 0.4273, loss: 0.4273 +2023-12-25 01:36:26,361 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 9:19:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.4167, loss: 0.4167 +2023-12-25 01:36:51,502 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 9:18:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 0.3678, loss: 0.3678 +2023-12-25 01:37:17,115 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 9:18:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.3726, loss: 0.3726 +2023-12-25 01:37:42,807 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 9:17:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.4156, loss: 0.4156 +2023-12-25 01:38:07,977 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 9:17:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.4302, loss: 0.4302 +2023-12-25 01:38:33,398 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 9:17:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 0.3976, loss: 0.3976 +2023-12-25 01:38:59,285 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 9:16:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.4289, loss: 0.4289 +2023-12-25 01:39:24,910 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 9:16:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.4620, loss: 0.4620 +2023-12-25 01:39:50,375 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 9:15:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 0.3797, loss: 0.3797 +2023-12-25 01:40:15,996 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 9:15:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 0.4308, loss: 0.4308 +2023-12-25 01:40:41,553 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 9:14:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4157, loss: 0.4157 +2023-12-25 01:41:06,926 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 9:14:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 0.4933, loss: 0.4933 +2023-12-25 01:41:32,625 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 9:14:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.4425, loss: 0.4425 +2023-12-25 01:41:57,974 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 9:13:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4252, loss: 0.4252 +2023-12-25 01:42:23,707 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 9:13:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.4067, loss: 0.4067 +2023-12-25 01:42:49,244 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 9:12:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.4014, loss: 0.4014 +2023-12-25 01:43:14,844 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 9:12:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9950, loss_cls: 0.4309, loss: 0.4309 +2023-12-25 01:43:40,111 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 9:11:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4368, loss: 0.4368 +2023-12-25 01:44:05,519 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 9:11:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.4400, loss: 0.4400 +2023-12-25 01:44:07,553 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-25 01:48:34,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:48:35,508 - pyskl - INFO - +top1_acc 0.8061 +top5_acc 0.9575 +2023-12-25 01:48:35,534 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8061, top5_acc: 0.9575 +2023-12-25 01:49:30,606 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 9:11:03, time: 0.551, data_time: 0.291, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.3949, loss: 0.3949 +2023-12-25 01:49:55,863 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 9:10:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3383, loss: 0.3383 +2023-12-25 01:50:21,429 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 9:10:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.3843, loss: 0.3843 +2023-12-25 01:50:47,338 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 9:09:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.3812, loss: 0.3812 +2023-12-25 01:51:13,035 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 9:09:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.3648, loss: 0.3648 +2023-12-25 01:51:38,474 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 9:08:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.3849, loss: 0.3849 +2023-12-25 01:52:03,920 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 9:08:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.3803, loss: 0.3803 +2023-12-25 01:52:29,408 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 9:07:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3671, loss: 0.3671 +2023-12-25 01:52:54,837 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 9:07:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3653, loss: 0.3653 +2023-12-25 01:53:20,300 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 9:07:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3946, loss: 0.3946 +2023-12-25 01:53:45,609 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 9:06:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3639, loss: 0.3639 +2023-12-25 01:54:11,009 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 9:06:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.4260, loss: 0.4260 +2023-12-25 01:54:36,286 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 9:05:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.4339, loss: 0.4339 +2023-12-25 01:55:02,001 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 9:05:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.3730, loss: 0.3730 +2023-12-25 01:55:27,096 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 9:04:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.3594, loss: 0.3594 +2023-12-25 01:55:52,217 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 9:04:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3742, loss: 0.3742 +2023-12-25 01:56:17,385 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 9:03:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 0.4251, loss: 0.4251 +2023-12-25 01:56:42,916 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 9:03:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4003, loss: 0.4003 +2023-12-25 01:57:08,722 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 9:03:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4080, loss: 0.4080 +2023-12-25 01:57:34,399 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 9:02:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4071, loss: 0.4071 +2023-12-25 01:57:59,656 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 9:02:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.3609, loss: 0.3609 +2023-12-25 01:58:24,958 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 9:01:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 0.3874, loss: 0.3874 +2023-12-25 01:58:50,589 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 9:01:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.3717, loss: 0.3717 +2023-12-25 01:59:16,097 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 9:00:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.3721, loss: 0.3721 +2023-12-25 01:59:41,755 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 9:00:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 0.3998, loss: 0.3998 +2023-12-25 02:00:07,745 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 9:00:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4405, loss: 0.4405 +2023-12-25 02:00:33,549 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 8:59:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9962, loss_cls: 0.4048, loss: 0.4048 +2023-12-25 02:01:00,187 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 8:59:07, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.3700, loss: 0.3700 +2023-12-25 02:01:25,720 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 8:58:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 0.4060, loss: 0.4060 +2023-12-25 02:01:51,098 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 8:58:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9875, loss_cls: 0.4263, loss: 0.4263 +2023-12-25 02:02:16,350 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 8:57:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 0.4451, loss: 0.4451 +2023-12-25 02:02:41,622 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 8:57:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.4592, loss: 0.4592 +2023-12-25 02:03:06,910 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 8:56:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.4680, loss: 0.4680 +2023-12-25 02:03:32,167 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 8:56:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.4428, loss: 0.4428 +2023-12-25 02:03:34,310 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-25 02:08:02,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:08:03,443 - pyskl - INFO - +top1_acc 0.7967 +top5_acc 0.9578 +2023-12-25 02:08:03,468 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.7967, top5_acc: 0.9578 +2023-12-25 02:08:58,001 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 8:56:09, time: 0.545, data_time: 0.293, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.3700, loss: 0.3700 +2023-12-25 02:09:23,318 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 8:55:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.3261, loss: 0.3261 +2023-12-25 02:09:48,710 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 8:55:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.3588, loss: 0.3588 +2023-12-25 02:10:14,222 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 8:54:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3412, loss: 0.3412 +2023-12-25 02:10:39,887 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 8:54:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 0.3254, loss: 0.3254 +2023-12-25 02:11:05,221 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 8:53:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.3292, loss: 0.3292 +2023-12-25 02:11:30,679 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 8:53:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 0.3407, loss: 0.3407 +2023-12-25 02:11:56,774 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 8:53:03, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.3604, loss: 0.3604 +2023-12-25 02:12:23,482 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 8:52:37, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3390, loss: 0.3390 +2023-12-25 02:12:50,161 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 8:52:11, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3373, loss: 0.3373 +2023-12-25 02:13:16,852 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 8:51:45, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.3644, loss: 0.3644 +2023-12-25 02:13:42,911 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 8:51:19, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9906, loss_cls: 0.3705, loss: 0.3705 +2023-12-25 02:14:08,575 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 8:50:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3502, loss: 0.3502 +2023-12-25 02:14:34,062 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 8:50:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.3658, loss: 0.3658 +2023-12-25 02:14:59,306 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 8:49:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3517, loss: 0.3517 +2023-12-25 02:15:24,582 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 8:49:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.3873, loss: 0.3873 +2023-12-25 02:15:49,711 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 8:49:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.4169, loss: 0.4169 +2023-12-25 02:16:15,090 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 8:48:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9962, loss_cls: 0.4257, loss: 0.4257 +2023-12-25 02:16:40,944 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 8:48:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4011, loss: 0.4011 +2023-12-25 02:17:06,405 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 8:47:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.3904, loss: 0.3904 +2023-12-25 02:17:32,014 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 8:47:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.4104, loss: 0.4104 +2023-12-25 02:17:57,413 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 8:46:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3426, loss: 0.3426 +2023-12-25 02:18:22,856 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 8:46:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.3993, loss: 0.3993 +2023-12-25 02:18:48,122 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 8:46:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.3895, loss: 0.3895 +2023-12-25 02:19:13,772 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 8:45:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4057, loss: 0.4057 +2023-12-25 02:19:39,201 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 8:45:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3789, loss: 0.3789 +2023-12-25 02:20:04,610 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 8:44:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.3713, loss: 0.3713 +2023-12-25 02:20:30,139 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 8:44:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3732, loss: 0.3732 +2023-12-25 02:20:55,780 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 8:43:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4073, loss: 0.4073 +2023-12-25 02:21:21,038 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 8:43:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4007, loss: 0.4007 +2023-12-25 02:21:46,336 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 8:42:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.3931, loss: 0.3931 +2023-12-25 02:22:11,852 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 8:42:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.3971, loss: 0.3971 +2023-12-25 02:22:37,147 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 8:42:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.4356, loss: 0.4356 +2023-12-25 02:23:02,349 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 8:41:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4002, loss: 0.4002 +2023-12-25 02:23:04,336 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-25 02:27:32,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:27:33,065 - pyskl - INFO - +top1_acc 0.8114 +top5_acc 0.9588 +2023-12-25 02:27:33,074 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_112.pth was removed +2023-12-25 02:27:33,288 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-25 02:27:33,290 - pyskl - INFO - Best top1_acc is 0.8114 at 115 epoch. +2023-12-25 02:27:33,315 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8114, top5_acc: 0.9588 +2023-12-25 02:28:27,650 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 8:41:16, time: 0.543, data_time: 0.290, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 0.3276, loss: 0.3276 +2023-12-25 02:28:53,055 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 8:40:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3181, loss: 0.3181 +2023-12-25 02:29:18,504 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 8:40:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.3238, loss: 0.3238 +2023-12-25 02:29:43,980 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 8:39:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 0.3228, loss: 0.3228 +2023-12-25 02:30:09,614 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 8:39:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 0.3226, loss: 0.3226 +2023-12-25 02:30:35,458 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 8:39:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3263, loss: 0.3263 +2023-12-25 02:31:01,102 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 8:38:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 0.3200, loss: 0.3200 +2023-12-25 02:31:27,181 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 8:38:11, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 0.3245, loss: 0.3245 +2023-12-25 02:31:52,692 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 8:37:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3377, loss: 0.3377 +2023-12-25 02:32:18,006 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 8:37:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.3445, loss: 0.3445 +2023-12-25 02:32:43,411 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 8:36:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.3636, loss: 0.3636 +2023-12-25 02:33:08,873 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 8:36:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.3549, loss: 0.3549 +2023-12-25 02:33:34,375 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 8:35:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3389, loss: 0.3389 +2023-12-25 02:33:59,766 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 8:35:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3417, loss: 0.3417 +2023-12-25 02:34:24,844 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 8:35:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3214, loss: 0.3214 +2023-12-25 02:34:50,001 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 8:34:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.3770, loss: 0.3770 +2023-12-25 02:35:15,108 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 8:34:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.3793, loss: 0.3793 +2023-12-25 02:35:40,315 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 8:33:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.3646, loss: 0.3646 +2023-12-25 02:36:06,098 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 8:33:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3811, loss: 0.3811 +2023-12-25 02:36:32,110 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 8:32:52, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.3752, loss: 0.3752 +2023-12-25 02:36:57,603 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 8:32:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.3521, loss: 0.3521 +2023-12-25 02:37:23,075 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 8:31:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3555, loss: 0.3555 +2023-12-25 02:37:48,454 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 8:31:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4089, loss: 0.4089 +2023-12-25 02:38:13,898 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 8:31:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 0.3297, loss: 0.3297 +2023-12-25 02:38:39,901 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 8:30:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.3592, loss: 0.3592 +2023-12-25 02:39:05,545 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 8:30:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.3805, loss: 0.3805 +2023-12-25 02:39:31,453 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 8:29:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3431, loss: 0.3431 +2023-12-25 02:39:56,769 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 8:29:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.3456, loss: 0.3456 +2023-12-25 02:40:22,617 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 8:28:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.4012, loss: 0.4012 +2023-12-25 02:40:47,920 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 8:28:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9888, loss_cls: 0.3891, loss: 0.3891 +2023-12-25 02:41:13,176 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 8:28:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4257, loss: 0.4257 +2023-12-25 02:41:38,582 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 8:27:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3512, loss: 0.3512 +2023-12-25 02:42:04,475 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 8:27:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 0.3496, loss: 0.3496 +2023-12-25 02:42:30,281 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 8:26:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 0.3771, loss: 0.3771 +2023-12-25 02:42:32,242 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-25 02:47:00,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:47:00,798 - pyskl - INFO - +top1_acc 0.8012 +top5_acc 0.9562 +2023-12-25 02:47:00,823 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8012, top5_acc: 0.9562 +2023-12-25 02:47:55,207 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 8:26:22, time: 0.544, data_time: 0.293, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3486, loss: 0.3486 +2023-12-25 02:48:20,751 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 8:25:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3246, loss: 0.3246 +2023-12-25 02:48:46,388 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 8:25:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3045, loss: 0.3045 +2023-12-25 02:49:11,727 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 8:25:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3224, loss: 0.3224 +2023-12-25 02:49:37,109 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 8:24:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.3308, loss: 0.3308 +2023-12-25 02:50:02,722 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 8:24:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3088, loss: 0.3088 +2023-12-25 02:50:28,273 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 8:23:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3436, loss: 0.3436 +2023-12-25 02:50:53,831 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 8:23:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 0.3664, loss: 0.3664 +2023-12-25 02:51:19,512 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 8:22:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 0.3566, loss: 0.3566 +2023-12-25 02:51:46,092 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 8:22:24, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3104, loss: 0.3104 +2023-12-25 02:52:11,485 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 8:21:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3113, loss: 0.3113 +2023-12-25 02:52:37,206 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 8:21:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 0.3164, loss: 0.3164 +2023-12-25 02:53:02,688 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 8:21:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3057, loss: 0.3057 +2023-12-25 02:53:27,963 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 8:20:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 0.3697, loss: 0.3697 +2023-12-25 02:53:53,373 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 8:20:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3285, loss: 0.3285 +2023-12-25 02:54:18,584 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 8:19:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3514, loss: 0.3514 +2023-12-25 02:54:43,671 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 8:19:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.3656, loss: 0.3656 +2023-12-25 02:55:08,899 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 8:18:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.3767, loss: 0.3767 +2023-12-25 02:55:34,617 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 8:18:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3151, loss: 0.3151 +2023-12-25 02:56:00,037 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 8:17:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.3347, loss: 0.3347 +2023-12-25 02:56:25,187 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 8:17:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3332, loss: 0.3332 +2023-12-25 02:56:50,464 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 8:17:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.3476, loss: 0.3476 +2023-12-25 02:57:16,060 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 8:16:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.3434, loss: 0.3434 +2023-12-25 02:57:41,216 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 8:16:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 0.3591, loss: 0.3591 +2023-12-25 02:58:06,748 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 8:15:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3384, loss: 0.3384 +2023-12-25 02:58:32,101 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 8:15:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 0.3307, loss: 0.3307 +2023-12-25 02:58:57,293 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 8:14:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 0.3513, loss: 0.3513 +2023-12-25 02:59:22,587 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 8:14:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.3494, loss: 0.3494 +2023-12-25 02:59:47,927 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 8:14:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.3748, loss: 0.3748 +2023-12-25 03:00:13,209 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 8:13:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 0.3710, loss: 0.3710 +2023-12-25 03:00:38,819 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 8:13:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.3420, loss: 0.3420 +2023-12-25 03:01:04,278 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 8:12:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.3410, loss: 0.3410 +2023-12-25 03:01:29,491 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 8:12:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3512, loss: 0.3512 +2023-12-25 03:01:55,099 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 8:11:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 0.3394, loss: 0.3394 +2023-12-25 03:01:57,172 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-25 03:06:25,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:06:26,375 - pyskl - INFO - +top1_acc 0.7357 +top5_acc 0.9292 +2023-12-25 03:06:26,402 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.7357, top5_acc: 0.9292 +2023-12-25 03:07:21,631 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 8:11:28, time: 0.552, data_time: 0.295, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3196, loss: 0.3196 +2023-12-25 03:07:47,305 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 8:11:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3094, loss: 0.3094 +2023-12-25 03:08:12,725 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 8:10:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3254, loss: 0.3254 +2023-12-25 03:08:38,197 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 8:10:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3086, loss: 0.3086 +2023-12-25 03:09:03,856 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 8:09:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3312, loss: 0.3312 +2023-12-25 03:09:29,426 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 8:09:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.3074, loss: 0.3074 +2023-12-25 03:09:54,904 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 8:08:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3177, loss: 0.3177 +2023-12-25 03:10:20,777 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 8:08:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3286, loss: 0.3286 +2023-12-25 03:10:46,234 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 8:07:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 0.3364, loss: 0.3364 +2023-12-25 03:11:11,549 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 8:07:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.3169, loss: 0.3169 +2023-12-25 03:11:36,810 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 8:07:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 0.3359, loss: 0.3359 +2023-12-25 03:12:02,779 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 8:06:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.3158, loss: 0.3158 +2023-12-25 03:12:28,174 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 8:06:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9988, loss_cls: 0.3281, loss: 0.3281 +2023-12-25 03:12:53,243 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 8:05:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3031, loss: 0.3031 +2023-12-25 03:13:18,582 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 8:05:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 0.3033, loss: 0.3033 +2023-12-25 03:13:43,729 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 8:04:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9994, loss_cls: 0.3248, loss: 0.3248 +2023-12-25 03:14:08,961 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 8:04:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 0.2964, loss: 0.2964 +2023-12-25 03:14:34,141 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 8:03:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3168, loss: 0.3168 +2023-12-25 03:14:59,593 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 8:03:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3460, loss: 0.3460 +2023-12-25 03:15:25,138 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 8:03:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3164, loss: 0.3164 +2023-12-25 03:15:50,617 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 8:02:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.3625, loss: 0.3625 +2023-12-25 03:16:16,317 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 8:02:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.3627, loss: 0.3627 +2023-12-25 03:16:41,542 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 8:01:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.3508, loss: 0.3508 +2023-12-25 03:17:06,886 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 8:01:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 0.3518, loss: 0.3518 +2023-12-25 03:17:32,253 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 8:00:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3693, loss: 0.3693 +2023-12-25 03:17:57,813 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 8:00:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.3657, loss: 0.3657 +2023-12-25 03:18:22,889 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 7:59:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3110, loss: 0.3110 +2023-12-25 03:18:47,963 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 7:59:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.3595, loss: 0.3595 +2023-12-25 03:19:13,129 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 7:59:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3227, loss: 0.3227 +2023-12-25 03:19:38,892 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 7:58:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.3548, loss: 0.3548 +2023-12-25 03:20:04,782 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 7:58:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3479, loss: 0.3479 +2023-12-25 03:20:30,086 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 7:57:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 0.3705, loss: 0.3705 +2023-12-25 03:20:55,623 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 7:57:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3248, loss: 0.3248 +2023-12-25 03:21:21,011 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 7:56:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 0.3385, loss: 0.3385 +2023-12-25 03:21:23,209 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-25 03:25:50,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:25:51,468 - pyskl - INFO - +top1_acc 0.8078 +top5_acc 0.9592 +2023-12-25 03:25:51,496 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8078, top5_acc: 0.9592 +2023-12-25 03:26:46,094 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 7:56:34, time: 0.546, data_time: 0.293, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3154, loss: 0.3154 +2023-12-25 03:27:11,396 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 7:56:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3034, loss: 0.3034 +2023-12-25 03:27:36,454 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 7:55:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.3067, loss: 0.3067 +2023-12-25 03:28:01,637 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 7:55:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.2678, loss: 0.2678 +2023-12-25 03:28:27,087 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 7:54:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.2747, loss: 0.2747 +2023-12-25 03:28:52,605 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 7:54:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.2939, loss: 0.2939 +2023-12-25 03:29:18,354 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 7:53:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2854, loss: 0.2854 +2023-12-25 03:29:44,122 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 7:53:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2724, loss: 0.2724 +2023-12-25 03:30:10,782 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 7:53:02, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2718, loss: 0.2718 +2023-12-25 03:30:37,534 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 7:52:36, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.2881, loss: 0.2881 +2023-12-25 03:31:03,864 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 7:52:10, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2728, loss: 0.2728 +2023-12-25 03:31:29,545 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 7:51:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3353, loss: 0.3353 +2023-12-25 03:31:54,782 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 7:51:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2798, loss: 0.2798 +2023-12-25 03:32:20,006 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 7:50:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2805, loss: 0.2805 +2023-12-25 03:32:45,276 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 7:50:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3199, loss: 0.3199 +2023-12-25 03:33:10,513 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 7:49:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9962, loss_cls: 0.2971, loss: 0.2971 +2023-12-25 03:33:35,736 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 7:49:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3262, loss: 0.3262 +2023-12-25 03:34:01,167 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 7:49:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3358, loss: 0.3358 +2023-12-25 03:34:26,924 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 7:48:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.3385, loss: 0.3385 +2023-12-25 03:34:52,615 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 7:48:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3351, loss: 0.3351 +2023-12-25 03:35:17,918 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 7:47:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2946, loss: 0.2946 +2023-12-25 03:35:43,020 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 7:47:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3009, loss: 0.3009 +2023-12-25 03:36:08,098 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 7:46:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2615, loss: 0.2615 +2023-12-25 03:36:33,225 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 7:46:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3075, loss: 0.3075 +2023-12-25 03:36:58,655 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 7:45:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.3523, loss: 0.3523 +2023-12-25 03:37:24,027 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 7:45:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3018, loss: 0.3018 +2023-12-25 03:37:49,423 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 7:45:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 0.3138, loss: 0.3138 +2023-12-25 03:38:15,054 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 7:44:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 0.3198, loss: 0.3198 +2023-12-25 03:38:40,264 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 7:44:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3479, loss: 0.3479 +2023-12-25 03:39:06,684 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 7:43:46, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3545, loss: 0.3545 +2023-12-25 03:39:31,896 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 7:43:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 0.3354, loss: 0.3354 +2023-12-25 03:39:57,568 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 7:42:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.3069, loss: 0.3069 +2023-12-25 03:40:23,315 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 7:42:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3555, loss: 0.3555 +2023-12-25 03:40:48,716 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 7:42:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3252, loss: 0.3252 +2023-12-25 03:40:50,913 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-25 03:45:18,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:45:19,381 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9586 +2023-12-25 03:45:19,406 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8080, top5_acc: 0.9586 +2023-12-25 03:46:13,789 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 7:41:40, time: 0.544, data_time: 0.283, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2706, loss: 0.2706 +2023-12-25 03:46:39,204 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 7:41:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2568, loss: 0.2568 +2023-12-25 03:47:04,469 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 7:40:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2469, loss: 0.2469 +2023-12-25 03:47:30,536 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 7:40:21, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2861, loss: 0.2861 +2023-12-25 03:47:56,103 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 7:39:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 0.2802, loss: 0.2802 +2023-12-25 03:48:21,593 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 7:39:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2597, loss: 0.2597 +2023-12-25 03:48:46,972 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 7:39:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2570, loss: 0.2570 +2023-12-25 03:49:12,485 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 7:38:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2843, loss: 0.2843 +2023-12-25 03:49:38,467 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 7:38:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3011, loss: 0.3011 +2023-12-25 03:50:05,132 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 7:37:42, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 0.2977, loss: 0.2977 +2023-12-25 03:50:31,182 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 7:37:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3016, loss: 0.3016 +2023-12-25 03:50:56,406 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 7:36:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2670, loss: 0.2670 +2023-12-25 03:51:21,768 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 7:36:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9981, loss_cls: 0.3220, loss: 0.3220 +2023-12-25 03:51:46,965 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 7:35:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2763, loss: 0.2763 +2023-12-25 03:52:12,161 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 7:35:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.2828, loss: 0.2828 +2023-12-25 03:52:37,323 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 7:35:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.3047, loss: 0.3047 +2023-12-25 03:53:02,457 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 7:34:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.3145, loss: 0.3145 +2023-12-25 03:53:27,490 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 7:34:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3033, loss: 0.3033 +2023-12-25 03:53:52,916 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 7:33:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.3037, loss: 0.3037 +2023-12-25 03:54:19,664 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 7:33:17, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3154, loss: 0.3154 +2023-12-25 03:54:45,346 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 7:32:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.2938, loss: 0.2938 +2023-12-25 03:55:11,521 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 7:32:25, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2958, loss: 0.2958 +2023-12-25 03:55:36,934 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 7:31:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.2909, loss: 0.2909 +2023-12-25 03:56:02,681 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 7:31:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3097, loss: 0.3097 +2023-12-25 03:56:28,196 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 7:31:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.2823, loss: 0.2823 +2023-12-25 03:56:53,779 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 7:30:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.3188, loss: 0.3188 +2023-12-25 03:57:19,344 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 7:30:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.2936, loss: 0.2936 +2023-12-25 03:57:44,654 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 7:29:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.2897, loss: 0.2897 +2023-12-25 03:58:10,162 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 7:29:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3140, loss: 0.3140 +2023-12-25 03:58:35,825 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 7:28:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3365, loss: 0.3365 +2023-12-25 03:59:01,008 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 7:28:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2678, loss: 0.2678 +2023-12-25 03:59:26,523 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 7:28:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.3222, loss: 0.3222 +2023-12-25 03:59:51,876 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 7:27:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3051, loss: 0.3051 +2023-12-25 04:00:17,123 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 7:27:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.3283, loss: 0.3283 +2023-12-25 04:00:19,141 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-25 04:04:47,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:04:48,054 - pyskl - INFO - +top1_acc 0.8106 +top5_acc 0.9597 +2023-12-25 04:04:48,080 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8106, top5_acc: 0.9597 +2023-12-25 04:05:42,516 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 7:26:46, time: 0.544, data_time: 0.291, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2869, loss: 0.2869 +2023-12-25 04:06:07,932 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 7:26:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2445, loss: 0.2445 +2023-12-25 04:06:33,199 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 7:25:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2607, loss: 0.2607 +2023-12-25 04:06:58,614 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 7:25:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2493, loss: 0.2493 +2023-12-25 04:07:24,078 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 7:25:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2744, loss: 0.2744 +2023-12-25 04:07:49,625 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 7:24:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2930, loss: 0.2930 +2023-12-25 04:08:14,906 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 7:24:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.2698, loss: 0.2698 +2023-12-25 04:08:40,608 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 7:23:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2652, loss: 0.2652 +2023-12-25 04:09:06,048 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 7:23:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2563, loss: 0.2563 +2023-12-25 04:09:31,516 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 7:22:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2356, loss: 0.2356 +2023-12-25 04:09:57,397 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 7:22:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2515, loss: 0.2515 +2023-12-25 04:10:22,722 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 7:21:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2719, loss: 0.2719 +2023-12-25 04:10:47,978 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 7:21:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2774, loss: 0.2774 +2023-12-25 04:11:13,065 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 7:21:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2548, loss: 0.2548 +2023-12-25 04:11:38,206 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 7:20:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2637, loss: 0.2637 +2023-12-25 04:12:03,513 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 7:20:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2706, loss: 0.2706 +2023-12-25 04:12:29,437 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 7:19:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.2960, loss: 0.2960 +2023-12-25 04:12:55,052 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 7:19:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.2918, loss: 0.2918 +2023-12-25 04:13:20,445 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 7:18:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2528, loss: 0.2528 +2023-12-25 04:13:46,290 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 7:18:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2583, loss: 0.2583 +2023-12-25 04:14:11,643 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 7:17:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2587, loss: 0.2587 +2023-12-25 04:14:37,104 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 7:17:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 0.2517, loss: 0.2517 +2023-12-25 04:15:02,449 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 7:17:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2711, loss: 0.2711 +2023-12-25 04:15:27,920 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 7:16:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.2931, loss: 0.2931 +2023-12-25 04:15:53,409 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 7:16:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2565, loss: 0.2565 +2023-12-25 04:16:18,768 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 7:15:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2654, loss: 0.2654 +2023-12-25 04:16:44,260 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 7:15:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.2907, loss: 0.2907 +2023-12-25 04:17:10,224 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 7:14:52, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.3051, loss: 0.3051 +2023-12-25 04:17:35,879 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 7:14:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2539, loss: 0.2539 +2023-12-25 04:18:01,852 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 7:13:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.2654, loss: 0.2654 +2023-12-25 04:18:27,301 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 7:13:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.2955, loss: 0.2955 +2023-12-25 04:18:52,842 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 7:13:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.2934, loss: 0.2934 +2023-12-25 04:19:18,538 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 7:12:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.2890, loss: 0.2890 +2023-12-25 04:19:43,883 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 7:12:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3051, loss: 0.3051 +2023-12-25 04:19:46,070 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-25 04:24:14,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:24:14,934 - pyskl - INFO - +top1_acc 0.7989 +top5_acc 0.9548 +2023-12-25 04:24:14,959 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.7989, top5_acc: 0.9548 +2023-12-25 04:25:09,596 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 7:11:52, time: 0.546, data_time: 0.293, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.2306, loss: 0.2306 +2023-12-25 04:25:35,476 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 7:11:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2533, loss: 0.2533 +2023-12-25 04:26:00,825 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 7:10:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2145, loss: 0.2145 +2023-12-25 04:26:26,389 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 7:10:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2052, loss: 0.2052 +2023-12-25 04:26:51,460 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 7:10:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2399, loss: 0.2399 +2023-12-25 04:27:16,716 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 7:09:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2392, loss: 0.2392 +2023-12-25 04:27:41,902 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 7:09:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2444, loss: 0.2444 +2023-12-25 04:28:07,321 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 7:08:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2545, loss: 0.2545 +2023-12-25 04:28:32,906 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 7:08:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2398, loss: 0.2398 +2023-12-25 04:28:58,416 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 7:07:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2424, loss: 0.2424 +2023-12-25 04:29:24,001 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 7:07:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.2907, loss: 0.2907 +2023-12-25 04:29:49,292 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 7:07:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2428, loss: 0.2428 +2023-12-25 04:30:14,495 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 7:06:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2298, loss: 0.2298 +2023-12-25 04:30:39,793 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 7:06:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2417, loss: 0.2417 +2023-12-25 04:31:05,101 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 7:05:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2621, loss: 0.2621 +2023-12-25 04:31:30,305 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 7:05:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2035, loss: 0.2035 +2023-12-25 04:31:55,405 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 7:04:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2508, loss: 0.2508 +2023-12-25 04:32:21,048 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 7:04:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2229, loss: 0.2229 +2023-12-25 04:32:46,740 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 7:03:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2491, loss: 0.2491 +2023-12-25 04:33:12,303 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 7:03:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2694, loss: 0.2694 +2023-12-25 04:33:37,549 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 7:03:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2822, loss: 0.2822 +2023-12-25 04:34:02,860 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 7:02:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2598, loss: 0.2598 +2023-12-25 04:34:28,080 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 7:02:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2118, loss: 0.2118 +2023-12-25 04:34:53,638 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 7:01:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2493, loss: 0.2493 +2023-12-25 04:35:19,344 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 7:01:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2648, loss: 0.2648 +2023-12-25 04:35:44,809 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 7:00:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2585, loss: 0.2585 +2023-12-25 04:36:10,228 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 7:00:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 0.2625, loss: 0.2625 +2023-12-25 04:36:35,610 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 6:59:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 0.2991, loss: 0.2991 +2023-12-25 04:37:00,858 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 6:59:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.2885, loss: 0.2885 +2023-12-25 04:37:26,606 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 6:59:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2699, loss: 0.2699 +2023-12-25 04:37:52,033 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 6:58:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2504, loss: 0.2504 +2023-12-25 04:38:17,705 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 6:58:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.2955, loss: 0.2955 +2023-12-25 04:38:43,196 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 6:57:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2649, loss: 0.2649 +2023-12-25 04:39:08,730 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 6:57:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9988, loss_cls: 0.2911, loss: 0.2911 +2023-12-25 04:39:11,096 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-25 04:43:37,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:43:38,280 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9590 +2023-12-25 04:43:38,285 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_115.pth was removed +2023-12-25 04:43:38,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2023-12-25 04:43:38,499 - pyskl - INFO - Best top1_acc is 0.8168 at 122 epoch. +2023-12-25 04:43:38,525 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8168, top5_acc: 0.9590 +2023-12-25 04:44:31,877 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 6:56:57, time: 0.533, data_time: 0.279, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2455, loss: 0.2455 +2023-12-25 04:44:57,460 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 6:56:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.2010, loss: 0.2010 +2023-12-25 04:45:22,874 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 6:56:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.2129, loss: 0.2129 +2023-12-25 04:45:48,430 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 6:55:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2178, loss: 0.2178 +2023-12-25 04:46:13,669 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 6:55:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2487, loss: 0.2487 +2023-12-25 04:46:39,029 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 6:54:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2223, loss: 0.2223 +2023-12-25 04:47:04,295 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 6:54:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2368, loss: 0.2368 +2023-12-25 04:47:29,716 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 6:53:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 1.0000, loss_cls: 0.2405, loss: 0.2405 +2023-12-25 04:47:55,146 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 6:53:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2340, loss: 0.2340 +2023-12-25 04:48:21,259 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 6:52:59, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2262, loss: 0.2262 +2023-12-25 04:48:46,743 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 6:52:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2176, loss: 0.2176 +2023-12-25 04:49:12,039 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 6:52:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2577, loss: 0.2577 +2023-12-25 04:49:37,131 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 6:51:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2085, loss: 0.2085 +2023-12-25 04:50:02,241 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 6:51:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2453, loss: 0.2453 +2023-12-25 04:50:27,367 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 6:50:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2347, loss: 0.2347 +2023-12-25 04:50:52,580 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 6:50:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2250, loss: 0.2250 +2023-12-25 04:51:17,894 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 6:49:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 0.2632, loss: 0.2632 +2023-12-25 04:51:43,084 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 6:49:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.2585, loss: 0.2585 +2023-12-25 04:52:08,236 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 6:49:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 0.2378, loss: 0.2378 +2023-12-25 04:52:33,840 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 6:48:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2776, loss: 0.2776 +2023-12-25 04:52:59,242 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 6:48:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2634, loss: 0.2634 +2023-12-25 04:53:24,690 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 6:47:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.2454, loss: 0.2454 +2023-12-25 04:53:49,932 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 6:47:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2779, loss: 0.2779 +2023-12-25 04:54:15,228 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 6:46:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2404, loss: 0.2404 +2023-12-25 04:54:40,774 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 6:46:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2653, loss: 0.2653 +2023-12-25 04:55:06,310 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 6:45:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 0.2439, loss: 0.2439 +2023-12-25 04:55:31,716 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 6:45:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2747, loss: 0.2747 +2023-12-25 04:55:57,046 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 6:45:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2444, loss: 0.2444 +2023-12-25 04:56:22,297 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 6:44:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2445, loss: 0.2445 +2023-12-25 04:56:47,713 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 6:44:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.2858, loss: 0.2858 +2023-12-25 04:57:13,085 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 6:43:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2622, loss: 0.2622 +2023-12-25 04:57:38,519 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 6:43:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2715, loss: 0.2715 +2023-12-25 04:58:04,114 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 6:42:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2544, loss: 0.2544 +2023-12-25 04:58:29,498 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 6:42:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.2473, loss: 0.2473 +2023-12-25 04:58:31,663 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-25 05:02:58,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:02:58,632 - pyskl - INFO - +top1_acc 0.8069 +top5_acc 0.9567 +2023-12-25 05:02:58,658 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8069, top5_acc: 0.9567 +2023-12-25 05:03:51,639 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 6:42:02, time: 0.530, data_time: 0.275, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2080, loss: 0.2080 +2023-12-25 05:04:17,085 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 6:41:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2048, loss: 0.2048 +2023-12-25 05:04:43,312 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 6:41:09, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.2089, loss: 0.2089 +2023-12-25 05:05:09,972 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 6:40:43, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2226, loss: 0.2226 +2023-12-25 05:05:36,279 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 6:40:17, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2370, loss: 0.2370 +2023-12-25 05:06:01,622 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 6:39:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.2008, loss: 0.2008 +2023-12-25 05:06:26,898 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 6:39:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1956, loss: 0.1956 +2023-12-25 05:06:52,492 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 6:38:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.2058, loss: 0.2058 +2023-12-25 05:07:17,992 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 6:38:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2068, loss: 0.2068 +2023-12-25 05:07:43,833 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 6:38:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1956, loss: 0.1956 +2023-12-25 05:08:09,224 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 6:37:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1989, loss: 0.1989 +2023-12-25 05:08:34,370 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 6:37:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2174, loss: 0.2174 +2023-12-25 05:08:59,395 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 6:36:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2211, loss: 0.2211 +2023-12-25 05:09:24,523 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 6:36:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.2021, loss: 0.2021 +2023-12-25 05:09:49,608 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 6:35:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2177, loss: 0.2177 +2023-12-25 05:10:14,678 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 6:35:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.2101, loss: 0.2101 +2023-12-25 05:10:39,893 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 6:34:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2375, loss: 0.2375 +2023-12-25 05:11:05,016 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 6:34:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.2000, loss: 0.2000 +2023-12-25 05:11:30,142 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 6:34:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2051, loss: 0.2051 +2023-12-25 05:11:55,518 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 6:33:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2351, loss: 0.2351 +2023-12-25 05:12:21,023 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 6:33:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2305, loss: 0.2305 +2023-12-25 05:12:46,719 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 6:32:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.2335, loss: 0.2335 +2023-12-25 05:13:12,001 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 6:32:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2322, loss: 0.2322 +2023-12-25 05:13:37,306 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 6:31:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.2300, loss: 0.2300 +2023-12-25 05:14:03,029 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 6:31:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2413, loss: 0.2413 +2023-12-25 05:14:29,224 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 6:31:01, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2287, loss: 0.2287 +2023-12-25 05:14:55,440 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 6:30:35, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2465, loss: 0.2465 +2023-12-25 05:15:20,728 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 6:30:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2508, loss: 0.2508 +2023-12-25 05:15:46,143 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 6:29:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2342, loss: 0.2342 +2023-12-25 05:16:11,678 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 6:29:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2303, loss: 0.2303 +2023-12-25 05:16:37,262 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 6:28:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2610, loss: 0.2610 +2023-12-25 05:17:02,788 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 6:28:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2291, loss: 0.2291 +2023-12-25 05:17:28,262 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 6:27:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2560, loss: 0.2560 +2023-12-25 05:17:53,519 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 6:27:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2329, loss: 0.2329 +2023-12-25 05:17:55,430 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-25 05:22:20,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:22:21,227 - pyskl - INFO - +top1_acc 0.8143 +top5_acc 0.9595 +2023-12-25 05:22:21,253 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8143, top5_acc: 0.9595 +2023-12-25 05:23:13,796 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 6:27:08, time: 0.525, data_time: 0.271, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.2067, loss: 0.2067 +2023-12-25 05:23:39,299 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 6:26:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1869, loss: 0.1869 +2023-12-25 05:24:04,864 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 6:26:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.2105, loss: 0.2105 +2023-12-25 05:24:30,094 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 6:25:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1880, loss: 0.1880 +2023-12-25 05:24:55,124 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 6:25:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.2013, loss: 0.2013 +2023-12-25 05:25:20,471 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 6:24:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.2056, loss: 0.2056 +2023-12-25 05:25:46,452 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 6:24:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.2005, loss: 0.2005 +2023-12-25 05:26:12,369 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 6:24:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 0.2085, loss: 0.2085 +2023-12-25 05:26:38,090 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 6:23:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1899, loss: 0.1899 +2023-12-25 05:27:03,886 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 6:23:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.1834, loss: 0.1834 +2023-12-25 05:27:30,736 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 6:22:44, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1890, loss: 0.1890 +2023-12-25 05:27:56,332 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 6:22:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2072, loss: 0.2072 +2023-12-25 05:28:21,397 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 6:21:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2006, loss: 0.2006 +2023-12-25 05:28:46,589 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 6:21:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2405, loss: 0.2405 +2023-12-25 05:29:11,778 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 6:20:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2124, loss: 0.2124 +2023-12-25 05:29:36,894 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 6:20:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 0.2258, loss: 0.2258 +2023-12-25 05:30:02,079 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 6:20:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 0.2082, loss: 0.2082 +2023-12-25 05:30:27,141 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 6:19:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2327, loss: 0.2327 +2023-12-25 05:30:52,519 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 6:19:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2085, loss: 0.2085 +2023-12-25 05:31:18,100 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 6:18:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2346, loss: 0.2346 +2023-12-25 05:31:43,658 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 6:18:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2022, loss: 0.2022 +2023-12-25 05:32:08,849 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 6:17:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2444, loss: 0.2444 +2023-12-25 05:32:34,220 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 6:17:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.2224, loss: 0.2224 +2023-12-25 05:32:59,443 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 6:17:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2280, loss: 0.2280 +2023-12-25 05:33:24,927 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 6:16:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2151, loss: 0.2151 +2023-12-25 05:33:50,477 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 6:16:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2273, loss: 0.2273 +2023-12-25 05:34:15,766 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 6:15:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2068, loss: 0.2068 +2023-12-25 05:34:41,100 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 6:15:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2235, loss: 0.2235 +2023-12-25 05:35:06,581 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 6:14:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1994, loss: 0.1994 +2023-12-25 05:35:32,171 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 6:14:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2033, loss: 0.2033 +2023-12-25 05:35:57,714 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 6:13:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2189, loss: 0.2189 +2023-12-25 05:36:23,443 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 6:13:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2065, loss: 0.2065 +2023-12-25 05:36:49,040 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 6:13:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1993, loss: 0.1993 +2023-12-25 05:37:14,330 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 6:12:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1929, loss: 0.1929 +2023-12-25 05:37:16,343 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-25 05:41:41,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:41:42,029 - pyskl - INFO - +top1_acc 0.8170 +top5_acc 0.9593 +2023-12-25 05:41:42,034 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_122.pth was removed +2023-12-25 05:41:42,246 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2023-12-25 05:41:42,247 - pyskl - INFO - Best top1_acc is 0.8170 at 125 epoch. +2023-12-25 05:41:42,272 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8170, top5_acc: 0.9593 +2023-12-25 05:42:34,926 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 6:12:13, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1601, loss: 0.1601 +2023-12-25 05:43:00,247 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 6:11:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2112, loss: 0.2112 +2023-12-25 05:43:25,658 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 6:11:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1870, loss: 0.1870 +2023-12-25 05:43:51,063 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 6:10:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1928, loss: 0.1928 +2023-12-25 05:44:16,548 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 6:10:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1735, loss: 0.1735 +2023-12-25 05:44:41,827 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 6:10:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.1799, loss: 0.1799 +2023-12-25 05:45:07,350 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 6:09:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1690, loss: 0.1690 +2023-12-25 05:45:33,791 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 6:09:08, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1820, loss: 0.1820 +2023-12-25 05:45:59,581 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 6:08:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1750, loss: 0.1750 +2023-12-25 05:46:24,745 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 6:08:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1786, loss: 0.1786 +2023-12-25 05:46:50,205 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 6:07:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2044, loss: 0.2044 +2023-12-25 05:47:15,594 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 6:07:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1913, loss: 0.1913 +2023-12-25 05:47:40,978 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 6:06:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1834, loss: 0.1834 +2023-12-25 05:48:06,263 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 6:06:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.2003, loss: 0.2003 +2023-12-25 05:48:31,519 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 6:06:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1917, loss: 0.1917 +2023-12-25 05:48:56,750 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 6:05:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1881, loss: 0.1881 +2023-12-25 05:49:21,929 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 6:05:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.1976, loss: 0.1976 +2023-12-25 05:49:47,022 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 6:04:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1856, loss: 0.1856 +2023-12-25 05:50:12,378 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 6:04:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1911, loss: 0.1911 +2023-12-25 05:50:37,575 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 6:03:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1862, loss: 0.1862 +2023-12-25 05:51:03,370 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 6:03:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1840, loss: 0.1840 +2023-12-25 05:51:29,331 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 6:02:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2237, loss: 0.2237 +2023-12-25 05:51:56,014 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 6:02:32, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1938, loss: 0.1938 +2023-12-25 05:52:22,693 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 6:02:06, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1893, loss: 0.1893 +2023-12-25 05:52:49,163 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 6:01:39, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1828, loss: 0.1828 +2023-12-25 05:53:14,659 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 6:01:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1680, loss: 0.1680 +2023-12-25 05:53:39,917 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 6:00:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2131, loss: 0.2131 +2023-12-25 05:54:05,306 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 6:00:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.2011, loss: 0.2011 +2023-12-25 05:54:30,892 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 5:59:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 0.1924, loss: 0.1924 +2023-12-25 05:54:56,358 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 5:59:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.2045, loss: 0.2045 +2023-12-25 05:55:21,870 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 5:59:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2050, loss: 0.2050 +2023-12-25 05:55:47,642 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 5:58:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2219, loss: 0.2219 +2023-12-25 05:56:13,182 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 5:58:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1840, loss: 0.1840 +2023-12-25 05:56:38,465 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 5:57:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.1979, loss: 0.1979 +2023-12-25 05:56:40,454 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-25 06:01:05,596 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:01:06,261 - pyskl - INFO - +top1_acc 0.8141 +top5_acc 0.9573 +2023-12-25 06:01:06,287 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8141, top5_acc: 0.9573 +2023-12-25 06:01:58,830 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 5:57:19, time: 0.525, data_time: 0.273, memory: 5236, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1554, loss: 0.1554 +2023-12-25 06:02:24,136 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 5:56:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.1870, loss: 0.1870 +2023-12-25 06:02:49,455 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 5:56:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1916, loss: 0.1916 +2023-12-25 06:03:14,928 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 5:56:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1455, loss: 0.1455 +2023-12-25 06:03:40,397 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 5:55:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1757, loss: 0.1757 +2023-12-25 06:04:06,295 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 5:55:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1796, loss: 0.1796 +2023-12-25 06:04:31,935 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 5:54:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1545, loss: 0.1545 +2023-12-25 06:04:57,890 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 5:54:14, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1731, loss: 0.1731 +2023-12-25 06:05:23,446 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 5:53:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.1997, loss: 0.1997 +2023-12-25 06:05:48,873 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 5:53:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1841, loss: 0.1841 +2023-12-25 06:06:14,316 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 5:52:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1539, loss: 0.1539 +2023-12-25 06:06:39,529 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 5:52:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1597, loss: 0.1597 +2023-12-25 06:07:04,533 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 5:52:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1461, loss: 0.1461 +2023-12-25 06:07:29,568 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 5:51:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1685, loss: 0.1685 +2023-12-25 06:07:54,641 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 5:51:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1825, loss: 0.1825 +2023-12-25 06:08:19,757 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 5:50:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1378, loss: 0.1378 +2023-12-25 06:08:44,936 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 5:50:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1750, loss: 0.1750 +2023-12-25 06:09:10,022 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 5:49:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1770, loss: 0.1770 +2023-12-25 06:09:35,138 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 5:49:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1971, loss: 0.1971 +2023-12-25 06:10:00,803 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 5:48:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1614, loss: 0.1614 +2023-12-25 06:10:26,191 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 5:48:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1674, loss: 0.1674 +2023-12-25 06:10:51,984 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 5:48:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.1873, loss: 0.1873 +2023-12-25 06:11:17,227 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 5:47:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1888, loss: 0.1888 +2023-12-25 06:11:43,555 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 5:47:11, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1574, loss: 0.1574 +2023-12-25 06:12:09,191 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 5:46:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1914, loss: 0.1914 +2023-12-25 06:12:34,664 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 5:46:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1907, loss: 0.1907 +2023-12-25 06:12:59,964 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 5:45:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1729, loss: 0.1729 +2023-12-25 06:13:25,020 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 5:45:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1887, loss: 0.1887 +2023-12-25 06:13:50,055 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 5:44:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1843, loss: 0.1843 +2023-12-25 06:14:15,084 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 5:44:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1650, loss: 0.1650 +2023-12-25 06:14:40,210 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 5:44:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1719, loss: 0.1719 +2023-12-25 06:15:05,716 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 5:43:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1678, loss: 0.1678 +2023-12-25 06:15:31,183 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 5:43:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1671, loss: 0.1671 +2023-12-25 06:15:56,775 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 5:42:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1873, loss: 0.1873 +2023-12-25 06:15:58,904 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-25 06:20:24,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:20:25,120 - pyskl - INFO - +top1_acc 0.8143 +top5_acc 0.9587 +2023-12-25 06:20:25,146 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8143, top5_acc: 0.9587 +2023-12-25 06:21:17,925 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 5:42:24, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1579, loss: 0.1579 +2023-12-25 06:21:43,273 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 5:41:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1509, loss: 0.1509 +2023-12-25 06:22:08,837 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 5:41:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1676, loss: 0.1676 +2023-12-25 06:22:34,112 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 5:41:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1413, loss: 0.1413 +2023-12-25 06:22:59,511 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 5:40:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1331, loss: 0.1331 +2023-12-25 06:23:24,776 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 5:40:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1453, loss: 0.1453 +2023-12-25 06:23:50,280 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 5:39:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1368, loss: 0.1368 +2023-12-25 06:24:15,548 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 5:39:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1837, loss: 0.1837 +2023-12-25 06:24:41,231 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 5:38:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1759, loss: 0.1759 +2023-12-25 06:25:07,159 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 5:38:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1505, loss: 0.1505 +2023-12-25 06:25:32,711 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 5:38:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1701, loss: 0.1701 +2023-12-25 06:25:58,156 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 5:37:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1579, loss: 0.1579 +2023-12-25 06:26:23,472 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 5:37:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1721, loss: 0.1721 +2023-12-25 06:26:48,743 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 5:36:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1818, loss: 0.1818 +2023-12-25 06:27:13,868 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 5:36:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1615, loss: 0.1615 +2023-12-25 06:27:39,016 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 5:35:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1440, loss: 0.1440 +2023-12-25 06:28:04,457 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 5:35:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1582, loss: 0.1582 +2023-12-25 06:28:29,813 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 5:34:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1880, loss: 0.1880 +2023-12-25 06:28:55,135 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 5:34:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1690, loss: 0.1690 +2023-12-25 06:29:20,811 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 5:34:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1742, loss: 0.1742 +2023-12-25 06:29:46,066 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 5:33:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1599, loss: 0.1599 +2023-12-25 06:30:11,640 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 5:33:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1609, loss: 0.1609 +2023-12-25 06:30:37,020 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 5:32:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1632, loss: 0.1632 +2023-12-25 06:31:02,357 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 5:32:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1477, loss: 0.1477 +2023-12-25 06:31:28,110 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 5:31:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1634, loss: 0.1634 +2023-12-25 06:31:54,037 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 5:31:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1815, loss: 0.1815 +2023-12-25 06:32:19,487 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 5:30:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1835, loss: 0.1835 +2023-12-25 06:32:46,017 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 5:30:31, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1671, loss: 0.1671 +2023-12-25 06:33:12,110 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 5:30:05, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1691, loss: 0.1691 +2023-12-25 06:33:37,414 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 5:29:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1871, loss: 0.1871 +2023-12-25 06:34:02,740 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 5:29:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1498, loss: 0.1498 +2023-12-25 06:34:28,016 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 5:28:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1724, loss: 0.1724 +2023-12-25 06:34:53,384 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 5:28:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1599, loss: 0.1599 +2023-12-25 06:35:18,990 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 5:27:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2021, loss: 0.2021 +2023-12-25 06:35:21,123 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-25 06:39:47,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:39:47,904 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9610 +2023-12-25 06:39:47,908 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_125.pth was removed +2023-12-25 06:39:48,120 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2023-12-25 06:39:48,122 - pyskl - INFO - Best top1_acc is 0.8248 at 128 epoch. +2023-12-25 06:39:48,148 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8248, top5_acc: 0.9610 +2023-12-25 06:40:41,961 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 5:27:30, time: 0.538, data_time: 0.276, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1383, loss: 0.1383 +2023-12-25 06:41:07,380 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 5:27:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1135, loss: 0.1135 +2023-12-25 06:41:32,915 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 5:26:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1317, loss: 0.1317 +2023-12-25 06:41:58,515 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 5:26:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1525, loss: 0.1525 +2023-12-25 06:42:24,730 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 5:25:44, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1463, loss: 0.1463 +2023-12-25 06:42:49,984 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 5:25:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1279, loss: 0.1279 +2023-12-25 06:43:16,046 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 5:24:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1287, loss: 0.1287 +2023-12-25 06:43:41,557 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 5:24:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1408, loss: 0.1408 +2023-12-25 06:44:07,082 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 5:23:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1540, loss: 0.1540 +2023-12-25 06:44:33,107 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 5:23:32, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1405, loss: 0.1405 +2023-12-25 06:44:58,633 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 5:23:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1781, loss: 0.1781 +2023-12-25 06:45:23,746 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 5:22:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1347, loss: 0.1347 +2023-12-25 06:45:48,939 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 5:22:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1471, loss: 0.1471 +2023-12-25 06:46:14,368 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 5:21:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1456, loss: 0.1456 +2023-12-25 06:46:39,959 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 5:21:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1520, loss: 0.1520 +2023-12-25 06:47:05,389 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 5:20:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1562, loss: 0.1562 +2023-12-25 06:47:30,663 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 5:20:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1590, loss: 0.1590 +2023-12-25 06:47:56,821 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 5:20:01, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1585, loss: 0.1585 +2023-12-25 06:48:22,567 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 5:19:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1526, loss: 0.1526 +2023-12-25 06:48:47,875 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 5:19:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1555, loss: 0.1555 +2023-12-25 06:49:14,040 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 5:18:42, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1412, loss: 0.1412 +2023-12-25 06:49:39,977 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 5:18:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1429, loss: 0.1429 +2023-12-25 06:50:06,084 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 5:17:49, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1465, loss: 0.1465 +2023-12-25 06:50:31,418 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 5:17:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1538, loss: 0.1538 +2023-12-25 06:50:57,162 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 5:16:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1259, loss: 0.1259 +2023-12-25 06:51:22,860 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 5:16:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1468, loss: 0.1468 +2023-12-25 06:51:48,406 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 5:16:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1534, loss: 0.1534 +2023-12-25 06:52:13,688 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 5:15:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1461, loss: 0.1461 +2023-12-25 06:52:39,251 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 5:15:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1659, loss: 0.1659 +2023-12-25 06:53:04,670 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 5:14:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1365, loss: 0.1365 +2023-12-25 06:53:30,115 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 5:14:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1550, loss: 0.1550 +2023-12-25 06:53:55,840 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 5:13:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1319, loss: 0.1319 +2023-12-25 06:54:21,250 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 5:13:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1329, loss: 0.1329 +2023-12-25 06:54:46,577 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 5:12:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1365, loss: 0.1365 +2023-12-25 06:54:48,500 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-25 06:59:14,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:59:15,081 - pyskl - INFO - +top1_acc 0.8119 +top5_acc 0.9576 +2023-12-25 06:59:15,108 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8119, top5_acc: 0.9576 +2023-12-25 07:00:08,037 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 5:12:36, time: 0.529, data_time: 0.274, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1308, loss: 0.1308 +2023-12-25 07:00:33,515 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 5:12:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1346, loss: 0.1346 +2023-12-25 07:00:59,175 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 5:11:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1241, loss: 0.1241 +2023-12-25 07:01:24,941 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 5:11:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1246, loss: 0.1246 +2023-12-25 07:01:50,393 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 5:10:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1313, loss: 0.1313 +2023-12-25 07:02:15,697 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 5:10:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1347, loss: 0.1347 +2023-12-25 07:02:41,058 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 5:09:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1413, loss: 0.1413 +2023-12-25 07:03:06,679 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 5:09:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1320, loss: 0.1320 +2023-12-25 07:03:32,012 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 5:09:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1200, loss: 0.1200 +2023-12-25 07:03:58,109 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 5:08:38, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1385, loss: 0.1385 +2023-12-25 07:04:23,656 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 5:08:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.1243, loss: 0.1243 +2023-12-25 07:04:48,924 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 5:07:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1134, loss: 0.1134 +2023-12-25 07:05:14,808 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 5:07:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1260, loss: 0.1260 +2023-12-25 07:05:39,901 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 5:06:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1421, loss: 0.1421 +2023-12-25 07:06:05,060 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 5:06:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1399, loss: 0.1399 +2023-12-25 07:06:30,238 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 5:06:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1530, loss: 0.1530 +2023-12-25 07:06:55,505 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 5:05:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1359, loss: 0.1359 +2023-12-25 07:07:20,716 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 5:05:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1241, loss: 0.1241 +2023-12-25 07:07:45,823 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 5:04:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1336, loss: 0.1336 +2023-12-25 07:08:12,247 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 5:04:14, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1220, loss: 0.1220 +2023-12-25 07:08:37,746 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 5:03:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1352, loss: 0.1352 +2023-12-25 07:09:03,505 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 5:03:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1225, loss: 0.1225 +2023-12-25 07:09:28,947 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 5:02:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1253, loss: 0.1253 +2023-12-25 07:09:54,374 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 5:02:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1394, loss: 0.1394 +2023-12-25 07:10:20,104 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 5:02:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1424, loss: 0.1424 +2023-12-25 07:10:45,696 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 5:01:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1436, loss: 0.1436 +2023-12-25 07:11:11,722 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 5:01:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1340, loss: 0.1340 +2023-12-25 07:11:37,015 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 5:00:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1420, loss: 0.1420 +2023-12-25 07:12:03,621 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 5:00:17, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1437, loss: 0.1437 +2023-12-25 07:12:30,296 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 4:59:51, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1365, loss: 0.1365 +2023-12-25 07:12:56,939 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 4:59:25, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1495, loss: 0.1495 +2023-12-25 07:13:22,583 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 4:58:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1393, loss: 0.1393 +2023-12-25 07:13:47,788 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 4:58:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1330, loss: 0.1330 +2023-12-25 07:14:13,020 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 4:58:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1439, loss: 0.1439 +2023-12-25 07:14:15,015 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-25 07:18:39,875 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:18:40,534 - pyskl - INFO - +top1_acc 0.8236 +top5_acc 0.9597 +2023-12-25 07:18:40,560 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8236, top5_acc: 0.9597 +2023-12-25 07:19:34,042 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 4:57:42, time: 0.535, data_time: 0.281, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1265, loss: 0.1265 +2023-12-25 07:19:59,655 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 4:57:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1229, loss: 0.1229 +2023-12-25 07:20:24,940 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 4:56:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1183, loss: 0.1183 +2023-12-25 07:20:50,222 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 4:56:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 +2023-12-25 07:21:15,615 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 4:55:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1121, loss: 0.1121 +2023-12-25 07:21:41,071 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 4:55:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1171, loss: 0.1171 +2023-12-25 07:22:06,335 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 4:55:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1121, loss: 0.1121 +2023-12-25 07:22:31,644 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 4:54:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1226, loss: 0.1226 +2023-12-25 07:22:57,371 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 4:54:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1355, loss: 0.1355 +2023-12-25 07:23:23,446 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 4:53:44, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1276, loss: 0.1276 +2023-12-25 07:23:49,094 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 4:53:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1065, loss: 0.1065 +2023-12-25 07:24:14,513 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 4:52:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1133, loss: 0.1133 +2023-12-25 07:24:39,886 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 4:52:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1176, loss: 0.1176 +2023-12-25 07:25:05,090 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 4:51:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1088, loss: 0.1088 +2023-12-25 07:25:30,419 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 4:51:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1376, loss: 0.1376 +2023-12-25 07:25:55,777 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 4:51:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1236, loss: 0.1236 +2023-12-25 07:26:21,052 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 4:50:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1271, loss: 0.1271 +2023-12-25 07:26:46,206 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 4:50:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1231, loss: 0.1231 +2023-12-25 07:27:11,480 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 4:49:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1222, loss: 0.1222 +2023-12-25 07:27:36,658 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 4:49:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1289, loss: 0.1289 +2023-12-25 07:28:01,834 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 4:48:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1198, loss: 0.1198 +2023-12-25 07:28:27,445 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 4:48:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1233, loss: 0.1233 +2023-12-25 07:28:53,637 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 4:48:01, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1379, loss: 0.1379 +2023-12-25 07:29:19,683 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 4:47:35, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1354, loss: 0.1354 +2023-12-25 07:29:45,323 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 4:47:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1309, loss: 0.1309 +2023-12-25 07:30:11,227 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 4:46:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1229, loss: 0.1229 +2023-12-25 07:30:36,555 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 4:46:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1186, loss: 0.1186 +2023-12-25 07:31:01,862 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 4:45:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1268, loss: 0.1268 +2023-12-25 07:31:27,062 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 4:45:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1107, loss: 0.1107 +2023-12-25 07:31:52,434 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 4:44:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1269, loss: 0.1269 +2023-12-25 07:32:17,707 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 4:44:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1335, loss: 0.1335 +2023-12-25 07:32:43,154 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 4:44:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1347, loss: 0.1347 +2023-12-25 07:33:08,556 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 4:43:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1333, loss: 0.1333 +2023-12-25 07:33:34,213 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 4:43:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1319, loss: 0.1319 +2023-12-25 07:33:36,267 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-25 07:38:01,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:38:02,229 - pyskl - INFO - +top1_acc 0.8343 +top5_acc 0.9628 +2023-12-25 07:38:02,233 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_128.pth was removed +2023-12-25 07:38:02,451 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-25 07:38:02,453 - pyskl - INFO - Best top1_acc is 0.8343 at 131 epoch. +2023-12-25 07:38:02,484 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8343, top5_acc: 0.9628 +2023-12-25 07:38:55,636 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 4:42:47, time: 0.531, data_time: 0.274, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1026, loss: 0.1026 +2023-12-25 07:39:22,096 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 4:42:21, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1094, loss: 0.1094 +2023-12-25 07:39:47,517 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 4:41:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1101, loss: 0.1101 +2023-12-25 07:40:12,775 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 4:41:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1064, loss: 0.1064 +2023-12-25 07:40:37,813 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 4:41:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1028, loss: 0.1028 +2023-12-25 07:41:02,833 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 4:40:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1060, loss: 0.1060 +2023-12-25 07:41:27,887 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 4:40:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1167, loss: 0.1167 +2023-12-25 07:41:52,956 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 4:39:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1109, loss: 0.1109 +2023-12-25 07:42:18,143 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 4:39:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1103, loss: 0.1103 +2023-12-25 07:42:43,824 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 4:38:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1029, loss: 0.1029 +2023-12-25 07:43:09,344 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 4:38:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1186, loss: 0.1186 +2023-12-25 07:43:35,448 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 4:37:57, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1222, loss: 0.1222 +2023-12-25 07:44:00,844 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 4:37:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1196, loss: 0.1196 +2023-12-25 07:44:26,168 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 4:37:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1100, loss: 0.1100 +2023-12-25 07:44:51,469 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 4:36:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1182, loss: 0.1182 +2023-12-25 07:45:16,675 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 4:36:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1211, loss: 0.1211 +2023-12-25 07:45:42,015 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 4:35:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1002, loss: 0.1002 +2023-12-25 07:46:07,234 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 4:35:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1121, loss: 0.1121 +2023-12-25 07:46:32,391 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 4:34:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1060, loss: 0.1060 +2023-12-25 07:46:57,595 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 4:34:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1269, loss: 0.1269 +2023-12-25 07:47:22,904 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 4:33:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1196, loss: 0.1196 +2023-12-25 07:47:48,518 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 4:33:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1194, loss: 0.1194 +2023-12-25 07:48:14,137 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 4:33:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1139, loss: 0.1139 +2023-12-25 07:48:39,427 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 4:32:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 +2023-12-25 07:49:05,129 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 4:32:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1084, loss: 0.1084 +2023-12-25 07:49:30,717 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 4:31:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0992, loss: 0.0992 +2023-12-25 07:49:55,985 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 4:31:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1097, loss: 0.1097 +2023-12-25 07:50:21,236 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 4:30:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1063, loss: 0.1063 +2023-12-25 07:50:46,467 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 4:30:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1192, loss: 0.1192 +2023-12-25 07:51:11,829 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 4:30:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1213, loss: 0.1213 +2023-12-25 07:51:37,241 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 4:29:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1016, loss: 0.1016 +2023-12-25 07:52:03,038 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 4:29:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1156, loss: 0.1156 +2023-12-25 07:52:29,051 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 4:28:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1144, loss: 0.1144 +2023-12-25 07:52:54,744 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 4:28:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1105, loss: 0.1105 +2023-12-25 07:52:56,804 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-25 07:57:22,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:57:22,856 - pyskl - INFO - +top1_acc 0.8316 +top5_acc 0.9618 +2023-12-25 07:57:22,881 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8316, top5_acc: 0.9618 +2023-12-25 07:58:15,599 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 4:27:52, time: 0.527, data_time: 0.269, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1130, loss: 0.1130 +2023-12-25 07:58:41,027 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 4:27:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0994, loss: 0.0994 +2023-12-25 07:59:06,246 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 4:27:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0940, loss: 0.0940 +2023-12-25 07:59:31,683 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 4:26:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0962, loss: 0.0962 +2023-12-25 07:59:57,283 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 4:26:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1057, loss: 0.1057 +2023-12-25 08:00:22,649 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 4:25:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0988, loss: 0.0988 +2023-12-25 08:00:48,290 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 4:25:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 +2023-12-25 08:01:13,641 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 4:24:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 +2023-12-25 08:01:38,926 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 4:24:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0948, loss: 0.0948 +2023-12-25 08:02:04,313 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 4:23:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0987, loss: 0.0987 +2023-12-25 08:02:29,741 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 4:23:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1150, loss: 0.1150 +2023-12-25 08:02:55,653 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 4:23:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 +2023-12-25 08:03:21,080 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 4:22:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0896, loss: 0.0896 +2023-12-25 08:03:46,375 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 4:22:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0968, loss: 0.0968 +2023-12-25 08:04:11,411 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 4:21:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.1098, loss: 0.1098 +2023-12-25 08:04:36,371 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 4:21:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0982, loss: 0.0982 +2023-12-25 08:05:01,340 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 4:20:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1089, loss: 0.1089 +2023-12-25 08:05:26,323 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 4:20:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1035, loss: 0.1035 +2023-12-25 08:05:51,295 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 4:19:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1037, loss: 0.1037 +2023-12-25 08:06:16,285 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 4:19:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1115, loss: 0.1115 +2023-12-25 08:06:41,273 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 4:19:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1161, loss: 0.1161 +2023-12-25 08:07:06,296 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 4:18:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0898, loss: 0.0898 +2023-12-25 08:07:31,692 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 4:18:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0896, loss: 0.0896 +2023-12-25 08:07:57,230 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 4:17:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.1022, loss: 0.1022 +2023-12-25 08:08:22,991 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 4:17:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1033, loss: 0.1033 +2023-12-25 08:08:48,569 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 4:16:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1051, loss: 0.1051 +2023-12-25 08:09:13,995 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 4:16:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.1122, loss: 0.1122 +2023-12-25 08:09:39,867 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 4:16:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 +2023-12-25 08:10:05,853 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 4:15:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0988, loss: 0.0988 +2023-12-25 08:10:31,317 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 4:15:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1087, loss: 0.1087 +2023-12-25 08:10:56,896 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 4:14:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0842, loss: 0.0842 +2023-12-25 08:11:22,843 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 4:14:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1084, loss: 0.1084 +2023-12-25 08:11:48,531 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 4:13:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1008, loss: 0.1008 +2023-12-25 08:12:14,348 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 4:13:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0993, loss: 0.0993 +2023-12-25 08:12:16,274 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-25 08:16:41,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:16:42,161 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9607 +2023-12-25 08:16:42,186 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8285, top5_acc: 0.9607 +2023-12-25 08:17:34,735 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 4:12:58, time: 0.525, data_time: 0.271, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1039, loss: 0.1039 +2023-12-25 08:18:00,459 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 4:12:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0931, loss: 0.0931 +2023-12-25 08:18:25,925 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 4:12:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0946, loss: 0.0946 +2023-12-25 08:18:51,420 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 4:11:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1000, loss: 0.1000 +2023-12-25 08:19:16,760 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 4:11:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0881, loss: 0.0881 +2023-12-25 08:19:42,406 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 4:10:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0911, loss: 0.0911 +2023-12-25 08:20:07,463 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 4:10:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0869, loss: 0.0869 +2023-12-25 08:20:32,527 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 4:09:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0798, loss: 0.0798 +2023-12-25 08:20:57,585 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 4:09:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0968, loss: 0.0968 +2023-12-25 08:21:23,262 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 4:09:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0957, loss: 0.0957 +2023-12-25 08:21:48,790 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 4:08:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0906, loss: 0.0906 +2023-12-25 08:22:15,011 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 4:08:08, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1009, loss: 0.1009 +2023-12-25 08:22:40,245 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 4:07:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1167, loss: 0.1167 +2023-12-25 08:23:05,345 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 4:07:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0910, loss: 0.0910 +2023-12-25 08:23:30,497 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 4:06:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0900, loss: 0.0900 +2023-12-25 08:23:55,842 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 4:06:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0922, loss: 0.0922 +2023-12-25 08:24:21,008 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 4:05:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0857, loss: 0.0857 +2023-12-25 08:24:46,182 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 4:05:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0831, loss: 0.0831 +2023-12-25 08:25:11,352 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 4:05:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0808, loss: 0.0808 +2023-12-25 08:25:36,440 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 4:04:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0872, loss: 0.0872 +2023-12-25 08:26:01,493 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 4:04:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0966, loss: 0.0966 +2023-12-25 08:26:26,617 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 4:03:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0946, loss: 0.0946 +2023-12-25 08:26:51,985 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 4:03:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0974, loss: 0.0974 +2023-12-25 08:27:17,414 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 4:02:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1022, loss: 0.1022 +2023-12-25 08:27:42,779 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 4:02:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0936, loss: 0.0936 +2023-12-25 08:28:09,084 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 4:01:58, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0893, loss: 0.0893 +2023-12-25 08:28:34,673 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 4:01:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0998, loss: 0.0998 +2023-12-25 08:29:00,251 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 4:01:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0946, loss: 0.0946 +2023-12-25 08:29:25,712 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 4:00:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0822, loss: 0.0822 +2023-12-25 08:29:50,903 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 4:00:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0970, loss: 0.0970 +2023-12-25 08:30:16,692 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 3:59:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0965, loss: 0.0965 +2023-12-25 08:30:42,257 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 3:59:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0911, loss: 0.0911 +2023-12-25 08:31:07,316 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 3:58:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0841, loss: 0.0841 +2023-12-25 08:31:33,175 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 3:58:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0934, loss: 0.0934 +2023-12-25 08:31:35,198 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-25 08:36:00,320 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:36:00,993 - pyskl - INFO - +top1_acc 0.8377 +top5_acc 0.9619 +2023-12-25 08:36:00,999 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_131.pth was removed +2023-12-25 08:36:01,225 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-25 08:36:01,227 - pyskl - INFO - Best top1_acc is 0.8377 at 134 epoch. +2023-12-25 08:36:01,253 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8377, top5_acc: 0.9619 +2023-12-25 08:36:54,749 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 3:58:03, time: 0.535, data_time: 0.277, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0856, loss: 0.0856 +2023-12-25 08:37:20,292 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 3:57:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0909, loss: 0.0909 +2023-12-25 08:37:45,671 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 3:57:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0839, loss: 0.0839 +2023-12-25 08:38:11,234 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 3:56:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2023-12-25 08:38:36,670 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 3:56:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0874, loss: 0.0874 +2023-12-25 08:39:02,034 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 3:55:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0824, loss: 0.0824 +2023-12-25 08:39:28,517 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 3:55:25, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0912, loss: 0.0912 +2023-12-25 08:39:53,934 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 3:54:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0950, loss: 0.0950 +2023-12-25 08:40:19,571 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 3:54:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0883, loss: 0.0883 +2023-12-25 08:40:45,437 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 3:54:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0735, loss: 0.0735 +2023-12-25 08:41:10,944 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 3:53:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0881, loss: 0.0881 +2023-12-25 08:41:36,556 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 3:53:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 +2023-12-25 08:42:01,681 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 3:52:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0947, loss: 0.0947 +2023-12-25 08:42:26,933 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 3:52:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0986, loss: 0.0986 +2023-12-25 08:42:52,235 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 3:51:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0943, loss: 0.0943 +2023-12-25 08:43:17,867 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 3:51:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0861, loss: 0.0861 +2023-12-25 08:43:43,078 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 3:51:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0927, loss: 0.0927 +2023-12-25 08:44:08,243 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 3:50:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0926, loss: 0.0926 +2023-12-25 08:44:33,269 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 3:50:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0885, loss: 0.0885 +2023-12-25 08:44:58,326 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 3:49:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0932, loss: 0.0932 +2023-12-25 08:45:23,548 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 3:49:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0855, loss: 0.0855 +2023-12-25 08:45:48,735 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 3:48:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0810, loss: 0.0810 +2023-12-25 08:46:14,149 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 3:48:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-25 08:46:39,613 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 3:47:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0842, loss: 0.0842 +2023-12-25 08:47:05,353 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 3:47:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0838, loss: 0.0838 +2023-12-25 08:47:30,729 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 3:47:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 +2023-12-25 08:47:56,154 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 3:46:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2023-12-25 08:48:21,542 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 3:46:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0940, loss: 0.0940 +2023-12-25 08:48:46,827 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 3:45:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0956, loss: 0.0956 +2023-12-25 08:49:12,330 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 3:45:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870 +2023-12-25 08:49:38,180 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 3:44:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0907, loss: 0.0907 +2023-12-25 08:50:03,220 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 3:44:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0954, loss: 0.0954 +2023-12-25 08:50:28,263 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 3:43:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0850, loss: 0.0850 +2023-12-25 08:50:53,758 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 3:43:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0808, loss: 0.0808 +2023-12-25 08:50:55,668 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-25 08:55:21,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:55:21,978 - pyskl - INFO - +top1_acc 0.8394 +top5_acc 0.9638 +2023-12-25 08:55:21,983 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_134.pth was removed +2023-12-25 08:55:22,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-25 08:55:22,198 - pyskl - INFO - Best top1_acc is 0.8394 at 135 epoch. +2023-12-25 08:55:22,222 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8394, top5_acc: 0.9638 +2023-12-25 08:56:16,113 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 3:43:08, time: 0.539, data_time: 0.286, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 +2023-12-25 08:56:41,547 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 3:42:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800 +2023-12-25 08:57:07,177 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 3:42:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 +2023-12-25 08:57:32,771 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 3:41:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 +2023-12-25 08:57:58,507 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 3:41:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2023-12-25 08:58:23,779 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 3:40:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0767, loss: 0.0767 +2023-12-25 08:58:49,241 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 3:40:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0894, loss: 0.0894 +2023-12-25 08:59:14,632 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 3:40:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0774, loss: 0.0774 +2023-12-25 08:59:39,868 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 3:39:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0726, loss: 0.0726 +2023-12-25 09:00:05,367 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 3:39:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 +2023-12-25 09:00:30,931 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 3:38:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2023-12-25 09:00:56,326 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 3:38:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0805, loss: 0.0805 +2023-12-25 09:01:21,298 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 3:37:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 +2023-12-25 09:01:46,456 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 3:37:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0798, loss: 0.0798 +2023-12-25 09:02:12,614 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 3:37:00, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-25 09:02:37,744 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 3:36:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0670, loss: 0.0670 +2023-12-25 09:03:03,004 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 3:36:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0837, loss: 0.0837 +2023-12-25 09:03:28,246 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 3:35:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 +2023-12-25 09:03:53,397 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 3:35:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0746, loss: 0.0746 +2023-12-25 09:04:18,697 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 3:34:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 +2023-12-25 09:04:43,990 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 3:34:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2023-12-25 09:05:09,470 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 3:33:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0804, loss: 0.0804 +2023-12-25 09:05:34,639 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 3:33:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0773, loss: 0.0773 +2023-12-25 09:05:59,997 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 3:33:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2023-12-25 09:06:25,797 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 3:32:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 +2023-12-25 09:06:51,412 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 3:32:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 +2023-12-25 09:07:17,766 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 3:31:43, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2023-12-25 09:07:43,310 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 3:31:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0821, loss: 0.0821 +2023-12-25 09:08:08,670 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 3:30:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 +2023-12-25 09:08:34,053 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 3:30:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0937, loss: 0.0937 +2023-12-25 09:08:59,564 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 3:29:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0860, loss: 0.0860 +2023-12-25 09:09:25,438 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 3:29:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2023-12-25 09:09:50,758 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 3:29:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0825, loss: 0.0825 +2023-12-25 09:10:16,411 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 3:28:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2023-12-25 09:10:18,509 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-25 09:14:45,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:14:45,685 - pyskl - INFO - +top1_acc 0.8380 +top5_acc 0.9635 +2023-12-25 09:14:45,711 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8380, top5_acc: 0.9635 +2023-12-25 09:15:39,590 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 3:28:14, time: 0.539, data_time: 0.284, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 +2023-12-25 09:16:05,002 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 3:27:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0753, loss: 0.0753 +2023-12-25 09:16:30,398 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 3:27:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2023-12-25 09:16:55,756 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 3:26:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0814, loss: 0.0814 +2023-12-25 09:17:20,992 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 3:26:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2023-12-25 09:17:46,213 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 3:26:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0781, loss: 0.0781 +2023-12-25 09:18:11,306 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 3:25:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0752, loss: 0.0752 +2023-12-25 09:18:36,626 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 3:25:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775 +2023-12-25 09:19:02,365 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 3:24:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 +2023-12-25 09:19:27,909 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 3:24:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0848, loss: 0.0848 +2023-12-25 09:19:53,268 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 3:23:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0755, loss: 0.0755 +2023-12-25 09:20:18,751 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 3:23:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2023-12-25 09:20:43,777 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 3:22:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0824, loss: 0.0824 +2023-12-25 09:21:08,907 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 3:22:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 +2023-12-25 09:21:34,253 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 3:22:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2023-12-25 09:21:59,321 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 3:21:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 +2023-12-25 09:22:24,482 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 3:21:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0789, loss: 0.0789 +2023-12-25 09:22:49,634 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 3:20:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 +2023-12-25 09:23:15,398 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 3:20:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784 +2023-12-25 09:23:40,747 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 3:19:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 +2023-12-25 09:24:06,583 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 3:19:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 +2023-12-25 09:24:31,732 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 3:19:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2023-12-25 09:24:57,033 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 3:18:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2023-12-25 09:25:22,861 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 3:18:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 +2023-12-25 09:25:48,309 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 3:17:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 +2023-12-25 09:26:13,659 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 3:17:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2023-12-25 09:26:39,119 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 3:16:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 +2023-12-25 09:27:04,564 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 3:16:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 +2023-12-25 09:27:29,845 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 3:15:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 +2023-12-25 09:27:55,223 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 3:15:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0752, loss: 0.0752 +2023-12-25 09:28:20,892 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 3:15:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 +2023-12-25 09:28:46,288 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 3:14:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 +2023-12-25 09:29:11,737 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 3:14:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2023-12-25 09:29:37,150 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 3:13:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 +2023-12-25 09:29:39,286 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-25 09:34:05,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:34:06,151 - pyskl - INFO - +top1_acc 0.8412 +top5_acc 0.9645 +2023-12-25 09:34:06,156 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_135.pth was removed +2023-12-25 09:34:06,370 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2023-12-25 09:34:06,372 - pyskl - INFO - Best top1_acc is 0.8412 at 137 epoch. +2023-12-25 09:34:06,397 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8412, top5_acc: 0.9645 +2023-12-25 09:35:00,751 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 3:13:20, time: 0.543, data_time: 0.281, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 +2023-12-25 09:35:26,325 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 3:12:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2023-12-25 09:35:51,785 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 3:12:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0740, loss: 0.0740 +2023-12-25 09:36:17,162 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 3:12:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2023-12-25 09:36:42,667 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 3:11:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0733, loss: 0.0733 +2023-12-25 09:37:07,924 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 3:11:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0718, loss: 0.0718 +2023-12-25 09:37:33,698 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 3:10:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2023-12-25 09:37:59,312 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 3:10:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 +2023-12-25 09:38:24,551 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 3:09:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 +2023-12-25 09:38:49,927 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 3:09:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0761, loss: 0.0761 +2023-12-25 09:39:15,628 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 3:08:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721 +2023-12-25 09:39:41,264 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 3:08:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0699, loss: 0.0699 +2023-12-25 09:40:06,571 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 3:08:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2023-12-25 09:40:31,768 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 3:07:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2023-12-25 09:40:56,889 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 3:07:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2023-12-25 09:41:22,200 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 3:06:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0712, loss: 0.0712 +2023-12-25 09:41:47,967 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 3:06:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779 +2023-12-25 09:42:13,216 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 3:05:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2023-12-25 09:42:38,679 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 3:05:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0758, loss: 0.0758 +2023-12-25 09:43:03,901 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 3:04:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2023-12-25 09:43:29,072 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 3:04:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2023-12-25 09:43:54,222 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 3:04:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0710, loss: 0.0710 +2023-12-25 09:44:19,454 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 3:03:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2023-12-25 09:44:44,720 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 3:03:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2023-12-25 09:45:10,562 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 3:02:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 +2023-12-25 09:45:36,415 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 3:02:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0689, loss: 0.0689 +2023-12-25 09:46:01,825 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 3:01:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2023-12-25 09:46:27,185 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 3:01:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 +2023-12-25 09:46:52,815 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 3:01:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2023-12-25 09:47:18,334 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 3:00:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708 +2023-12-25 09:47:43,368 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 3:00:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 +2023-12-25 09:48:08,422 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 2:59:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0705, loss: 0.0705 +2023-12-25 09:48:33,501 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 2:59:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2023-12-25 09:48:58,568 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 2:58:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2023-12-25 09:49:00,512 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-25 09:53:25,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:53:26,633 - pyskl - INFO - +top1_acc 0.8391 +top5_acc 0.9638 +2023-12-25 09:53:26,658 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8391, top5_acc: 0.9638 +2023-12-25 09:54:20,151 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 2:58:25, time: 0.535, data_time: 0.281, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2023-12-25 09:54:45,469 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 2:57:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 +2023-12-25 09:55:12,063 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 2:57:32, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0692, loss: 0.0692 +2023-12-25 09:55:38,416 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 2:57:06, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2023-12-25 09:56:03,793 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 2:56:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 +2023-12-25 09:56:29,129 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 2:56:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2023-12-25 09:56:54,757 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 2:55:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0682, loss: 0.0682 +2023-12-25 09:57:21,081 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 2:55:21, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0698, loss: 0.0698 +2023-12-25 09:57:46,535 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 2:54:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0778, loss: 0.0778 +2023-12-25 09:58:12,897 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 2:54:28, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 +2023-12-25 09:58:38,679 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 2:54:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2023-12-25 09:59:04,254 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 2:53:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0686, loss: 0.0686 +2023-12-25 09:59:29,357 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 2:53:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2023-12-25 09:59:54,579 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 2:52:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0657, loss: 0.0657 +2023-12-25 10:00:19,804 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 2:52:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2023-12-25 10:00:44,847 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 2:51:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2023-12-25 10:01:09,921 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 2:51:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 +2023-12-25 10:01:35,011 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 2:50:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2023-12-25 10:02:00,153 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 2:50:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0598, loss: 0.0598 +2023-12-25 10:02:25,176 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 2:50:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0697, loss: 0.0697 +2023-12-25 10:02:50,287 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 2:49:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2023-12-25 10:03:15,380 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 2:49:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0682, loss: 0.0682 +2023-12-25 10:03:40,521 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 2:48:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0754, loss: 0.0754 +2023-12-25 10:04:05,662 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 2:48:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2023-12-25 10:04:31,267 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 2:47:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2023-12-25 10:04:56,580 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 2:47:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0675, loss: 0.0675 +2023-12-25 10:05:22,290 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 2:47:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 +2023-12-25 10:05:47,813 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 2:46:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2023-12-25 10:06:13,234 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 2:46:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 +2023-12-25 10:06:38,527 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 2:45:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2023-12-25 10:07:03,921 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 2:45:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2023-12-25 10:07:29,531 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 2:44:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0656, loss: 0.0656 +2023-12-25 10:07:55,916 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 2:44:23, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2023-12-25 10:08:21,703 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 2:43:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0664, loss: 0.0664 +2023-12-25 10:08:23,610 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-25 10:12:49,359 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:12:49,995 - pyskl - INFO - +top1_acc 0.8405 +top5_acc 0.9631 +2023-12-25 10:12:50,022 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8405, top5_acc: 0.9631 +2023-12-25 10:13:43,084 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 2:43:31, time: 0.531, data_time: 0.275, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0685, loss: 0.0685 +2023-12-25 10:14:08,505 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 2:43:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2023-12-25 10:14:34,083 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 2:42:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0683, loss: 0.0683 +2023-12-25 10:14:59,613 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 2:42:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2023-12-25 10:15:25,339 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 2:41:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 +2023-12-25 10:15:50,980 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 2:41:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 +2023-12-25 10:16:16,399 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 2:40:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2023-12-25 10:16:42,480 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 2:40:26, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2023-12-25 10:17:08,134 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 2:40:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2023-12-25 10:17:33,536 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 2:39:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2023-12-25 10:17:59,152 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 2:39:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2023-12-25 10:18:24,642 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 2:38:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0704, loss: 0.0704 +2023-12-25 10:18:50,449 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 2:38:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0681, loss: 0.0681 +2023-12-25 10:19:15,895 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 2:37:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2023-12-25 10:19:41,996 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 2:37:22, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2023-12-25 10:20:07,497 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 2:36:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 10:20:32,789 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 2:36:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0659, loss: 0.0659 +2023-12-25 10:20:58,227 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 2:36:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2023-12-25 10:21:23,472 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 2:35:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0696, loss: 0.0696 +2023-12-25 10:21:48,695 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 2:35:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2023-12-25 10:22:14,223 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 2:34:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0652, loss: 0.0652 +2023-12-25 10:22:39,454 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 2:34:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2023-12-25 10:23:05,353 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 2:33:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 +2023-12-25 10:23:30,393 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 2:33:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 +2023-12-25 10:23:56,089 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 2:32:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 10:24:22,269 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 2:32:33, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2023-12-25 10:24:48,945 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 2:32:07, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0644, loss: 0.0644 +2023-12-25 10:25:15,589 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 2:31:40, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2023-12-25 10:25:42,231 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 2:31:14, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 10:26:08,864 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 2:30:48, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655 +2023-12-25 10:26:35,487 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 2:30:22, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2023-12-25 10:27:01,532 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 2:29:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0711, loss: 0.0711 +2023-12-25 10:27:26,961 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 2:29:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0686, loss: 0.0686 +2023-12-25 10:27:52,536 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 2:29:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2023-12-25 10:27:54,528 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-25 10:32:20,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:32:20,707 - pyskl - INFO - +top1_acc 0.8432 +top5_acc 0.9640 +2023-12-25 10:32:20,712 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_137.pth was removed +2023-12-25 10:32:20,924 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2023-12-25 10:32:20,926 - pyskl - INFO - Best top1_acc is 0.8432 at 140 epoch. +2023-12-25 10:32:20,952 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8432, top5_acc: 0.9640 +2023-12-25 10:33:14,017 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 2:28:37, time: 0.531, data_time: 0.277, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0674, loss: 0.0674 +2023-12-25 10:33:39,169 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 2:28:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2023-12-25 10:34:04,181 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 2:27:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2023-12-25 10:34:29,246 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 2:27:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0634, loss: 0.0634 +2023-12-25 10:34:54,284 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 2:26:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0645, loss: 0.0645 +2023-12-25 10:35:19,332 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 2:26:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 +2023-12-25 10:35:44,393 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 2:25:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2023-12-25 10:36:09,436 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 2:25:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2023-12-25 10:36:34,641 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 2:25:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-25 10:37:00,353 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 2:24:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2023-12-25 10:37:25,848 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 2:24:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2023-12-25 10:37:51,134 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 2:23:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2023-12-25 10:38:16,895 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 2:23:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0594, loss: 0.0594 +2023-12-25 10:38:42,067 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 2:22:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2023-12-25 10:39:07,634 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 2:22:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 +2023-12-25 10:39:34,108 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 2:22:02, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0595, loss: 0.0595 +2023-12-25 10:39:59,276 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 2:21:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0637, loss: 0.0637 +2023-12-25 10:40:24,582 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 2:21:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2023-12-25 10:40:49,765 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 2:20:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2023-12-25 10:41:14,898 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 2:20:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2023-12-25 10:41:40,015 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 2:19:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2023-12-25 10:42:05,360 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 2:19:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0564, loss: 0.0564 +2023-12-25 10:42:30,891 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 2:18:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2023-12-25 10:42:56,067 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 2:18:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2023-12-25 10:43:21,685 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 2:18:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2023-12-25 10:43:47,275 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 2:17:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0569, loss: 0.0569 +2023-12-25 10:44:12,957 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 2:17:12, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 +2023-12-25 10:44:38,607 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 2:16:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2023-12-25 10:45:04,000 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 2:16:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2023-12-25 10:45:30,096 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 2:15:54, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 10:45:55,425 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 2:15:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2023-12-25 10:46:20,758 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 2:15:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0639, loss: 0.0639 +2023-12-25 10:46:46,116 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 2:14:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0594, loss: 0.0594 +2023-12-25 10:47:11,544 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 2:14:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 +2023-12-25 10:47:13,605 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-25 10:51:39,320 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:51:40,005 - pyskl - INFO - +top1_acc 0.8435 +top5_acc 0.9640 +2023-12-25 10:51:40,010 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_140.pth was removed +2023-12-25 10:51:40,223 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-25 10:51:40,224 - pyskl - INFO - Best top1_acc is 0.8435 at 141 epoch. +2023-12-25 10:51:40,250 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8435, top5_acc: 0.9640 +2023-12-25 10:52:33,247 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 2:13:42, time: 0.530, data_time: 0.274, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2023-12-25 10:52:59,092 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 2:13:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616 +2023-12-25 10:53:24,315 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 2:12:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2023-12-25 10:53:49,621 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 2:12:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0627, loss: 0.0627 +2023-12-25 10:54:14,721 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 2:11:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2023-12-25 10:54:40,034 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 2:11:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2023-12-25 10:55:05,418 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 2:11:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2023-12-25 10:55:31,138 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 2:10:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 +2023-12-25 10:55:56,572 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 2:10:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2023-12-25 10:56:22,191 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 2:09:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2023-12-25 10:56:48,225 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 2:09:19, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2023-12-25 10:57:13,685 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 2:08:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 10:57:38,936 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 2:08:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 +2023-12-25 10:58:04,820 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 2:08:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2023-12-25 10:58:30,023 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 2:07:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0598, loss: 0.0598 +2023-12-25 10:58:55,598 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 2:07:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2023-12-25 10:59:21,321 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 2:06:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2023-12-25 10:59:46,354 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 2:06:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2023-12-25 11:00:11,611 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 2:05:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2023-12-25 11:00:36,995 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 2:05:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0598, loss: 0.0598 +2023-12-25 11:01:02,251 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 2:04:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2023-12-25 11:01:27,439 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 2:04:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-25 11:01:52,810 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 2:04:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 +2023-12-25 11:02:18,477 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 2:03:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2023-12-25 11:02:44,643 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 2:03:11, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2023-12-25 11:03:10,653 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 2:02:45, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2023-12-25 11:03:36,862 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 2:02:18, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2023-12-25 11:04:03,057 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 2:01:52, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0581, loss: 0.0581 +2023-12-25 11:04:28,925 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 2:01:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2023-12-25 11:04:54,485 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 2:00:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2023-12-25 11:05:19,944 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 2:00:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 +2023-12-25 11:05:45,491 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 2:00:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0621, loss: 0.0621 +2023-12-25 11:06:10,852 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 1:59:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2023-12-25 11:06:36,117 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 1:59:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2023-12-25 11:06:38,059 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-25 11:11:02,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:11:03,215 - pyskl - INFO - +top1_acc 0.8434 +top5_acc 0.9645 +2023-12-25 11:11:03,240 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8434, top5_acc: 0.9645 +2023-12-25 11:11:56,005 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 1:58:48, time: 0.528, data_time: 0.274, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2023-12-25 11:12:21,648 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 1:58:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0591, loss: 0.0591 +2023-12-25 11:12:47,229 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 1:57:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2023-12-25 11:13:12,695 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 1:57:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0684, loss: 0.0684 +2023-12-25 11:13:37,882 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 1:57:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0572, loss: 0.0572 +2023-12-25 11:14:02,981 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 1:56:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2023-12-25 11:14:28,167 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 1:56:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2023-12-25 11:14:53,422 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 1:55:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0595, loss: 0.0595 +2023-12-25 11:15:19,003 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 1:55:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2023-12-25 11:15:44,425 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 1:54:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0591, loss: 0.0591 +2023-12-25 11:16:10,043 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 1:54:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0591, loss: 0.0591 +2023-12-25 11:16:35,383 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 1:53:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 +2023-12-25 11:17:00,478 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 1:53:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-25 11:17:25,574 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 1:53:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0581, loss: 0.0581 +2023-12-25 11:17:50,852 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 1:52:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2023-12-25 11:18:16,075 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 1:52:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0579, loss: 0.0579 +2023-12-25 11:18:41,506 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 1:51:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2023-12-25 11:19:07,975 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 1:51:21, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 +2023-12-25 11:19:34,627 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 1:50:55, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 +2023-12-25 11:20:01,248 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 1:50:28, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 +2023-12-25 11:20:27,211 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 1:50:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2023-12-25 11:20:52,868 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 1:49:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2023-12-25 11:21:18,621 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 1:49:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2023-12-25 11:21:43,852 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 1:48:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0684, loss: 0.0684 +2023-12-25 11:22:09,098 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 1:48:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 11:22:34,671 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 1:47:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2023-12-25 11:23:00,160 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 1:47:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 11:23:25,435 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 1:46:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2023-12-25 11:23:50,824 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 1:46:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 +2023-12-25 11:24:16,278 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 1:46:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0591, loss: 0.0591 +2023-12-25 11:24:42,020 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 1:45:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2023-12-25 11:25:07,641 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 1:45:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2023-12-25 11:25:34,166 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 1:44:46, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2023-12-25 11:25:59,904 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 1:44:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 +2023-12-25 11:26:01,965 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-25 11:30:33,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:30:34,041 - pyskl - INFO - +top1_acc 0.8414 +top5_acc 0.9646 +2023-12-25 11:30:34,067 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8414, top5_acc: 0.9646 +2023-12-25 11:31:28,106 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 1:43:54, time: 0.540, data_time: 0.283, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557 +2023-12-25 11:31:53,492 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 1:43:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0595, loss: 0.0595 +2023-12-25 11:32:18,757 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 1:43:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-25 11:32:43,800 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 1:42:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2023-12-25 11:33:08,833 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 1:42:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 +2023-12-25 11:33:33,890 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 1:41:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2023-12-25 11:33:58,960 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 1:41:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2023-12-25 11:34:24,022 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 1:40:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 +2023-12-25 11:34:49,178 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 1:40:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0576, loss: 0.0576 +2023-12-25 11:35:14,421 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 1:39:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2023-12-25 11:35:40,393 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 1:39:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 11:36:06,036 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 1:39:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557 +2023-12-25 11:36:31,090 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 1:38:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 +2023-12-25 11:36:56,178 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 1:38:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 11:37:21,685 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 1:37:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 +2023-12-25 11:37:46,871 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 1:37:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 11:38:11,950 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 1:36:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-25 11:38:37,180 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 1:36:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2023-12-25 11:39:02,408 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 1:36:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-25 11:39:27,580 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 1:35:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2023-12-25 11:39:53,017 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 1:35:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-25 11:40:18,130 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 1:34:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2023-12-25 11:40:43,221 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 1:34:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608 +2023-12-25 11:41:09,254 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 1:33:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2023-12-25 11:41:35,441 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 1:33:22, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-25 11:42:01,028 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 1:32:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 11:42:27,112 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 1:32:30, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-25 11:42:52,530 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 1:32:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2023-12-25 11:43:18,100 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 1:31:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2023-12-25 11:43:43,927 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 1:31:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-25 11:44:09,476 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 1:30:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0574, loss: 0.0574 +2023-12-25 11:44:34,995 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 1:30:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0580, loss: 0.0580 +2023-12-25 11:45:00,489 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 1:29:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0661, loss: 0.0661 +2023-12-25 11:45:25,889 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 1:29:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2023-12-25 11:45:27,899 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-25 11:49:54,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:49:55,167 - pyskl - INFO - +top1_acc 0.8434 +top5_acc 0.9647 +2023-12-25 11:49:55,193 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8434, top5_acc: 0.9647 +2023-12-25 11:50:49,496 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 1:28:59, time: 0.543, data_time: 0.282, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2023-12-25 11:51:14,921 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 1:28:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-25 11:51:40,031 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 1:28:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-25 11:52:05,068 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 1:27:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 +2023-12-25 11:52:30,435 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 1:27:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0550, loss: 0.0550 +2023-12-25 11:52:55,864 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 1:26:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2023-12-25 11:53:21,435 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 1:26:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0593, loss: 0.0593 +2023-12-25 11:53:46,904 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 1:25:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-25 11:54:12,299 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 1:25:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0612, loss: 0.0612 +2023-12-25 11:54:37,924 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 1:25:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0606, loss: 0.0606 +2023-12-25 11:55:03,613 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 1:24:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0572, loss: 0.0572 +2023-12-25 11:55:29,359 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 1:24:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 +2023-12-25 11:55:54,600 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 1:23:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 +2023-12-25 11:56:20,639 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 1:23:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590 +2023-12-25 11:56:46,287 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 1:22:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0582, loss: 0.0582 +2023-12-25 11:57:11,593 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 1:22:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2023-12-25 11:57:37,617 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 1:21:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0585, loss: 0.0585 +2023-12-25 11:58:04,354 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 1:21:32, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0569, loss: 0.0569 +2023-12-25 11:58:29,893 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 1:21:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0582, loss: 0.0582 +2023-12-25 11:58:56,355 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 1:20:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2023-12-25 11:59:21,600 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 1:20:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2023-12-25 11:59:48,070 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 1:19:47, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 +2023-12-25 12:00:14,152 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 1:19:21, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0521, loss: 0.0521 +2023-12-25 12:00:39,190 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 1:18:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 +2023-12-25 12:01:04,474 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 1:18:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0576, loss: 0.0576 +2023-12-25 12:01:30,001 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 1:18:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2023-12-25 12:01:55,848 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 1:17:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2023-12-25 12:02:21,200 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 1:17:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2023-12-25 12:02:46,749 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 1:16:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 +2023-12-25 12:03:12,268 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 1:16:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0580, loss: 0.0580 +2023-12-25 12:03:37,765 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 1:15:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557 +2023-12-25 12:04:03,250 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 1:15:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 +2023-12-25 12:04:28,864 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 1:14:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2023-12-25 12:04:54,344 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 1:14:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2023-12-25 12:04:56,371 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-25 12:09:22,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:09:23,598 - pyskl - INFO - +top1_acc 0.8469 +top5_acc 0.9653 +2023-12-25 12:09:23,603 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_141.pth was removed +2023-12-25 12:09:23,816 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-25 12:09:23,817 - pyskl - INFO - Best top1_acc is 0.8469 at 145 epoch. +2023-12-25 12:09:23,843 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8469, top5_acc: 0.9653 +2023-12-25 12:10:18,110 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 1:14:05, time: 0.543, data_time: 0.286, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2023-12-25 12:10:43,111 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 1:13:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0591, loss: 0.0591 +2023-12-25 12:11:08,123 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 1:13:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 +2023-12-25 12:11:33,151 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 1:12:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 +2023-12-25 12:11:58,175 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 1:12:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 +2023-12-25 12:12:23,220 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 1:11:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2023-12-25 12:12:48,276 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 1:11:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2023-12-25 12:13:13,337 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:11:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0574, loss: 0.0574 +2023-12-25 12:13:38,384 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:10:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538 +2023-12-25 12:14:04,342 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:10:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2023-12-25 12:14:30,089 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:09:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0576, loss: 0.0576 +2023-12-25 12:14:55,852 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:09:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2023-12-25 12:15:21,244 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:08:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2023-12-25 12:15:47,191 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:08:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-25 12:16:12,492 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:07:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 +2023-12-25 12:16:37,679 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:07:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0572, loss: 0.0572 +2023-12-25 12:17:03,206 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:07:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2023-12-25 12:17:29,831 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:06:38, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2023-12-25 12:17:56,428 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:06:12, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0540, loss: 0.0540 +2023-12-25 12:18:23,010 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:05:46, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2023-12-25 12:18:49,584 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:05:19, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 +2023-12-25 12:19:16,091 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:04:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2023-12-25 12:19:41,435 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:04:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 +2023-12-25 12:20:06,732 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:04:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-25 12:20:32,264 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:03:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2023-12-25 12:20:57,810 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:03:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2023-12-25 12:21:23,178 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:02:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2023-12-25 12:21:48,576 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:02:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2023-12-25 12:22:14,242 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:01:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2023-12-25 12:22:39,640 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:01:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2023-12-25 12:23:04,710 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:00:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2023-12-25 12:23:29,989 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:00:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2023-12-25 12:23:55,622 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:00:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2023-12-25 12:24:20,982 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 0:59:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 +2023-12-25 12:24:23,014 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-25 12:28:48,900 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:28:49,514 - pyskl - INFO - +top1_acc 0.8411 +top5_acc 0.9637 +2023-12-25 12:28:49,540 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8411, top5_acc: 0.9637 +2023-12-25 12:29:43,025 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 0:59:11, time: 0.535, data_time: 0.280, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2023-12-25 12:30:08,542 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 0:58:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2023-12-25 12:30:33,830 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 0:58:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0526, loss: 0.0526 +2023-12-25 12:30:59,235 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 0:57:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2023-12-25 12:31:24,610 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 0:57:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0575, loss: 0.0575 +2023-12-25 12:31:49,989 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 0:56:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0532, loss: 0.0532 +2023-12-25 12:32:15,360 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 0:56:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 +2023-12-25 12:32:40,759 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 0:56:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 +2023-12-25 12:33:06,061 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 0:55:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0544, loss: 0.0544 +2023-12-25 12:33:31,531 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 0:55:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2023-12-25 12:33:56,867 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 0:54:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-25 12:34:22,416 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 0:54:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557 +2023-12-25 12:34:47,697 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 0:53:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0569, loss: 0.0569 +2023-12-25 12:35:14,120 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 0:53:29, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-25 12:35:39,381 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 0:53:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 +2023-12-25 12:36:04,587 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 0:52:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2023-12-25 12:36:30,031 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 0:52:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0583, loss: 0.0583 +2023-12-25 12:36:55,502 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 0:51:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0549, loss: 0.0549 +2023-12-25 12:37:20,893 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 0:51:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 +2023-12-25 12:37:46,160 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 0:50:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2023-12-25 12:38:11,249 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 0:50:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-25 12:38:36,516 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 0:49:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-25 12:39:01,747 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 0:49:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0594, loss: 0.0594 +2023-12-25 12:39:27,176 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 0:49:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2023-12-25 12:39:52,835 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 0:48:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2023-12-25 12:40:18,459 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 0:48:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0535, loss: 0.0535 +2023-12-25 12:40:44,726 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 0:47:47, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-25 12:41:10,773 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 0:47:21, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 +2023-12-25 12:41:36,284 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 0:46:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 +2023-12-25 12:42:01,982 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 0:46:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545 +2023-12-25 12:42:27,725 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 0:46:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-25 12:42:53,115 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 0:45:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0575, loss: 0.0575 +2023-12-25 12:43:18,626 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 0:45:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 +2023-12-25 12:43:44,237 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 0:44:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604 +2023-12-25 12:43:46,439 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-25 12:48:13,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:48:13,968 - pyskl - INFO - +top1_acc 0.8441 +top5_acc 0.9643 +2023-12-25 12:48:13,994 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8441, top5_acc: 0.9643 +2023-12-25 12:49:07,956 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 0:44:16, time: 0.540, data_time: 0.284, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 +2023-12-25 12:49:33,243 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 0:43:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545 +2023-12-25 12:49:58,794 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 0:43:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2023-12-25 12:50:23,840 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 0:42:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2023-12-25 12:50:48,941 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 0:42:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2023-12-25 12:51:14,257 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 0:42:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0580, loss: 0.0580 +2023-12-25 12:51:39,804 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 0:41:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0556, loss: 0.0556 +2023-12-25 12:52:05,170 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 0:41:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2023-12-25 12:52:30,970 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 0:40:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0556, loss: 0.0556 +2023-12-25 12:52:56,552 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 0:40:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0671, loss: 0.0671 +2023-12-25 12:53:22,136 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 0:39:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2023-12-25 12:53:47,505 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 0:39:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534 +2023-12-25 12:54:13,498 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 0:39:01, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2023-12-25 12:54:39,779 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 0:38:35, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0574, loss: 0.0574 +2023-12-25 12:55:06,015 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 0:38:09, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-25 12:55:31,408 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 0:37:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 +2023-12-25 12:55:56,748 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 0:37:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2023-12-25 12:56:22,123 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 0:36:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0546, loss: 0.0546 +2023-12-25 12:56:47,364 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 0:36:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2023-12-25 12:57:12,646 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 0:35:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2023-12-25 12:57:37,790 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:35:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2023-12-25 12:58:03,221 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:35:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2023-12-25 12:58:28,392 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:34:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545 +2023-12-25 12:58:53,887 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:34:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0535, loss: 0.0535 +2023-12-25 12:59:19,384 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:33:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2023-12-25 12:59:44,638 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:33:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-25 13:00:10,577 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:32:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 +2023-12-25 13:00:36,564 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:32:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2023-12-25 13:01:02,053 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:32:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2023-12-25 13:01:27,685 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:31:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2023-12-25 13:01:53,191 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:31:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0518, loss: 0.0518 +2023-12-25 13:02:18,544 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:30:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0592, loss: 0.0592 +2023-12-25 13:02:43,902 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:30:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 +2023-12-25 13:03:09,357 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:29:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2023-12-25 13:03:11,459 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-25 13:07:37,058 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:07:37,692 - pyskl - INFO - +top1_acc 0.8448 +top5_acc 0.9644 +2023-12-25 13:07:37,718 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8448, top5_acc: 0.9644 +2023-12-25 13:08:30,718 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:29:22, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-25 13:08:56,283 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:28:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 +2023-12-25 13:09:21,719 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:28:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 +2023-12-25 13:09:47,311 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:28:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-25 13:10:12,894 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:27:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2023-12-25 13:10:38,845 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:27:11, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0581, loss: 0.0581 +2023-12-25 13:11:04,440 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:26:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0550, loss: 0.0550 +2023-12-25 13:11:31,022 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:26:18, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2023-12-25 13:11:56,886 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:25:52, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 +2023-12-25 13:12:22,867 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:25:26, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2023-12-25 13:12:48,182 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:24:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2023-12-25 13:13:13,680 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:24:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-25 13:13:39,239 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:24:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2023-12-25 13:14:04,394 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:23:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 +2023-12-25 13:14:29,603 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:23:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-25 13:14:54,958 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:22:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2023-12-25 13:15:20,130 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:22:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 +2023-12-25 13:15:45,372 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:21:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0565, loss: 0.0565 +2023-12-25 13:16:10,496 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:21:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0589, loss: 0.0589 +2023-12-25 13:16:35,523 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:21:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2023-12-25 13:17:00,797 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:20:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0564, loss: 0.0564 +2023-12-25 13:17:25,920 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:20:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2023-12-25 13:17:51,050 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:19:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 +2023-12-25 13:18:16,470 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:19:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2023-12-25 13:18:42,058 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:18:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545 +2023-12-25 13:19:07,489 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:18:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2023-12-25 13:19:32,811 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:17:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0550, loss: 0.0550 +2023-12-25 13:19:58,332 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:17:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0583, loss: 0.0583 +2023-12-25 13:20:23,465 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:17:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-25 13:20:48,852 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:16:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0602, loss: 0.0602 +2023-12-25 13:21:14,531 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:16:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2023-12-25 13:21:40,069 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:15:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0568, loss: 0.0568 +2023-12-25 13:22:05,352 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:15:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0549, loss: 0.0549 +2023-12-25 13:22:31,250 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:14:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551 +2023-12-25 13:22:33,319 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-25 13:26:59,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:27:00,188 - pyskl - INFO - +top1_acc 0.8445 +top5_acc 0.9645 +2023-12-25 13:27:00,214 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8445, top5_acc: 0.9645 +2023-12-25 13:27:53,235 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:14:28, time: 0.530, data_time: 0.277, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0576, loss: 0.0576 +2023-12-25 13:28:18,800 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:14:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2023-12-25 13:28:44,253 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:13:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2023-12-25 13:29:10,040 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:13:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2023-12-25 13:29:35,749 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:12:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2023-12-25 13:30:01,083 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:12:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 +2023-12-25 13:30:26,313 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:11:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534 +2023-12-25 13:30:51,830 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:11:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2023-12-25 13:31:17,009 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:10:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2023-12-25 13:31:42,513 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:10:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 +2023-12-25 13:32:08,482 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:10:05, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-25 13:32:34,433 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:09:39, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0556, loss: 0.0556 +2023-12-25 13:32:59,834 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:09:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0586, loss: 0.0586 +2023-12-25 13:33:25,303 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:08:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2023-12-25 13:33:50,577 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:08:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2023-12-25 13:34:15,833 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:07:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 +2023-12-25 13:34:41,229 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:07:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2023-12-25 13:35:06,638 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:07:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2023-12-25 13:35:32,087 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:06:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2023-12-25 13:35:57,559 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:06:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0550, loss: 0.0550 +2023-12-25 13:36:24,306 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:05:42, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-25 13:36:51,117 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:05:16, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2023-12-25 13:37:16,581 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:04:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557 +2023-12-25 13:37:42,127 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:04:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0556, loss: 0.0556 +2023-12-25 13:38:07,711 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:03:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0526, loss: 0.0526 +2023-12-25 13:38:32,957 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:03:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2023-12-25 13:38:58,415 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:03:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2023-12-25 13:39:24,088 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:02:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-25 13:39:50,105 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:02:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 +2023-12-25 13:40:15,632 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:01:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-25 13:40:41,038 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:01:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-25 13:41:06,629 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:00:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0601, loss: 0.0601 +2023-12-25 13:41:31,891 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0574, loss: 0.0574 +2023-12-25 13:41:57,589 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0555, loss: 0.0555 +2023-12-25 13:41:59,770 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-25 13:46:26,900 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:46:27,537 - pyskl - INFO - +top1_acc 0.8445 +top5_acc 0.9647 +2023-12-25 13:46:27,563 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8445, top5_acc: 0.9647 +2023-12-25 13:46:42,827 - pyskl - INFO - 59477 videos remain after valid thresholding +2023-12-25 14:27:55,201 - pyskl - INFO - Testing results of the last checkpoint +2023-12-25 14:27:55,207 - pyskl - INFO - top1_acc: 0.8510 +2023-12-25 14:27:55,207 - pyskl - INFO - top5_acc: 0.9672 +2023-12-25 14:27:55,208 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xset/km/best_top1_acc_epoch_145.pth +2023-12-25 15:09:05,368 - pyskl - INFO - Testing results of the best checkpoint +2023-12-25 15:09:05,368 - pyskl - INFO - top1_acc: 0.8525 +2023-12-25 15:09:05,368 - pyskl - INFO - top5_acc: 0.9675