diff --git "a/ntu60_xview/j_2/20231224_192940.log" "b/ntu60_xview/j_2/20231224_192940.log" new file mode 100644--- /dev/null +++ "b/ntu60_xview/j_2/20231224_192940.log" @@ -0,0 +1,4648 @@ +2023-12-24 19:29:40,966 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-24 19:29:41,245 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xview/j_2' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_2', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_2', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-24 19:29:41,246 - pyskl - INFO - Set random seed to 1715824433, deterministic: False +2023-12-24 19:29:46,242 - pyskl - INFO - 37646 videos remain after valid thresholding +2023-12-24 19:29:54,392 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-24 19:29:54,396 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2 +2023-12-24 19:29:54,396 - 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 + -------------------- +2023-12-24 19:29:54,396 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-24 19:29:54,396 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2 by HardDiskBackend. +2023-12-24 19:30:38,030 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 1 day, 18:45:46, time: 0.436, data_time: 0.195, memory: 6525, top1_acc: 0.0450, top5_acc: 0.1619, loss_cls: 5.6482, loss: 5.6482 +2023-12-24 19:31:01,558 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 1 day, 8:54:07, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.0544, top5_acc: 0.2450, loss_cls: 5.3197, loss: 5.3197 +2023-12-24 19:31:24,983 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 1 day, 5:34:38, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.0850, top5_acc: 0.3206, loss_cls: 5.1568, loss: 5.1568 +2023-12-24 19:31:48,463 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 3:55:30, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.1000, top5_acc: 0.3725, loss_cls: 5.5135, loss: 5.5135 +2023-12-24 19:32:11,908 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 2:55:27, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.1206, top5_acc: 0.4156, loss_cls: 5.7121, loss: 5.7121 +2023-12-24 19:32:35,305 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 2:14:49, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.1500, top5_acc: 0.4650, loss_cls: 5.5760, loss: 5.5760 +2023-12-24 19:32:58,697 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 1:45:38, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.1613, top5_acc: 0.4975, loss_cls: 5.2080, loss: 5.2080 +2023-12-24 19:33:22,159 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 1:24:10, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.1844, top5_acc: 0.5175, loss_cls: 4.9383, loss: 4.9383 +2023-12-24 19:33:45,741 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 1 day, 1:08:10, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.2112, top5_acc: 0.5587, loss_cls: 4.7165, loss: 4.7165 +2023-12-24 19:34:09,125 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 1 day, 0:54:07, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.2256, top5_acc: 0.5900, loss_cls: 4.5042, loss: 4.5042 +2023-12-24 19:34:32,588 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 1 day, 0:42:59, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.2562, top5_acc: 0.6362, loss_cls: 4.3099, loss: 4.3099 +2023-12-24 19:34:56,060 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 1 day, 0:33:41, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.2719, top5_acc: 0.6606, loss_cls: 4.2087, loss: 4.2087 +2023-12-24 19:35:19,571 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 1 day, 0:25:56, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.3006, top5_acc: 0.6625, loss_cls: 4.1666, loss: 4.1666 +2023-12-24 19:35:43,049 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 1 day, 0:19:06, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.3225, top5_acc: 0.6900, loss_cls: 4.0284, loss: 4.0284 +2023-12-24 19:36:06,446 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 1 day, 0:12:48, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.3438, top5_acc: 0.7163, loss_cls: 3.9521, loss: 3.9521 +2023-12-24 19:36:29,964 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 1 day, 0:07:41, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.3400, top5_acc: 0.7244, loss_cls: 3.9344, loss: 3.9344 +2023-12-24 19:36:53,496 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 1 day, 0:03:10, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.3525, top5_acc: 0.7312, loss_cls: 3.8353, loss: 3.8353 +2023-12-24 19:37:16,960 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 23:58:53, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.3856, top5_acc: 0.7638, loss_cls: 3.7266, loss: 3.7266 +2023-12-24 19:37:40,359 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 23:54:49, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.3925, top5_acc: 0.7775, loss_cls: 3.7088, loss: 3.7088 +2023-12-24 19:38:03,923 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 23:51:36, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.3950, top5_acc: 0.7837, loss_cls: 3.6922, loss: 3.6922 +2023-12-24 19:38:27,468 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 23:48:36, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.3869, top5_acc: 0.7900, loss_cls: 3.6822, loss: 3.6822 +2023-12-24 19:38:50,982 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 23:45:46, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.4094, top5_acc: 0.8037, loss_cls: 3.6077, loss: 3.6077 +2023-12-24 19:39:14,401 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 23:42:53, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.4356, top5_acc: 0.7956, loss_cls: 3.5509, loss: 3.5509 +2023-12-24 19:39:27,491 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-24 19:41:02,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:41:02,288 - pyskl - INFO - +top1_acc 0.4893 +top5_acc 0.8756 +2023-12-24 19:41:02,455 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-24 19:41:02,455 - pyskl - INFO - Best top1_acc is 0.4893 at 1 epoch. +2023-12-24 19:41:02,460 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.4893, top5_acc: 0.8756 +2023-12-24 19:41:45,449 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 23:55:55, time: 0.430, data_time: 0.195, memory: 6525, top1_acc: 0.4275, top5_acc: 0.8144, loss_cls: 3.5112, loss: 3.5112 +2023-12-24 19:42:08,828 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 23:52:45, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.4487, top5_acc: 0.8369, loss_cls: 3.4495, loss: 3.4495 +2023-12-24 19:42:32,155 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 23:49:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.4713, top5_acc: 0.8275, loss_cls: 3.4222, loss: 3.4222 +2023-12-24 19:42:55,467 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 23:46:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.4669, top5_acc: 0.8363, loss_cls: 3.3822, loss: 3.3822 +2023-12-24 19:43:18,933 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 23:44:22, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.4894, top5_acc: 0.8512, loss_cls: 3.3057, loss: 3.3057 +2023-12-24 19:43:42,332 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 23:41:58, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.4969, top5_acc: 0.8469, loss_cls: 3.3290, loss: 3.3290 +2023-12-24 19:44:05,726 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 23:39:41, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.5000, top5_acc: 0.8594, loss_cls: 3.2691, loss: 3.2691 +2023-12-24 19:44:29,237 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 23:37:44, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.5081, top5_acc: 0.8631, loss_cls: 3.2832, loss: 3.2832 +2023-12-24 19:44:52,760 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 23:35:54, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.5019, top5_acc: 0.8556, loss_cls: 3.2907, loss: 3.2907 +2023-12-24 19:45:16,217 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 23:34:02, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.5269, top5_acc: 0.8619, loss_cls: 3.2113, loss: 3.2113 +2023-12-24 19:45:39,813 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 23:32:30, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.5231, top5_acc: 0.8738, loss_cls: 3.2161, loss: 3.2161 +2023-12-24 19:46:03,402 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 23:31:01, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.5006, top5_acc: 0.8712, loss_cls: 3.2099, loss: 3.2099 +2023-12-24 19:46:26,956 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 23:29:32, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.5262, top5_acc: 0.8744, loss_cls: 3.1689, loss: 3.1689 +2023-12-24 19:46:50,471 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 23:28:03, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.5300, top5_acc: 0.8675, loss_cls: 3.1636, loss: 3.1636 +2023-12-24 19:47:13,939 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 23:26:33, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.5719, top5_acc: 0.8844, loss_cls: 3.1028, loss: 3.1028 +2023-12-24 19:47:37,357 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 23:25:02, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.5531, top5_acc: 0.8819, loss_cls: 3.1151, loss: 3.1151 +2023-12-24 19:48:00,815 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 23:23:37, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.5487, top5_acc: 0.8750, loss_cls: 3.1457, loss: 3.1457 +2023-12-24 19:48:24,377 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 23:22:25, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.5613, top5_acc: 0.8844, loss_cls: 3.0753, loss: 3.0753 +2023-12-24 19:48:47,768 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 23:21:00, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.5537, top5_acc: 0.8912, loss_cls: 3.0554, loss: 3.0554 +2023-12-24 19:49:11,198 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 23:19:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.5706, top5_acc: 0.8888, loss_cls: 3.0195, loss: 3.0195 +2023-12-24 19:49:34,766 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 23:18:37, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.5587, top5_acc: 0.8775, loss_cls: 3.0631, loss: 3.0631 +2023-12-24 19:49:58,262 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 23:17:28, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.5687, top5_acc: 0.8944, loss_cls: 3.0282, loss: 3.0282 +2023-12-24 19:50:21,825 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 23:16:26, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.5813, top5_acc: 0.8938, loss_cls: 3.0053, loss: 3.0053 +2023-12-24 19:50:34,857 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-24 19:52:09,636 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:52:09,721 - pyskl - INFO - +top1_acc 0.6488 +top5_acc 0.9419 +2023-12-24 19:52:09,726 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_1.pth was removed +2023-12-24 19:52:09,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-24 19:52:09,920 - pyskl - INFO - Best top1_acc is 0.6488 at 2 epoch. +2023-12-24 19:52:09,928 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.6488, top5_acc: 0.9419 +2023-12-24 19:52:53,213 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 23:23:38, time: 0.433, data_time: 0.199, memory: 6525, top1_acc: 0.5962, top5_acc: 0.8969, loss_cls: 2.9792, loss: 2.9792 +2023-12-24 19:53:16,640 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 23:22:20, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.5994, top5_acc: 0.9019, loss_cls: 2.9530, loss: 2.9530 +2023-12-24 19:53:40,125 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 23:21:08, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.5969, top5_acc: 0.8981, loss_cls: 2.9776, loss: 2.9776 +2023-12-24 19:54:03,575 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 23:19:55, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.5900, top5_acc: 0.9012, loss_cls: 2.9477, loss: 2.9477 +2023-12-24 19:54:27,106 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 23:18:50, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.5950, top5_acc: 0.9156, loss_cls: 2.8813, loss: 2.8813 +2023-12-24 19:54:50,543 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 23:17:40, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.6000, top5_acc: 0.9056, loss_cls: 2.8964, loss: 2.8964 +2023-12-24 19:55:14,007 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 23:16:33, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6056, top5_acc: 0.9044, loss_cls: 2.9143, loss: 2.9143 +2023-12-24 19:55:37,569 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 23:15:35, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.5837, top5_acc: 0.9012, loss_cls: 2.9349, loss: 2.9349 +2023-12-24 19:56:01,014 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 23:14:30, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.6044, top5_acc: 0.9163, loss_cls: 2.7781, loss: 2.7781 +2023-12-24 19:56:24,457 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 23:13:26, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.6088, top5_acc: 0.9100, loss_cls: 2.5899, loss: 2.5899 +2023-12-24 19:56:47,855 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 23:12:22, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.6200, top5_acc: 0.9156, loss_cls: 2.4620, loss: 2.4620 +2023-12-24 19:57:11,424 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 23:11:28, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6269, top5_acc: 0.9150, loss_cls: 2.3413, loss: 2.3413 +2023-12-24 19:57:34,966 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 23:10:34, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6012, top5_acc: 0.8994, loss_cls: 2.3877, loss: 2.3877 +2023-12-24 19:57:58,377 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 23:09:34, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.5938, top5_acc: 0.9163, loss_cls: 2.3692, loss: 2.3692 +2023-12-24 19:58:21,790 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 23:08:35, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.6344, top5_acc: 0.9206, loss_cls: 2.2195, loss: 2.2195 +2023-12-24 19:58:45,170 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 23:07:35, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.6169, top5_acc: 0.9031, loss_cls: 2.3197, loss: 2.3197 +2023-12-24 19:59:08,692 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 23:06:45, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6519, top5_acc: 0.9213, loss_cls: 2.1966, loss: 2.1966 +2023-12-24 19:59:32,243 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 23:05:56, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6419, top5_acc: 0.9156, loss_cls: 2.1906, loss: 2.1906 +2023-12-24 19:59:55,759 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 23:05:07, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6488, top5_acc: 0.9250, loss_cls: 2.1707, loss: 2.1707 +2023-12-24 20:00:19,353 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 23:04:22, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6512, top5_acc: 0.9150, loss_cls: 2.2064, loss: 2.2064 +2023-12-24 20:00:42,827 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 23:03:32, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6269, top5_acc: 0.9081, loss_cls: 2.2388, loss: 2.2388 +2023-12-24 20:01:06,158 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 23:02:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.5975, top5_acc: 0.9175, loss_cls: 2.3203, loss: 2.3203 +2023-12-24 20:01:29,545 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 23:01:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.6306, top5_acc: 0.9250, loss_cls: 2.1975, loss: 2.1975 +2023-12-24 20:01:42,659 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-24 20:03:17,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:03:17,709 - pyskl - INFO - +top1_acc 0.6955 +top5_acc 0.9583 +2023-12-24 20:03:17,713 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_2.pth was removed +2023-12-24 20:03:17,852 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-24 20:03:17,852 - pyskl - INFO - Best top1_acc is 0.6955 at 3 epoch. +2023-12-24 20:03:17,860 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6955, top5_acc: 0.9583 +2023-12-24 20:04:00,935 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 23:06:15, time: 0.431, data_time: 0.195, memory: 6525, top1_acc: 0.6562, top5_acc: 0.9256, loss_cls: 2.1192, loss: 2.1192 +2023-12-24 20:04:24,458 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 23:05:25, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6606, top5_acc: 0.9344, loss_cls: 2.0820, loss: 2.0820 +2023-12-24 20:04:48,062 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 23:04:40, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6538, top5_acc: 0.9256, loss_cls: 2.1432, loss: 2.1432 +2023-12-24 20:05:11,595 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 23:03:53, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6613, top5_acc: 0.9350, loss_cls: 2.0682, loss: 2.0682 +2023-12-24 20:05:35,257 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 23:03:12, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.6613, top5_acc: 0.9363, loss_cls: 2.0723, loss: 2.0723 +2023-12-24 20:05:58,833 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 23:02:27, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6719, top5_acc: 0.9350, loss_cls: 2.0397, loss: 2.0397 +2023-12-24 20:06:22,399 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 23:01:43, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6631, top5_acc: 0.9237, loss_cls: 2.0890, loss: 2.0890 +2023-12-24 20:06:46,039 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 23:01:02, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6512, top5_acc: 0.9175, loss_cls: 2.1416, loss: 2.1416 +2023-12-24 20:07:09,701 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 23:00:23, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.6619, top5_acc: 0.9306, loss_cls: 2.0714, loss: 2.0714 +2023-12-24 20:07:33,246 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 22:59:39, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6575, top5_acc: 0.9337, loss_cls: 2.0517, loss: 2.0517 +2023-12-24 20:07:56,790 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 22:58:56, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6919, top5_acc: 0.9300, loss_cls: 1.9726, loss: 1.9726 +2023-12-24 20:08:20,285 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 22:58:11, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6694, top5_acc: 0.9350, loss_cls: 2.0233, loss: 2.0233 +2023-12-24 20:08:43,879 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 22:57:31, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6631, top5_acc: 0.9344, loss_cls: 2.0559, loss: 2.0559 +2023-12-24 20:09:07,477 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 22:56:51, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6700, top5_acc: 0.9275, loss_cls: 2.0119, loss: 2.0119 +2023-12-24 20:09:31,023 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 22:56:09, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6763, top5_acc: 0.9337, loss_cls: 2.0056, loss: 2.0056 +2023-12-24 20:09:54,520 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 22:55:26, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6763, top5_acc: 0.9344, loss_cls: 2.0324, loss: 2.0324 +2023-12-24 20:10:18,019 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 22:54:44, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6725, top5_acc: 0.9213, loss_cls: 2.0774, loss: 2.0774 +2023-12-24 20:10:41,556 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 22:54:03, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6831, top5_acc: 0.9325, loss_cls: 1.9916, loss: 1.9916 +2023-12-24 20:11:05,144 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 22:53:25, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6756, top5_acc: 0.9419, loss_cls: 1.9983, loss: 1.9983 +2023-12-24 20:11:28,637 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 22:52:44, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6769, top5_acc: 0.9400, loss_cls: 1.9584, loss: 1.9584 +2023-12-24 20:11:52,215 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 22:52:06, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6731, top5_acc: 0.9344, loss_cls: 2.0289, loss: 2.0289 +2023-12-24 20:12:15,834 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 22:51:29, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6706, top5_acc: 0.9356, loss_cls: 2.0313, loss: 2.0313 +2023-12-24 20:12:39,369 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 22:50:50, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6937, top5_acc: 0.9400, loss_cls: 1.9218, loss: 1.9218 +2023-12-24 20:12:52,396 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-24 20:14:27,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:14:27,456 - pyskl - INFO - +top1_acc 0.6795 +top5_acc 0.9467 +2023-12-24 20:14:27,463 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.6795, top5_acc: 0.9467 +2023-12-24 20:15:10,450 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 22:54:03, time: 0.430, data_time: 0.194, memory: 6525, top1_acc: 0.6837, top5_acc: 0.9413, loss_cls: 1.9826, loss: 1.9826 +2023-12-24 20:15:33,981 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 22:53:22, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6919, top5_acc: 0.9463, loss_cls: 1.9176, loss: 1.9176 +2023-12-24 20:15:57,477 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 22:52:40, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6963, top5_acc: 0.9356, loss_cls: 1.9166, loss: 1.9166 +2023-12-24 20:16:20,964 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 22:51:59, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7013, top5_acc: 0.9356, loss_cls: 1.8854, loss: 1.8854 +2023-12-24 20:16:44,624 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 22:51:23, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.6663, top5_acc: 0.9381, loss_cls: 2.0157, loss: 2.0157 +2023-12-24 20:17:08,179 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 22:50:44, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6994, top5_acc: 0.9294, loss_cls: 1.9143, loss: 1.9143 +2023-12-24 20:17:31,695 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 22:50:05, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6850, top5_acc: 0.9431, loss_cls: 1.9318, loss: 1.9318 +2023-12-24 20:17:55,305 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 22:49:28, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 1.8064, loss: 1.8064 +2023-12-24 20:18:18,832 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 22:48:49, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6950, top5_acc: 0.9400, loss_cls: 1.9172, loss: 1.9172 +2023-12-24 20:18:42,371 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 22:48:11, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6969, top5_acc: 0.9294, loss_cls: 1.9082, loss: 1.9082 +2023-12-24 20:19:05,936 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 22:47:34, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6806, top5_acc: 0.9356, loss_cls: 2.0204, loss: 2.0204 +2023-12-24 20:19:29,401 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 22:46:54, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7219, top5_acc: 0.9506, loss_cls: 1.8175, loss: 1.8175 +2023-12-24 20:19:52,954 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 22:46:17, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.6931, top5_acc: 0.9475, loss_cls: 1.8936, loss: 1.8936 +2023-12-24 20:20:16,426 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 22:45:38, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6937, top5_acc: 0.9400, loss_cls: 1.8908, loss: 1.8908 +2023-12-24 20:20:39,934 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 22:45:00, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7125, top5_acc: 0.9463, loss_cls: 1.8189, loss: 1.8189 +2023-12-24 20:21:03,430 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 22:44:22, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7156, top5_acc: 0.9437, loss_cls: 1.8255, loss: 1.8255 +2023-12-24 20:21:26,934 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 22:43:45, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7050, top5_acc: 0.9419, loss_cls: 1.8825, loss: 1.8825 +2023-12-24 20:21:50,597 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 22:43:13, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7069, top5_acc: 0.9506, loss_cls: 1.8384, loss: 1.8384 +2023-12-24 20:22:14,126 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 22:42:37, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6856, top5_acc: 0.9437, loss_cls: 1.9116, loss: 1.9116 +2023-12-24 20:22:37,626 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 22:42:00, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6925, top5_acc: 0.9400, loss_cls: 1.9362, loss: 1.9362 +2023-12-24 20:23:01,109 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 22:41:23, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7050, top5_acc: 0.9419, loss_cls: 1.8612, loss: 1.8612 +2023-12-24 20:23:24,627 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 22:40:47, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7056, top5_acc: 0.9475, loss_cls: 1.8183, loss: 1.8183 +2023-12-24 20:23:48,159 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 22:40:11, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6744, top5_acc: 0.9375, loss_cls: 1.9340, loss: 1.9340 +2023-12-24 20:24:01,287 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-24 20:25:36,497 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:25:36,583 - pyskl - INFO - +top1_acc 0.7564 +top5_acc 0.9696 +2023-12-24 20:25:36,589 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_3.pth was removed +2023-12-24 20:25:36,742 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-24 20:25:36,743 - pyskl - INFO - Best top1_acc is 0.7564 at 5 epoch. +2023-12-24 20:25:36,747 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7564, top5_acc: 0.9696 +2023-12-24 20:26:20,117 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 22:42:50, time: 0.434, data_time: 0.197, memory: 6525, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 1.7866, loss: 1.7866 +2023-12-24 20:26:43,555 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 22:42:10, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9556, loss_cls: 1.7657, loss: 1.7657 +2023-12-24 20:27:07,087 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 22:41:34, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7037, top5_acc: 0.9469, loss_cls: 1.8557, loss: 1.8557 +2023-12-24 20:27:30,594 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 22:40:57, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7063, top5_acc: 0.9500, loss_cls: 1.8111, loss: 1.8111 +2023-12-24 20:27:54,061 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 22:40:19, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7281, top5_acc: 0.9519, loss_cls: 1.7887, loss: 1.7887 +2023-12-24 20:28:17,788 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 22:39:49, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9463, loss_cls: 1.8708, loss: 1.8708 +2023-12-24 20:28:41,321 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 22:39:14, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7163, top5_acc: 0.9431, loss_cls: 1.8162, loss: 1.8162 +2023-12-24 20:29:04,837 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 22:38:38, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 1.7110, loss: 1.7110 +2023-12-24 20:29:28,391 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 22:38:03, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7025, top5_acc: 0.9425, loss_cls: 1.8721, loss: 1.8721 +2023-12-24 20:29:51,931 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 22:37:28, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.6931, top5_acc: 0.9381, loss_cls: 1.8957, loss: 1.8957 +2023-12-24 20:30:15,629 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 22:36:58, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.6969, top5_acc: 0.9363, loss_cls: 1.9008, loss: 1.9008 +2023-12-24 20:30:39,240 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 22:36:25, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7119, top5_acc: 0.9475, loss_cls: 1.8414, loss: 1.8414 +2023-12-24 20:31:02,809 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 22:35:52, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 1.8062, loss: 1.8062 +2023-12-24 20:31:26,254 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 22:35:15, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7069, top5_acc: 0.9506, loss_cls: 1.8068, loss: 1.8068 +2023-12-24 20:31:49,808 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 22:34:42, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7113, top5_acc: 0.9356, loss_cls: 1.8608, loss: 1.8608 +2023-12-24 20:32:13,406 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 22:34:09, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 1.8306, loss: 1.8306 +2023-12-24 20:32:36,845 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 22:33:33, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7150, top5_acc: 0.9494, loss_cls: 1.8017, loss: 1.8017 +2023-12-24 20:33:00,368 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 22:32:59, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7250, top5_acc: 0.9544, loss_cls: 1.7647, loss: 1.7647 +2023-12-24 20:33:23,959 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 22:32:27, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7275, top5_acc: 0.9487, loss_cls: 1.7749, loss: 1.7749 +2023-12-24 20:33:47,593 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 22:31:56, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9581, loss_cls: 1.7548, loss: 1.7548 +2023-12-24 20:34:11,173 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 22:31:24, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7369, top5_acc: 0.9525, loss_cls: 1.7216, loss: 1.7216 +2023-12-24 20:34:34,688 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 22:30:50, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9500, loss_cls: 1.8144, loss: 1.8144 +2023-12-24 20:34:58,188 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 22:30:17, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9619, loss_cls: 1.6999, loss: 1.6999 +2023-12-24 20:35:11,318 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-24 20:36:46,644 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:36:46,726 - pyskl - INFO - +top1_acc 0.7484 +top5_acc 0.9679 +2023-12-24 20:36:46,730 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7484, top5_acc: 0.9679 +2023-12-24 20:37:30,231 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 22:32:25, time: 0.435, data_time: 0.200, memory: 6525, top1_acc: 0.7281, top5_acc: 0.9581, loss_cls: 1.7563, loss: 1.7563 +2023-12-24 20:37:53,710 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 22:31:50, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9413, loss_cls: 1.8132, loss: 1.8132 +2023-12-24 20:38:17,162 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 22:31:14, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 1.7750, loss: 1.7750 +2023-12-24 20:38:40,635 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 22:30:39, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9600, loss_cls: 1.7551, loss: 1.7551 +2023-12-24 20:39:04,051 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 22:30:03, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9487, loss_cls: 1.7784, loss: 1.7784 +2023-12-24 20:39:27,521 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 22:29:28, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7156, top5_acc: 0.9431, loss_cls: 1.8167, loss: 1.8167 +2023-12-24 20:39:50,989 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 22:28:53, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 1.7095, loss: 1.7095 +2023-12-24 20:40:14,485 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 22:28:19, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 1.7546, loss: 1.7546 +2023-12-24 20:40:37,944 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 22:27:45, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7150, top5_acc: 0.9469, loss_cls: 1.8112, loss: 1.8112 +2023-12-24 20:41:01,370 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 22:27:09, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.6883, loss: 1.6883 +2023-12-24 20:41:24,853 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 22:26:36, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7225, top5_acc: 0.9481, loss_cls: 1.7736, loss: 1.7736 +2023-12-24 20:41:48,260 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 22:26:00, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7238, top5_acc: 0.9544, loss_cls: 1.7749, loss: 1.7749 +2023-12-24 20:42:11,611 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 22:25:24, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 1.7410, loss: 1.7410 +2023-12-24 20:42:35,074 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 22:24:50, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7056, top5_acc: 0.9444, loss_cls: 1.8245, loss: 1.8245 +2023-12-24 20:42:58,448 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 22:24:15, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9463, loss_cls: 1.7919, loss: 1.7919 +2023-12-24 20:43:21,781 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 22:23:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9506, loss_cls: 1.7474, loss: 1.7474 +2023-12-24 20:43:45,175 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 22:23:03, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.7185, loss: 1.7185 +2023-12-24 20:44:08,491 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 22:22:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 1.7569, loss: 1.7569 +2023-12-24 20:44:31,937 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 22:21:54, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7238, top5_acc: 0.9537, loss_cls: 1.7399, loss: 1.7399 +2023-12-24 20:44:55,400 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 22:21:21, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9563, loss_cls: 1.7415, loss: 1.7415 +2023-12-24 20:45:18,815 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 22:20:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9556, loss_cls: 1.7182, loss: 1.7182 +2023-12-24 20:45:42,356 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 22:20:16, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9594, loss_cls: 1.6898, loss: 1.6898 +2023-12-24 20:46:05,993 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 22:19:47, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7156, top5_acc: 0.9513, loss_cls: 1.7809, loss: 1.7809 +2023-12-24 20:46:19,104 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-24 20:47:54,367 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:47:54,452 - pyskl - INFO - +top1_acc 0.7280 +top5_acc 0.9572 +2023-12-24 20:47:54,460 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7280, top5_acc: 0.9572 +2023-12-24 20:48:37,461 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 22:21:21, time: 0.430, data_time: 0.195, memory: 6525, top1_acc: 0.7262, top5_acc: 0.9506, loss_cls: 1.7504, loss: 1.7504 +2023-12-24 20:49:00,974 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 22:20:49, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7369, top5_acc: 0.9600, loss_cls: 1.6985, loss: 1.6985 +2023-12-24 20:49:24,424 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 22:20:15, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 1.7354, loss: 1.7354 +2023-12-24 20:49:47,908 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 22:19:43, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9506, loss_cls: 1.7723, loss: 1.7723 +2023-12-24 20:50:11,470 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 22:19:12, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7156, top5_acc: 0.9513, loss_cls: 1.7842, loss: 1.7842 +2023-12-24 20:50:35,145 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 22:18:43, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 1.7079, loss: 1.7079 +2023-12-24 20:50:58,797 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 22:18:14, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9519, loss_cls: 1.7249, loss: 1.7249 +2023-12-24 20:51:22,281 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 22:17:42, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9519, loss_cls: 1.7286, loss: 1.7286 +2023-12-24 20:51:45,837 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 22:17:11, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 1.7557, loss: 1.7557 +2023-12-24 20:52:09,372 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 22:16:40, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9500, loss_cls: 1.7278, loss: 1.7278 +2023-12-24 20:52:32,823 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 22:16:07, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7106, top5_acc: 0.9563, loss_cls: 1.7515, loss: 1.7515 +2023-12-24 20:52:56,307 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 22:15:35, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9450, loss_cls: 1.7437, loss: 1.7437 +2023-12-24 20:53:19,743 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 22:15:03, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7250, top5_acc: 0.9450, loss_cls: 1.7943, loss: 1.7943 +2023-12-24 20:53:43,401 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 22:14:34, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7319, top5_acc: 0.9537, loss_cls: 1.7388, loss: 1.7388 +2023-12-24 20:54:07,006 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 22:14:05, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7331, top5_acc: 0.9519, loss_cls: 1.7324, loss: 1.7324 +2023-12-24 20:54:30,427 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 22:13:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 1.7333, loss: 1.7333 +2023-12-24 20:54:53,841 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 22:12:59, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7331, top5_acc: 0.9556, loss_cls: 1.7030, loss: 1.7030 +2023-12-24 20:55:17,321 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 22:12:28, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.6814, loss: 1.6814 +2023-12-24 20:55:40,870 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 22:11:58, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7331, top5_acc: 0.9587, loss_cls: 1.7039, loss: 1.7039 +2023-12-24 20:56:04,446 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 22:11:28, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7381, top5_acc: 0.9556, loss_cls: 1.6915, loss: 1.6915 +2023-12-24 20:56:27,881 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 22:10:56, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7275, top5_acc: 0.9519, loss_cls: 1.7087, loss: 1.7087 +2023-12-24 20:56:51,438 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 22:10:27, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7169, top5_acc: 0.9431, loss_cls: 1.8295, loss: 1.8295 +2023-12-24 20:57:14,991 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 22:09:57, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9450, loss_cls: 1.7380, loss: 1.7380 +2023-12-24 20:57:28,080 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-24 20:59:03,063 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:59:03,155 - pyskl - INFO - +top1_acc 0.7475 +top5_acc 0.9686 +2023-12-24 20:59:03,159 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7475, top5_acc: 0.9686 +2023-12-24 20:59:46,019 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 22:11:12, time: 0.429, data_time: 0.195, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9519, loss_cls: 1.6895, loss: 1.6895 +2023-12-24 21:00:09,419 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 22:10:39, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 1.6351, loss: 1.6351 +2023-12-24 21:00:32,869 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 22:10:07, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9650, loss_cls: 1.6740, loss: 1.6740 +2023-12-24 21:00:56,333 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 22:09:36, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 1.7114, loss: 1.7114 +2023-12-24 21:01:19,801 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 22:09:04, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9594, loss_cls: 1.6971, loss: 1.6971 +2023-12-24 21:01:43,223 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 22:08:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7475, top5_acc: 0.9625, loss_cls: 1.6594, loss: 1.6594 +2023-12-24 21:02:06,692 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 22:08:01, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 1.5559, loss: 1.5559 +2023-12-24 21:02:30,167 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 22:07:30, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 1.6109, loss: 1.6109 +2023-12-24 21:02:53,678 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 22:06:59, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9537, loss_cls: 1.7048, loss: 1.7048 +2023-12-24 21:03:17,128 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 22:06:28, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 1.6343, loss: 1.6343 +2023-12-24 21:03:40,539 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 22:05:56, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 1.6295, loss: 1.6295 +2023-12-24 21:04:04,139 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 22:05:27, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7450, top5_acc: 0.9569, loss_cls: 1.6625, loss: 1.6625 +2023-12-24 21:04:27,528 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 22:04:55, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7425, top5_acc: 0.9513, loss_cls: 1.7223, loss: 1.7223 +2023-12-24 21:04:50,991 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 22:04:24, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9506, loss_cls: 1.7315, loss: 1.7315 +2023-12-24 21:05:14,329 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 22:03:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.6875, loss: 1.6875 +2023-12-24 21:05:37,849 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 22:03:22, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9525, loss_cls: 1.7166, loss: 1.7166 +2023-12-24 21:06:01,315 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 22:02:51, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7369, top5_acc: 0.9544, loss_cls: 1.7311, loss: 1.7311 +2023-12-24 21:06:24,727 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 22:02:20, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9556, loss_cls: 1.7061, loss: 1.7061 +2023-12-24 21:06:48,134 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 22:01:48, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.6844, loss: 1.6844 +2023-12-24 21:07:11,584 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 22:01:18, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7425, top5_acc: 0.9463, loss_cls: 1.7385, loss: 1.7385 +2023-12-24 21:07:35,410 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 22:00:53, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7350, top5_acc: 0.9537, loss_cls: 1.7036, loss: 1.7036 +2023-12-24 21:07:58,958 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 22:00:24, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7225, top5_acc: 0.9531, loss_cls: 1.7679, loss: 1.7679 +2023-12-24 21:08:22,514 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 21:59:55, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7300, top5_acc: 0.9537, loss_cls: 1.7143, loss: 1.7143 +2023-12-24 21:08:35,554 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-24 21:10:10,618 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:10:10,703 - pyskl - INFO - +top1_acc 0.7980 +top5_acc 0.9787 +2023-12-24 21:10:10,710 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_5.pth was removed +2023-12-24 21:10:10,889 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-24 21:10:10,890 - pyskl - INFO - Best top1_acc is 0.7980 at 9 epoch. +2023-12-24 21:10:10,895 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.7980, top5_acc: 0.9787 +2023-12-24 21:10:53,659 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 22:00:56, time: 0.428, data_time: 0.192, memory: 6525, top1_acc: 0.7638, top5_acc: 0.9625, loss_cls: 1.5939, loss: 1.5939 +2023-12-24 21:11:17,068 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 22:00:25, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 1.6447, loss: 1.6447 +2023-12-24 21:11:40,584 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 21:59:55, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9563, loss_cls: 1.6517, loss: 1.6517 +2023-12-24 21:12:04,063 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 21:59:25, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 1.6183, loss: 1.6183 +2023-12-24 21:12:27,473 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 21:58:54, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 1.6571, loss: 1.6571 +2023-12-24 21:12:50,819 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 21:58:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 1.6586, loss: 1.6586 +2023-12-24 21:13:14,165 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 21:57:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7331, top5_acc: 0.9613, loss_cls: 1.6707, loss: 1.6707 +2023-12-24 21:13:37,522 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 21:57:18, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9569, loss_cls: 1.6407, loss: 1.6407 +2023-12-24 21:14:00,942 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 21:56:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.6644, loss: 1.6644 +2023-12-24 21:14:24,506 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 21:56:18, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 1.6177, loss: 1.6177 +2023-12-24 21:14:47,895 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 21:55:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9550, loss_cls: 1.5433, loss: 1.5433 +2023-12-24 21:15:11,403 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 21:55:18, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 1.7381, loss: 1.7381 +2023-12-24 21:15:34,884 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 21:54:48, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7244, top5_acc: 0.9469, loss_cls: 1.7447, loss: 1.7447 +2023-12-24 21:15:58,343 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 21:54:18, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 1.6592, loss: 1.6592 +2023-12-24 21:16:21,704 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 21:53:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9606, loss_cls: 1.6347, loss: 1.6347 +2023-12-24 21:16:45,215 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 21:53:18, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9569, loss_cls: 1.6402, loss: 1.6402 +2023-12-24 21:17:08,760 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 21:52:49, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 1.7043, loss: 1.7043 +2023-12-24 21:17:32,274 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 21:52:20, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 1.6207, loss: 1.6207 +2023-12-24 21:17:55,692 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 21:51:50, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9525, loss_cls: 1.6827, loss: 1.6827 +2023-12-24 21:18:19,125 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 21:51:20, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9637, loss_cls: 1.6259, loss: 1.6259 +2023-12-24 21:18:42,622 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 21:50:51, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 1.6099, loss: 1.6099 +2023-12-24 21:19:06,133 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 21:50:22, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9700, loss_cls: 1.6177, loss: 1.6177 +2023-12-24 21:19:29,635 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 21:49:54, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 1.5853, loss: 1.5853 +2023-12-24 21:19:42,671 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-24 21:21:18,520 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:21:18,602 - pyskl - INFO - +top1_acc 0.8076 +top5_acc 0.9767 +2023-12-24 21:21:18,607 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_9.pth was removed +2023-12-24 21:21:18,779 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-24 21:21:18,779 - pyskl - INFO - Best top1_acc is 0.8076 at 10 epoch. +2023-12-24 21:21:18,784 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.8076, top5_acc: 0.9767 +2023-12-24 21:22:01,716 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 21:50:47, time: 0.429, data_time: 0.195, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 1.6490, loss: 1.6490 +2023-12-24 21:22:25,159 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 21:50:17, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7381, top5_acc: 0.9600, loss_cls: 1.6722, loss: 1.6722 +2023-12-24 21:22:48,491 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 21:49:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9606, loss_cls: 1.6042, loss: 1.6042 +2023-12-24 21:23:12,032 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 21:49:17, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9525, loss_cls: 1.5700, loss: 1.5700 +2023-12-24 21:23:35,491 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 21:48:47, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9731, loss_cls: 1.5800, loss: 1.5800 +2023-12-24 21:23:58,947 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 21:48:18, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 1.6548, loss: 1.6548 +2023-12-24 21:24:22,327 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 21:47:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 1.5309, loss: 1.5309 +2023-12-24 21:24:45,746 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 21:47:17, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9613, loss_cls: 1.5844, loss: 1.5844 +2023-12-24 21:25:09,254 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 21:46:48, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 1.6167, loss: 1.6167 +2023-12-24 21:25:32,614 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 21:46:18, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 1.6072, loss: 1.6072 +2023-12-24 21:25:56,035 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 21:45:48, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 1.6744, loss: 1.6744 +2023-12-24 21:26:19,611 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 21:45:20, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 1.6378, loss: 1.6378 +2023-12-24 21:26:43,082 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 21:44:51, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 1.5666, loss: 1.5666 +2023-12-24 21:27:06,530 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 21:44:22, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 1.5549, loss: 1.5549 +2023-12-24 21:27:30,011 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 21:43:53, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 1.6130, loss: 1.6130 +2023-12-24 21:27:53,414 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 21:43:23, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7456, top5_acc: 0.9444, loss_cls: 1.6699, loss: 1.6699 +2023-12-24 21:28:16,969 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 21:42:55, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 1.6916, loss: 1.6916 +2023-12-24 21:28:40,419 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 21:42:26, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 1.5123, loss: 1.5123 +2023-12-24 21:29:03,868 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 21:41:57, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 1.5823, loss: 1.5823 +2023-12-24 21:29:27,416 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 21:41:30, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7419, top5_acc: 0.9619, loss_cls: 1.6581, loss: 1.6581 +2023-12-24 21:29:50,934 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 21:41:01, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 1.6175, loss: 1.6175 +2023-12-24 21:30:14,424 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 21:40:33, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 1.5880, loss: 1.5880 +2023-12-24 21:30:37,856 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 21:40:04, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9656, loss_cls: 1.5750, loss: 1.5750 +2023-12-24 21:30:50,939 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-24 21:32:26,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:32:26,326 - pyskl - INFO - +top1_acc 0.7633 +top5_acc 0.9733 +2023-12-24 21:32:26,332 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7633, top5_acc: 0.9733 +2023-12-24 21:33:09,404 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 21:40:50, time: 0.431, data_time: 0.197, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9600, loss_cls: 1.5872, loss: 1.5872 +2023-12-24 21:33:32,814 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 21:40:21, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 1.5488, loss: 1.5488 +2023-12-24 21:33:56,094 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 21:39:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9644, loss_cls: 1.5627, loss: 1.5627 +2023-12-24 21:34:19,492 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 21:39:20, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9656, loss_cls: 1.5396, loss: 1.5396 +2023-12-24 21:34:43,013 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 21:38:52, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 1.5852, loss: 1.5852 +2023-12-24 21:35:06,414 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 21:38:22, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 1.5364, loss: 1.5364 +2023-12-24 21:35:29,944 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 21:37:54, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 1.5134, loss: 1.5134 +2023-12-24 21:35:53,437 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 21:37:26, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 1.5797, loss: 1.5797 +2023-12-24 21:36:16,849 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 21:36:56, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 1.5800, loss: 1.5800 +2023-12-24 21:36:40,253 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 21:36:27, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 1.6178, loss: 1.6178 +2023-12-24 21:37:03,724 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 21:35:58, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9625, loss_cls: 1.6272, loss: 1.6272 +2023-12-24 21:37:27,188 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 21:35:30, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 1.6486, loss: 1.6486 +2023-12-24 21:37:50,644 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 21:35:01, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 1.5796, loss: 1.5796 +2023-12-24 21:38:14,062 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 21:34:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 1.6066, loss: 1.6066 +2023-12-24 21:38:37,456 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 21:34:03, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 1.6146, loss: 1.6146 +2023-12-24 21:39:00,934 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 21:33:35, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 1.5600, loss: 1.5600 +2023-12-24 21:39:24,310 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 21:33:05, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 1.5272, loss: 1.5272 +2023-12-24 21:39:47,713 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 21:32:36, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9669, loss_cls: 1.5352, loss: 1.5352 +2023-12-24 21:40:11,193 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 21:32:08, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9619, loss_cls: 1.5972, loss: 1.5972 +2023-12-24 21:40:34,646 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 21:31:40, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 1.5862, loss: 1.5862 +2023-12-24 21:40:58,232 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 21:31:13, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.5660, loss: 1.5660 +2023-12-24 21:41:21,682 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 21:30:45, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9563, loss_cls: 1.6403, loss: 1.6403 +2023-12-24 21:41:45,075 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 21:30:16, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7450, top5_acc: 0.9587, loss_cls: 1.6392, loss: 1.6392 +2023-12-24 21:41:58,160 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-24 21:43:33,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:43:33,532 - pyskl - INFO - +top1_acc 0.7991 +top5_acc 0.9742 +2023-12-24 21:43:33,537 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.7991, top5_acc: 0.9742 +2023-12-24 21:44:17,055 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 21:31:00, time: 0.435, data_time: 0.198, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 1.5319, loss: 1.5319 +2023-12-24 21:44:40,542 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 21:30:32, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.5438, loss: 1.5438 +2023-12-24 21:45:04,066 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 21:30:04, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 1.5469, loss: 1.5469 +2023-12-24 21:45:27,543 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 21:29:36, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9606, loss_cls: 1.6357, loss: 1.6357 +2023-12-24 21:45:50,990 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 21:29:07, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.5922, loss: 1.5922 +2023-12-24 21:46:14,400 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 21:28:38, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9675, loss_cls: 1.5394, loss: 1.5394 +2023-12-24 21:46:37,912 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 21:28:11, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 1.5523, loss: 1.5523 +2023-12-24 21:47:01,361 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 21:27:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9637, loss_cls: 1.5455, loss: 1.5455 +2023-12-24 21:47:24,853 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 21:27:14, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 1.5425, loss: 1.5425 +2023-12-24 21:47:48,351 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 21:26:47, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.5443, loss: 1.5443 +2023-12-24 21:48:11,795 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 21:26:18, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.5535, loss: 1.5535 +2023-12-24 21:48:35,214 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 21:25:50, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 1.4795, loss: 1.4795 +2023-12-24 21:48:58,746 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 21:25:22, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.6218, loss: 1.6218 +2023-12-24 21:49:22,227 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 21:24:55, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 1.5784, loss: 1.5784 +2023-12-24 21:49:45,666 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 21:24:26, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9606, loss_cls: 1.6261, loss: 1.6261 +2023-12-24 21:50:09,183 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 21:23:59, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9650, loss_cls: 1.5604, loss: 1.5604 +2023-12-24 21:50:32,610 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 21:23:31, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9650, loss_cls: 1.5711, loss: 1.5711 +2023-12-24 21:50:56,117 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 21:23:03, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.5785, loss: 1.5785 +2023-12-24 21:51:19,522 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 21:22:35, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 1.5231, loss: 1.5231 +2023-12-24 21:51:42,926 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 21:22:06, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 1.6442, loss: 1.6442 +2023-12-24 21:52:06,426 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 21:21:39, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 1.4987, loss: 1.4987 +2023-12-24 21:52:29,927 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 21:21:11, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 1.5781, loss: 1.5781 +2023-12-24 21:52:53,379 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 21:20:43, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9594, loss_cls: 1.6348, loss: 1.6348 +2023-12-24 21:53:06,361 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-24 21:54:42,039 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:54:42,123 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9754 +2023-12-24 21:54:42,128 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_10.pth was removed +2023-12-24 21:54:42,279 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2023-12-24 21:54:42,280 - pyskl - INFO - Best top1_acc is 0.8157 at 13 epoch. +2023-12-24 21:54:42,289 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8157, top5_acc: 0.9754 +2023-12-24 21:55:26,079 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 21:21:24, time: 0.438, data_time: 0.203, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 1.5469, loss: 1.5469 +2023-12-24 21:55:49,571 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 21:20:56, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.5488, loss: 1.5488 +2023-12-24 21:56:13,155 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 21:20:29, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 1.5128, loss: 1.5128 +2023-12-24 21:56:36,698 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 21:20:02, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9719, loss_cls: 1.4873, loss: 1.4873 +2023-12-24 21:57:00,204 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 21:19:35, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7638, top5_acc: 0.9625, loss_cls: 1.6031, loss: 1.6031 +2023-12-24 21:57:23,740 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 21:19:08, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 1.4768, loss: 1.4768 +2023-12-24 21:57:47,192 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 21:18:40, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9663, loss_cls: 1.5620, loss: 1.5620 +2023-12-24 21:58:10,648 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 21:18:12, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9606, loss_cls: 1.6087, loss: 1.6087 +2023-12-24 21:58:34,210 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 21:17:45, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 1.5729, loss: 1.5729 +2023-12-24 21:58:57,683 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 21:17:17, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 1.5441, loss: 1.5441 +2023-12-24 21:59:21,205 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 21:16:50, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9675, loss_cls: 1.5329, loss: 1.5329 +2023-12-24 21:59:44,704 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 21:16:23, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9700, loss_cls: 1.5153, loss: 1.5153 +2023-12-24 22:00:08,207 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 21:15:55, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 1.4749, loss: 1.4749 +2023-12-24 22:00:31,681 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 21:15:28, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9669, loss_cls: 1.6291, loss: 1.6291 +2023-12-24 22:00:55,145 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 21:15:00, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.5887, loss: 1.5887 +2023-12-24 22:01:18,583 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 21:14:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 1.5130, loss: 1.5130 +2023-12-24 22:01:42,060 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 21:14:05, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 1.4505, loss: 1.4505 +2023-12-24 22:02:05,513 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 21:13:37, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9500, loss_cls: 1.5733, loss: 1.5733 +2023-12-24 22:02:28,969 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 21:13:10, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 1.5189, loss: 1.5189 +2023-12-24 22:02:52,447 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 21:12:42, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 1.4960, loss: 1.4960 +2023-12-24 22:03:15,928 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 21:12:15, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9469, loss_cls: 1.6512, loss: 1.6512 +2023-12-24 22:03:39,483 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 21:11:48, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 1.5401, loss: 1.5401 +2023-12-24 22:04:02,963 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 21:11:21, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9619, loss_cls: 1.6891, loss: 1.6891 +2023-12-24 22:04:16,115 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-24 22:05:51,876 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:05:51,958 - pyskl - INFO - +top1_acc 0.8125 +top5_acc 0.9787 +2023-12-24 22:05:51,965 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8125, top5_acc: 0.9787 +2023-12-24 22:06:35,353 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 21:11:52, time: 0.434, data_time: 0.199, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9700, loss_cls: 1.5353, loss: 1.5353 +2023-12-24 22:06:58,821 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 21:11:24, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 1.4513, loss: 1.4513 +2023-12-24 22:07:22,455 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 21:10:58, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 1.4596, loss: 1.4596 +2023-12-24 22:07:45,989 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 21:10:31, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 1.5305, loss: 1.5305 +2023-12-24 22:08:09,507 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 21:10:04, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 1.5065, loss: 1.5065 +2023-12-24 22:08:33,052 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 21:09:37, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 1.5335, loss: 1.5335 +2023-12-24 22:08:56,684 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 21:09:11, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 1.5061, loss: 1.5061 +2023-12-24 22:09:20,228 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 21:08:45, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 1.5509, loss: 1.5509 +2023-12-24 22:09:43,689 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 21:08:17, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 1.5598, loss: 1.5598 +2023-12-24 22:10:07,238 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 21:07:50, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 1.4853, loss: 1.4853 +2023-12-24 22:10:30,755 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 21:07:23, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 1.5071, loss: 1.5071 +2023-12-24 22:10:54,232 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 21:06:56, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.5675, loss: 1.5675 +2023-12-24 22:11:17,780 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 21:06:30, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 1.5697, loss: 1.5697 +2023-12-24 22:11:41,372 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 21:06:03, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 1.5315, loss: 1.5315 +2023-12-24 22:12:04,787 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 21:05:36, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9688, loss_cls: 1.5074, loss: 1.5074 +2023-12-24 22:12:28,324 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 21:05:09, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 1.5306, loss: 1.5306 +2023-12-24 22:12:51,879 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 21:04:42, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 1.4758, loss: 1.4758 +2023-12-24 22:13:15,442 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 21:04:16, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 1.5029, loss: 1.5029 +2023-12-24 22:13:39,128 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 21:03:51, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9656, loss_cls: 1.5562, loss: 1.5562 +2023-12-24 22:14:02,711 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 21:03:25, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 1.5954, loss: 1.5954 +2023-12-24 22:14:26,257 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 21:02:58, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.4260, loss: 1.4260 +2023-12-24 22:14:49,778 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 21:02:32, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 1.5061, loss: 1.5061 +2023-12-24 22:15:13,253 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 21:02:04, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 1.5163, loss: 1.5163 +2023-12-24 22:15:26,336 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-24 22:17:01,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:17:01,693 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9805 +2023-12-24 22:17:01,698 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_13.pth was removed +2023-12-24 22:17:01,855 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2023-12-24 22:17:01,856 - pyskl - INFO - Best top1_acc is 0.8217 at 15 epoch. +2023-12-24 22:17:01,861 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.8217, top5_acc: 0.9805 +2023-12-24 22:17:45,536 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 21:02:33, time: 0.437, data_time: 0.202, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 1.5021, loss: 1.5021 +2023-12-24 22:18:09,001 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 21:02:05, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 1.4277, loss: 1.4277 +2023-12-24 22:18:32,596 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 21:01:39, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 1.4995, loss: 1.4995 +2023-12-24 22:18:56,184 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 21:01:13, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.4377, loss: 1.4377 +2023-12-24 22:19:19,809 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 21:00:47, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 1.4550, loss: 1.4550 +2023-12-24 22:19:43,397 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 21:00:21, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 1.5032, loss: 1.5032 +2023-12-24 22:20:06,862 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 20:59:53, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9575, loss_cls: 1.6019, loss: 1.6019 +2023-12-24 22:20:30,428 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 20:59:27, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 1.5383, loss: 1.5383 +2023-12-24 22:20:53,833 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 20:58:59, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 1.4719, loss: 1.4719 +2023-12-24 22:21:17,403 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 20:58:33, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 1.4735, loss: 1.4735 +2023-12-24 22:21:40,964 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 20:58:07, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 1.5616, loss: 1.5616 +2023-12-24 22:22:04,533 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 20:57:41, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 1.4235, loss: 1.4235 +2023-12-24 22:22:28,072 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 20:57:14, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.5115, loss: 1.5115 +2023-12-24 22:22:51,570 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 20:56:47, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 1.4909, loss: 1.4909 +2023-12-24 22:23:15,197 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 20:56:21, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 1.4988, loss: 1.4988 +2023-12-24 22:23:38,831 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 20:55:56, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 1.5201, loss: 1.5201 +2023-12-24 22:24:02,367 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 20:55:29, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.4929, loss: 1.4929 +2023-12-24 22:24:25,863 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 20:55:03, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 1.5531, loss: 1.5531 +2023-12-24 22:24:49,390 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 20:54:36, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9663, loss_cls: 1.5496, loss: 1.5496 +2023-12-24 22:25:12,958 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 20:54:10, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 1.5809, loss: 1.5809 +2023-12-24 22:25:36,410 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 20:53:43, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 1.5088, loss: 1.5088 +2023-12-24 22:26:00,024 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 20:53:17, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 1.5030, loss: 1.5030 +2023-12-24 22:26:23,460 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 20:52:50, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 1.5033, loss: 1.5033 +2023-12-24 22:26:36,400 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-24 22:28:12,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:28:12,234 - pyskl - INFO - +top1_acc 0.8244 +top5_acc 0.9811 +2023-12-24 22:28:12,239 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_15.pth was removed +2023-12-24 22:28:12,400 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-24 22:28:12,400 - pyskl - INFO - Best top1_acc is 0.8244 at 16 epoch. +2023-12-24 22:28:12,406 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8244, top5_acc: 0.9811 +2023-12-24 22:28:55,923 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 20:53:12, time: 0.435, data_time: 0.199, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9719, loss_cls: 1.4822, loss: 1.4822 +2023-12-24 22:29:19,525 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 20:52:46, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.4754, loss: 1.4754 +2023-12-24 22:29:43,074 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 20:52:20, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9663, loss_cls: 1.5229, loss: 1.5229 +2023-12-24 22:30:06,686 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 20:51:54, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 1.4989, loss: 1.4989 +2023-12-24 22:30:30,407 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 20:51:29, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 1.4314, loss: 1.4314 +2023-12-24 22:30:54,014 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 20:51:03, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9781, loss_cls: 1.4202, loss: 1.4202 +2023-12-24 22:31:17,729 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 20:50:38, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.5074, loss: 1.5074 +2023-12-24 22:31:41,389 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 20:50:13, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 1.4516, loss: 1.4516 +2023-12-24 22:32:04,884 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 20:49:46, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 1.4528, loss: 1.4528 +2023-12-24 22:32:28,553 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 20:49:21, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 1.5644, loss: 1.5644 +2023-12-24 22:32:52,082 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 20:48:54, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 1.4390, loss: 1.4390 +2023-12-24 22:33:15,615 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 20:48:28, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9606, loss_cls: 1.5250, loss: 1.5250 +2023-12-24 22:33:39,101 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 20:48:01, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.4412, loss: 1.4412 +2023-12-24 22:34:02,632 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 20:47:35, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 1.4869, loss: 1.4869 +2023-12-24 22:34:26,313 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 20:47:09, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 1.4524, loss: 1.4524 +2023-12-24 22:34:49,845 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 20:46:43, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 1.4808, loss: 1.4808 +2023-12-24 22:35:13,397 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 20:46:17, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 1.5576, loss: 1.5576 +2023-12-24 22:35:36,892 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 20:45:50, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 1.4968, loss: 1.4968 +2023-12-24 22:36:00,431 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 20:45:24, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9712, loss_cls: 1.4973, loss: 1.4973 +2023-12-24 22:36:23,950 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 20:44:58, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9669, loss_cls: 1.6054, loss: 1.6054 +2023-12-24 22:36:47,469 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 20:44:31, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9700, loss_cls: 1.5042, loss: 1.5042 +2023-12-24 22:37:10,950 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 20:44:04, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 1.5678, loss: 1.5678 +2023-12-24 22:37:34,727 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 20:43:40, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 1.4595, loss: 1.4595 +2023-12-24 22:37:47,775 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-24 22:39:23,119 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:39:23,200 - pyskl - INFO - +top1_acc 0.7840 +top5_acc 0.9684 +2023-12-24 22:39:23,204 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.7840, top5_acc: 0.9684 +2023-12-24 22:40:06,730 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 20:43:59, time: 0.435, data_time: 0.200, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 1.4480, loss: 1.4480 +2023-12-24 22:40:30,340 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 20:43:33, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 1.4508, loss: 1.4508 +2023-12-24 22:40:53,830 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 20:43:06, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 1.4299, loss: 1.4299 +2023-12-24 22:41:17,353 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 20:42:40, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 1.5223, loss: 1.5223 +2023-12-24 22:41:40,915 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 20:42:14, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.4567, loss: 1.4567 +2023-12-24 22:42:04,463 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 20:41:47, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.4214, loss: 1.4214 +2023-12-24 22:42:28,029 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 20:41:21, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9756, loss_cls: 1.4706, loss: 1.4706 +2023-12-24 22:42:51,580 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 20:40:55, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9556, loss_cls: 1.5954, loss: 1.5954 +2023-12-24 22:43:15,231 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 20:40:30, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.4489, loss: 1.4489 +2023-12-24 22:43:38,754 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 20:40:03, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 1.5292, loss: 1.5292 +2023-12-24 22:44:02,298 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 20:39:37, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.4710, loss: 1.4710 +2023-12-24 22:44:25,736 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 20:39:10, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 1.4268, loss: 1.4268 +2023-12-24 22:44:49,267 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 20:38:44, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 1.4481, loss: 1.4481 +2023-12-24 22:45:12,695 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 20:38:17, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 1.5171, loss: 1.5171 +2023-12-24 22:45:36,264 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 20:37:51, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.4379, loss: 1.4379 +2023-12-24 22:45:59,761 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 20:37:24, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.4361, loss: 1.4361 +2023-12-24 22:46:23,322 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 20:36:58, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 1.4107, loss: 1.4107 +2023-12-24 22:46:46,756 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 20:36:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 1.5373, loss: 1.5373 +2023-12-24 22:47:10,284 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 20:36:05, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9681, loss_cls: 1.4983, loss: 1.4983 +2023-12-24 22:47:33,725 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 20:35:39, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 1.4419, loss: 1.4419 +2023-12-24 22:47:57,294 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 20:35:13, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 1.5752, loss: 1.5752 +2023-12-24 22:48:20,789 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 20:34:46, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 1.5027, loss: 1.5027 +2023-12-24 22:48:44,230 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 20:34:19, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 1.4670, loss: 1.4670 +2023-12-24 22:48:57,329 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-24 22:50:32,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:50:32,392 - pyskl - INFO - +top1_acc 0.8005 +top5_acc 0.9780 +2023-12-24 22:50:32,396 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8005, top5_acc: 0.9780 +2023-12-24 22:51:15,519 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 20:34:32, time: 0.431, data_time: 0.196, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 1.4582, loss: 1.4582 +2023-12-24 22:51:39,153 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 20:34:06, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 1.4617, loss: 1.4617 +2023-12-24 22:52:02,611 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 20:33:39, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 1.4704, loss: 1.4704 +2023-12-24 22:52:26,187 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 20:33:13, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 1.4542, loss: 1.4542 +2023-12-24 22:52:49,694 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 20:32:47, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9731, loss_cls: 1.5015, loss: 1.5015 +2023-12-24 22:53:13,249 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 20:32:21, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 1.3986, loss: 1.3986 +2023-12-24 22:53:36,801 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 20:31:55, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9769, loss_cls: 1.3745, loss: 1.3745 +2023-12-24 22:54:00,290 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 20:31:29, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.4640, loss: 1.4640 +2023-12-24 22:54:23,823 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 20:31:02, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9712, loss_cls: 1.4581, loss: 1.4581 +2023-12-24 22:54:47,354 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 20:30:36, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.4129, loss: 1.4129 +2023-12-24 22:55:10,825 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 20:30:10, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 1.4260, loss: 1.4260 +2023-12-24 22:55:34,319 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 20:29:43, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.4756, loss: 1.4756 +2023-12-24 22:55:57,802 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 20:29:17, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.3909, loss: 1.3909 +2023-12-24 22:56:21,457 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 20:28:52, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 1.4684, loss: 1.4684 +2023-12-24 22:56:44,950 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 20:28:25, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 1.4471, loss: 1.4471 +2023-12-24 22:57:08,555 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 20:28:00, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9719, loss_cls: 1.5168, loss: 1.5168 +2023-12-24 22:57:32,146 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 20:27:34, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.5229, loss: 1.5229 +2023-12-24 22:57:55,769 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 20:27:09, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 1.4142, loss: 1.4142 +2023-12-24 22:58:19,233 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 20:26:42, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 1.5155, loss: 1.5155 +2023-12-24 22:58:42,665 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 20:26:16, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 1.4902, loss: 1.4902 +2023-12-24 22:59:06,195 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 20:25:50, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 1.4832, loss: 1.4832 +2023-12-24 22:59:29,661 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 20:25:23, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.4669, loss: 1.4669 +2023-12-24 22:59:53,216 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 20:24:57, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 1.5145, loss: 1.5145 +2023-12-24 23:00:06,299 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-24 23:01:41,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:01:41,875 - pyskl - INFO - +top1_acc 0.8061 +top5_acc 0.9767 +2023-12-24 23:01:41,880 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8061, top5_acc: 0.9767 +2023-12-24 23:02:25,163 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 20:25:08, time: 0.433, data_time: 0.197, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9744, loss_cls: 1.4627, loss: 1.4627 +2023-12-24 23:02:48,643 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 20:24:41, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 1.5111, loss: 1.5111 +2023-12-24 23:03:12,260 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 20:24:16, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.4001, loss: 1.4001 +2023-12-24 23:03:35,845 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 20:23:50, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7650, top5_acc: 0.9669, loss_cls: 1.5463, loss: 1.5463 +2023-12-24 23:03:59,277 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 20:23:23, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 1.4332, loss: 1.4332 +2023-12-24 23:04:22,767 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 20:22:57, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.4765, loss: 1.4765 +2023-12-24 23:04:46,386 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 20:22:32, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 1.3571, loss: 1.3571 +2023-12-24 23:05:09,911 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 20:22:06, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.4059, loss: 1.4059 +2023-12-24 23:05:33,407 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 20:21:39, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 1.4792, loss: 1.4792 +2023-12-24 23:05:57,012 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 20:21:14, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.5005, loss: 1.5005 +2023-12-24 23:06:20,495 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 20:20:47, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 1.4360, loss: 1.4360 +2023-12-24 23:06:43,985 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 20:20:21, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 1.5053, loss: 1.5053 +2023-12-24 23:07:07,450 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 20:19:55, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 1.4359, loss: 1.4359 +2023-12-24 23:07:30,988 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 20:19:29, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 1.4370, loss: 1.4370 +2023-12-24 23:07:54,549 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 20:19:03, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9669, loss_cls: 1.5174, loss: 1.5174 +2023-12-24 23:08:17,978 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 20:18:37, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 1.4603, loss: 1.4603 +2023-12-24 23:08:41,492 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 20:18:11, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 1.4716, loss: 1.4716 +2023-12-24 23:09:05,095 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 20:17:45, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 1.5198, loss: 1.5198 +2023-12-24 23:09:28,807 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 20:17:20, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.4038, loss: 1.4038 +2023-12-24 23:09:52,328 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 20:16:54, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 1.3688, loss: 1.3688 +2023-12-24 23:10:15,884 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 20:16:29, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9750, loss_cls: 1.4251, loss: 1.4251 +2023-12-24 23:10:39,505 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 20:16:03, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 1.4692, loss: 1.4692 +2023-12-24 23:11:03,018 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 20:15:37, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 1.5117, loss: 1.5117 +2023-12-24 23:11:16,151 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-24 23:12:51,818 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:12:51,928 - pyskl - INFO - +top1_acc 0.8130 +top5_acc 0.9792 +2023-12-24 23:12:51,934 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8130, top5_acc: 0.9792 +2023-12-24 23:13:35,883 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 20:15:49, time: 0.439, data_time: 0.202, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9775, loss_cls: 1.4180, loss: 1.4180 +2023-12-24 23:13:59,675 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 20:15:25, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 1.4226, loss: 1.4226 +2023-12-24 23:14:23,500 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 20:15:01, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9744, loss_cls: 1.4471, loss: 1.4471 +2023-12-24 23:14:47,309 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 20:14:37, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 1.3659, loss: 1.3659 +2023-12-24 23:15:11,212 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 20:14:13, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.4493, loss: 1.4493 +2023-12-24 23:15:35,053 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 20:13:49, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 1.3899, loss: 1.3899 +2023-12-24 23:15:58,730 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 20:13:24, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9663, loss_cls: 1.3906, loss: 1.3906 +2023-12-24 23:16:22,579 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 20:13:00, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 1.4069, loss: 1.4069 +2023-12-24 23:16:46,338 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 20:12:36, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.4509, loss: 1.4509 +2023-12-24 23:17:10,125 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 20:12:12, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9712, loss_cls: 1.4962, loss: 1.4962 +2023-12-24 23:17:33,926 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 20:11:48, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 1.4666, loss: 1.4666 +2023-12-24 23:17:57,663 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 20:11:23, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 1.4329, loss: 1.4329 +2023-12-24 23:18:21,405 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 20:10:58, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 1.4377, loss: 1.4377 +2023-12-24 23:18:45,139 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 20:10:34, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9700, loss_cls: 1.4764, loss: 1.4764 +2023-12-24 23:19:08,833 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 20:10:09, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9731, loss_cls: 1.4574, loss: 1.4574 +2023-12-24 23:19:32,459 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 20:09:44, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 1.4827, loss: 1.4827 +2023-12-24 23:19:56,150 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 20:09:19, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.5010, loss: 1.5010 +2023-12-24 23:20:19,914 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 20:08:54, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 1.3842, loss: 1.3842 +2023-12-24 23:20:43,670 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 20:08:30, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.4601, loss: 1.4601 +2023-12-24 23:21:07,384 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 20:08:05, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 1.4736, loss: 1.4736 +2023-12-24 23:21:31,053 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 20:07:40, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 1.4849, loss: 1.4849 +2023-12-24 23:21:54,853 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 20:07:16, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 1.5097, loss: 1.5097 +2023-12-24 23:22:18,590 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 20:06:51, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 1.5297, loss: 1.5297 +2023-12-24 23:22:31,770 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-24 23:24:07,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:24:07,203 - pyskl - INFO - +top1_acc 0.8142 +top5_acc 0.9790 +2023-12-24 23:24:07,207 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8142, top5_acc: 0.9790 +2023-12-24 23:24:49,637 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 20:06:51, time: 0.424, data_time: 0.187, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9794, loss_cls: 1.3609, loss: 1.3609 +2023-12-24 23:25:13,279 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 20:06:26, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.4796, loss: 1.4796 +2023-12-24 23:25:36,858 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 20:06:00, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 1.4483, loss: 1.4483 +2023-12-24 23:26:00,517 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 20:05:35, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 1.3324, loss: 1.3324 +2023-12-24 23:26:24,152 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 20:05:10, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.3969, loss: 1.3969 +2023-12-24 23:26:47,813 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 20:04:45, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 1.4226, loss: 1.4226 +2023-12-24 23:27:11,453 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 20:04:20, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9675, loss_cls: 1.4364, loss: 1.4364 +2023-12-24 23:27:35,138 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 20:03:55, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 1.4461, loss: 1.4461 +2023-12-24 23:27:58,724 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 20:03:29, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9762, loss_cls: 1.3937, loss: 1.3937 +2023-12-24 23:28:22,326 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 20:03:04, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9712, loss_cls: 1.4482, loss: 1.4482 +2023-12-24 23:28:45,872 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 20:02:38, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 1.4729, loss: 1.4729 +2023-12-24 23:29:09,505 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 20:02:13, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 1.4225, loss: 1.4225 +2023-12-24 23:29:33,100 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 20:01:47, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 1.4581, loss: 1.4581 +2023-12-24 23:29:56,817 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 20:01:23, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 1.4562, loss: 1.4562 +2023-12-24 23:30:20,367 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 20:00:57, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 1.5130, loss: 1.5130 +2023-12-24 23:30:43,973 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 20:00:32, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9762, loss_cls: 1.4224, loss: 1.4224 +2023-12-24 23:31:07,529 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 20:00:06, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9712, loss_cls: 1.4849, loss: 1.4849 +2023-12-24 23:31:31,150 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 19:59:41, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9731, loss_cls: 1.4499, loss: 1.4499 +2023-12-24 23:31:54,836 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 19:59:16, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 1.3900, loss: 1.3900 +2023-12-24 23:32:18,407 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 19:58:51, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 1.4425, loss: 1.4425 +2023-12-24 23:32:42,014 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 19:58:25, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9625, loss_cls: 1.4974, loss: 1.4974 +2023-12-24 23:33:05,624 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 19:58:00, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 1.4066, loss: 1.4066 +2023-12-24 23:33:29,121 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 19:57:34, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 1.5163, loss: 1.5163 +2023-12-24 23:33:42,012 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-24 23:35:15,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:35:16,008 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9799 +2023-12-24 23:35:16,014 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_16.pth was removed +2023-12-24 23:35:16,181 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2023-12-24 23:35:16,181 - pyskl - INFO - Best top1_acc is 0.8253 at 22 epoch. +2023-12-24 23:35:16,186 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8253, top5_acc: 0.9799 +2023-12-24 23:35:59,016 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 19:57:34, time: 0.428, data_time: 0.191, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 1.4110, loss: 1.4110 +2023-12-24 23:36:22,708 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 19:57:09, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 1.4112, loss: 1.4112 +2023-12-24 23:36:46,269 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 19:56:44, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 1.4453, loss: 1.4453 +2023-12-24 23:37:09,910 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 19:56:19, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 1.3907, loss: 1.3907 +2023-12-24 23:37:33,496 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 19:55:53, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 1.4129, loss: 1.4129 +2023-12-24 23:37:57,151 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 19:55:28, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 1.4325, loss: 1.4325 +2023-12-24 23:38:20,743 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 19:55:03, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 1.4008, loss: 1.4008 +2023-12-24 23:38:44,390 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 19:54:38, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 1.4808, loss: 1.4808 +2023-12-24 23:39:08,083 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 19:54:13, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 1.4623, loss: 1.4623 +2023-12-24 23:39:31,700 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 19:53:47, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 1.3986, loss: 1.3986 +2023-12-24 23:39:55,428 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 19:53:23, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.4020, loss: 1.4020 +2023-12-24 23:40:19,027 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 19:52:57, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 1.4665, loss: 1.4665 +2023-12-24 23:40:42,547 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 19:52:32, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 1.4028, loss: 1.4028 +2023-12-24 23:41:06,009 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 19:52:06, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9725, loss_cls: 1.4828, loss: 1.4828 +2023-12-24 23:41:29,578 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 19:51:40, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 1.4501, loss: 1.4501 +2023-12-24 23:41:53,194 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 19:51:15, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 1.3948, loss: 1.3948 +2023-12-24 23:42:16,887 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 19:50:50, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 1.3929, loss: 1.3929 +2023-12-24 23:42:40,356 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 19:50:24, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 1.4580, loss: 1.4580 +2023-12-24 23:43:03,977 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 19:49:59, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9794, loss_cls: 1.4181, loss: 1.4181 +2023-12-24 23:43:27,586 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 19:49:34, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 1.4990, loss: 1.4990 +2023-12-24 23:43:51,222 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 19:49:09, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 1.4548, loss: 1.4548 +2023-12-24 23:44:14,876 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 19:48:44, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 1.4776, loss: 1.4776 +2023-12-24 23:44:38,472 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 19:48:18, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 1.3964, loss: 1.3964 +2023-12-24 23:44:51,566 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-24 23:46:26,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:46:26,219 - pyskl - INFO - +top1_acc 0.8473 +top5_acc 0.9839 +2023-12-24 23:46:26,224 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_22.pth was removed +2023-12-24 23:46:26,391 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2023-12-24 23:46:26,392 - pyskl - INFO - Best top1_acc is 0.8473 at 23 epoch. +2023-12-24 23:46:26,397 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8473, top5_acc: 0.9839 +2023-12-24 23:47:08,508 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 19:48:13, time: 0.421, data_time: 0.184, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 1.3452, loss: 1.3452 +2023-12-24 23:47:32,320 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 19:47:48, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 1.4416, loss: 1.4416 +2023-12-24 23:47:56,097 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 19:47:24, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9700, loss_cls: 1.4629, loss: 1.4629 +2023-12-24 23:48:19,802 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 19:46:59, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 1.4616, loss: 1.4616 +2023-12-24 23:48:43,569 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 19:46:35, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 1.3760, loss: 1.3760 +2023-12-24 23:49:07,251 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 19:46:10, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 1.4788, loss: 1.4788 +2023-12-24 23:49:31,087 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 19:45:46, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 1.4102, loss: 1.4102 +2023-12-24 23:49:54,860 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 19:45:22, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 1.3301, loss: 1.3301 +2023-12-24 23:50:18,607 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 19:44:57, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.4557, loss: 1.4557 +2023-12-24 23:50:42,375 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 19:44:33, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 1.5014, loss: 1.5014 +2023-12-24 23:51:06,176 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 19:44:09, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9750, loss_cls: 1.3908, loss: 1.3908 +2023-12-24 23:51:29,846 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 19:43:44, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 1.4803, loss: 1.4803 +2023-12-24 23:51:53,524 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 19:43:19, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 1.4646, loss: 1.4646 +2023-12-24 23:52:17,173 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 19:42:54, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 1.3210, loss: 1.3210 +2023-12-24 23:52:40,798 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 19:42:29, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 1.4426, loss: 1.4426 +2023-12-24 23:53:04,424 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 19:42:04, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 1.4552, loss: 1.4552 +2023-12-24 23:53:28,082 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 19:41:39, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 1.4657, loss: 1.4657 +2023-12-24 23:53:51,734 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 19:41:14, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.3787, loss: 1.3787 +2023-12-24 23:54:15,427 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 19:40:49, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 1.4526, loss: 1.4526 +2023-12-24 23:54:39,176 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 19:40:24, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 1.4789, loss: 1.4789 +2023-12-24 23:55:02,795 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 19:39:59, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 1.5399, loss: 1.5399 +2023-12-24 23:55:26,611 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 19:39:35, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 1.4497, loss: 1.4497 +2023-12-24 23:55:50,246 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 19:39:10, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 1.4321, loss: 1.4321 +2023-12-24 23:56:03,281 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-24 23:57:37,592 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:57:37,675 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9809 +2023-12-24 23:57:37,679 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8310, top5_acc: 0.9809 +2023-12-24 23:58:19,734 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 19:39:03, time: 0.421, data_time: 0.183, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 1.3817, loss: 1.3817 +2023-12-24 23:58:43,454 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 19:38:38, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 1.3777, loss: 1.3777 +2023-12-24 23:59:07,163 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 19:38:13, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 1.4026, loss: 1.4026 +2023-12-24 23:59:30,858 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 19:37:49, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 1.4691, loss: 1.4691 +2023-12-24 23:59:54,523 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 19:37:24, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.4268, loss: 1.4268 +2023-12-25 00:00:18,237 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 19:36:59, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.3838, loss: 1.3838 +2023-12-25 00:00:41,918 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 19:36:34, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.4579, loss: 1.4579 +2023-12-25 00:01:05,620 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 19:36:09, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9669, loss_cls: 1.3636, loss: 1.3636 +2023-12-25 00:01:29,402 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 19:35:45, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 1.3783, loss: 1.3783 +2023-12-25 00:01:53,118 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 19:35:20, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 1.3440, loss: 1.3440 +2023-12-25 00:02:16,785 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 19:34:56, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 1.3674, loss: 1.3674 +2023-12-25 00:02:40,513 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 19:34:31, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 1.5327, loss: 1.5327 +2023-12-25 00:03:04,312 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 19:34:07, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.3735, loss: 1.3735 +2023-12-25 00:03:28,101 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 19:33:43, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.4219, loss: 1.4219 +2023-12-25 00:03:51,760 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 19:33:18, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 1.4128, loss: 1.4128 +2023-12-25 00:04:15,534 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 19:32:53, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 1.4114, loss: 1.4114 +2023-12-25 00:04:39,344 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 19:32:29, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.4615, loss: 1.4615 +2023-12-25 00:05:03,073 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 19:32:05, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 1.4905, loss: 1.4905 +2023-12-25 00:05:26,772 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 19:31:40, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 1.3984, loss: 1.3984 +2023-12-25 00:05:50,458 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 19:31:15, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 1.3821, loss: 1.3821 +2023-12-25 00:06:14,159 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 19:30:50, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 1.4577, loss: 1.4577 +2023-12-25 00:06:37,813 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 19:30:25, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.3635, loss: 1.3635 +2023-12-25 00:07:01,585 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 19:30:01, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 1.4379, loss: 1.4379 +2023-12-25 00:07:14,556 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-25 00:08:49,418 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:08:49,500 - pyskl - INFO - +top1_acc 0.8256 +top5_acc 0.9795 +2023-12-25 00:08:49,504 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8256, top5_acc: 0.9795 +2023-12-25 00:09:32,270 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 19:29:56, time: 0.428, data_time: 0.191, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 1.4209, loss: 1.4209 +2023-12-25 00:09:55,937 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 19:29:31, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.4236, loss: 1.4236 +2023-12-25 00:10:19,605 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 19:29:06, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 1.4569, loss: 1.4569 +2023-12-25 00:10:43,278 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 19:28:41, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.4301, loss: 1.4301 +2023-12-25 00:11:06,988 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 19:28:16, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 1.3825, loss: 1.3825 +2023-12-25 00:11:30,660 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 19:27:52, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9625, loss_cls: 1.4324, loss: 1.4324 +2023-12-25 00:11:54,303 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 19:27:27, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 1.3791, loss: 1.3791 +2023-12-25 00:12:18,004 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 19:27:02, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 1.3610, loss: 1.3610 +2023-12-25 00:12:41,769 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 19:26:37, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9700, loss_cls: 1.4712, loss: 1.4712 +2023-12-25 00:13:05,462 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 19:26:13, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 1.4488, loss: 1.4488 +2023-12-25 00:13:29,351 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 19:25:49, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 1.4405, loss: 1.4405 +2023-12-25 00:13:52,987 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 19:25:24, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 1.3471, loss: 1.3471 +2023-12-25 00:14:16,679 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 19:24:59, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 1.3936, loss: 1.3936 +2023-12-25 00:14:40,293 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 19:24:34, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 1.4416, loss: 1.4416 +2023-12-25 00:15:03,932 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 19:24:09, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.4205, loss: 1.4205 +2023-12-25 00:15:27,662 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 19:23:44, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 1.4405, loss: 1.4405 +2023-12-25 00:15:51,374 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 19:23:20, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 1.4329, loss: 1.4329 +2023-12-25 00:16:15,047 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 19:22:55, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.4853, loss: 1.4853 +2023-12-25 00:16:38,822 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 19:22:31, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 1.3909, loss: 1.3909 +2023-12-25 00:17:02,541 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 19:22:06, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.4435, loss: 1.4435 +2023-12-25 00:17:26,206 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 19:21:41, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 1.3736, loss: 1.3736 +2023-12-25 00:17:49,934 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 19:21:17, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9781, loss_cls: 1.3770, loss: 1.3770 +2023-12-25 00:18:13,650 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 19:20:52, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 1.3845, loss: 1.3845 +2023-12-25 00:18:26,670 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-25 00:20:01,073 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:20:01,160 - pyskl - INFO - +top1_acc 0.8414 +top5_acc 0.9818 +2023-12-25 00:20:01,165 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8414, top5_acc: 0.9818 +2023-12-25 00:20:43,413 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 19:20:43, time: 0.422, data_time: 0.187, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 1.3311, loss: 1.3311 +2023-12-25 00:21:06,980 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 19:20:17, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9800, loss_cls: 1.3631, loss: 1.3631 +2023-12-25 00:21:30,579 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 19:19:52, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.3063, loss: 1.3063 +2023-12-25 00:21:54,123 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 19:19:27, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 1.4121, loss: 1.4121 +2023-12-25 00:22:17,677 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 19:19:01, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 1.3259, loss: 1.3259 +2023-12-25 00:22:41,287 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 19:18:36, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.3899, loss: 1.3899 +2023-12-25 00:23:05,013 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 19:18:12, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 1.4868, loss: 1.4868 +2023-12-25 00:23:28,599 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 19:17:47, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 1.3832, loss: 1.3832 +2023-12-25 00:23:52,086 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 19:17:21, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 1.3238, loss: 1.3238 +2023-12-25 00:24:15,689 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 19:16:56, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 1.3530, loss: 1.3530 +2023-12-25 00:24:39,308 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 19:16:31, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 1.3626, loss: 1.3626 +2023-12-25 00:25:02,904 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 19:16:05, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 1.3801, loss: 1.3801 +2023-12-25 00:25:26,473 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 19:15:40, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 1.3759, loss: 1.3759 +2023-12-25 00:25:50,073 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 19:15:15, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.4396, loss: 1.4396 +2023-12-25 00:26:13,764 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 19:14:50, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 1.3683, loss: 1.3683 +2023-12-25 00:26:37,242 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 19:14:25, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.3465, loss: 1.3465 +2023-12-25 00:27:00,788 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 19:13:59, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 1.4765, loss: 1.4765 +2023-12-25 00:27:24,297 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 19:13:34, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9681, loss_cls: 1.4849, loss: 1.4849 +2023-12-25 00:27:47,952 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 19:13:09, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.4430, loss: 1.4430 +2023-12-25 00:28:11,650 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 19:12:44, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 1.3570, loss: 1.3570 +2023-12-25 00:28:35,272 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 19:12:19, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 1.4426, loss: 1.4426 +2023-12-25 00:28:58,853 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 19:11:54, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 1.4471, loss: 1.4471 +2023-12-25 00:29:22,464 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 19:11:29, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 1.4602, loss: 1.4602 +2023-12-25 00:29:35,508 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-25 00:31:09,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:31:10,029 - pyskl - INFO - +top1_acc 0.8426 +top5_acc 0.9846 +2023-12-25 00:31:10,033 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8426, top5_acc: 0.9846 +2023-12-25 00:31:52,229 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 19:11:18, time: 0.422, data_time: 0.184, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 1.3391, loss: 1.3391 +2023-12-25 00:32:15,911 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 19:10:54, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 1.4324, loss: 1.4324 +2023-12-25 00:32:39,448 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 19:10:28, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 1.3240, loss: 1.3240 +2023-12-25 00:33:02,981 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 19:10:03, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 1.4325, loss: 1.4325 +2023-12-25 00:33:26,583 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 19:09:38, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 1.4411, loss: 1.4411 +2023-12-25 00:33:50,218 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 19:09:13, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 1.3667, loss: 1.3667 +2023-12-25 00:34:13,749 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 19:08:47, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.4183, loss: 1.4183 +2023-12-25 00:34:37,314 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 19:08:22, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 1.3629, loss: 1.3629 +2023-12-25 00:35:00,967 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 19:07:57, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9712, loss_cls: 1.4471, loss: 1.4471 +2023-12-25 00:35:24,646 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 19:07:32, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 1.4599, loss: 1.4599 +2023-12-25 00:35:48,217 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 19:07:07, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 1.3609, loss: 1.3609 +2023-12-25 00:36:11,814 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 19:06:42, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 1.4320, loss: 1.4320 +2023-12-25 00:36:35,487 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 19:06:17, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9656, loss_cls: 1.4336, loss: 1.4336 +2023-12-25 00:36:59,224 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 19:05:53, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 1.3984, loss: 1.3984 +2023-12-25 00:37:22,914 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 19:05:28, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9694, loss_cls: 1.4710, loss: 1.4710 +2023-12-25 00:37:46,596 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 19:05:03, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 1.4411, loss: 1.4411 +2023-12-25 00:38:10,287 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 19:04:39, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 1.4348, loss: 1.4348 +2023-12-25 00:38:33,954 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 19:04:14, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 1.3399, loss: 1.3399 +2023-12-25 00:38:57,625 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 19:03:49, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 1.3296, loss: 1.3296 +2023-12-25 00:39:21,256 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 19:03:24, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 1.3758, loss: 1.3758 +2023-12-25 00:39:44,856 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 19:02:59, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 1.5048, loss: 1.5048 +2023-12-25 00:40:08,443 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 19:02:34, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.3729, loss: 1.3729 +2023-12-25 00:40:32,083 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 19:02:09, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 1.3406, loss: 1.3406 +2023-12-25 00:40:45,122 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-25 00:42:19,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:42:19,962 - pyskl - INFO - +top1_acc 0.8231 +top5_acc 0.9753 +2023-12-25 00:42:19,966 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8231, top5_acc: 0.9753 +2023-12-25 00:43:01,806 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 19:01:56, time: 0.418, data_time: 0.183, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 1.3584, loss: 1.3584 +2023-12-25 00:43:25,349 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 19:01:31, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 1.3613, loss: 1.3613 +2023-12-25 00:43:48,885 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 19:01:05, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 1.3492, loss: 1.3492 +2023-12-25 00:44:12,353 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 19:00:40, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 1.3081, loss: 1.3081 +2023-12-25 00:44:35,993 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 19:00:15, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 1.4717, loss: 1.4717 +2023-12-25 00:44:59,563 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 18:59:49, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 1.3822, loss: 1.3822 +2023-12-25 00:45:23,079 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 18:59:24, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 1.3987, loss: 1.3987 +2023-12-25 00:45:46,799 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 18:59:00, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 1.4382, loss: 1.4382 +2023-12-25 00:46:10,433 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 18:58:35, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 1.3161, loss: 1.3161 +2023-12-25 00:46:33,998 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 18:58:09, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 1.3978, loss: 1.3978 +2023-12-25 00:46:57,563 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 18:57:44, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9731, loss_cls: 1.4218, loss: 1.4218 +2023-12-25 00:47:21,195 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 18:57:19, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9719, loss_cls: 1.4169, loss: 1.4169 +2023-12-25 00:47:44,854 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 18:56:55, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 1.3512, loss: 1.3512 +2023-12-25 00:48:08,490 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 18:56:30, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 1.3268, loss: 1.3268 +2023-12-25 00:48:32,058 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 18:56:05, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 1.3469, loss: 1.3469 +2023-12-25 00:48:55,586 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 18:55:39, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 1.4536, loss: 1.4536 +2023-12-25 00:49:19,098 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 18:55:14, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 1.4225, loss: 1.4225 +2023-12-25 00:49:42,658 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 18:54:49, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9731, loss_cls: 1.4069, loss: 1.4069 +2023-12-25 00:50:06,262 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 18:54:24, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9775, loss_cls: 1.3867, loss: 1.3867 +2023-12-25 00:50:29,790 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 18:53:58, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 1.4165, loss: 1.4165 +2023-12-25 00:50:53,389 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 18:53:33, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 1.3909, loss: 1.3909 +2023-12-25 00:51:16,928 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 18:53:08, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 1.4580, loss: 1.4580 +2023-12-25 00:51:40,558 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 18:52:43, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 1.4811, loss: 1.4811 +2023-12-25 00:51:53,598 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-25 00:53:28,031 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:53:28,113 - pyskl - INFO - +top1_acc 0.8192 +top5_acc 0.9815 +2023-12-25 00:53:28,119 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8192, top5_acc: 0.9815 +2023-12-25 00:54:10,968 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 18:52:33, time: 0.428, data_time: 0.192, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.3563, loss: 1.3563 +2023-12-25 00:54:34,657 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 18:52:08, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 1.3502, loss: 1.3502 +2023-12-25 00:54:58,351 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 18:51:44, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 1.2844, loss: 1.2844 +2023-12-25 00:55:21,940 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 18:51:19, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 1.3462, loss: 1.3462 +2023-12-25 00:55:45,585 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 18:50:54, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 1.3028, loss: 1.3028 +2023-12-25 00:56:09,174 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 18:50:29, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 1.2974, loss: 1.2974 +2023-12-25 00:56:32,837 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 18:50:04, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.3637, loss: 1.3637 +2023-12-25 00:56:56,360 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 18:49:39, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 1.3643, loss: 1.3643 +2023-12-25 00:57:19,912 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 18:49:14, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 1.4159, loss: 1.4159 +2023-12-25 00:57:43,531 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 18:48:49, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.4179, loss: 1.4179 +2023-12-25 00:58:07,501 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 18:48:25, time: 0.240, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 1.5008, loss: 1.5008 +2023-12-25 00:58:31,159 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 18:48:01, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.4509, loss: 1.4509 +2023-12-25 00:58:54,747 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 18:47:35, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 1.3351, loss: 1.3351 +2023-12-25 00:59:18,290 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 18:47:10, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 1.4130, loss: 1.4130 +2023-12-25 00:59:41,934 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 18:46:45, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9775, loss_cls: 1.3486, loss: 1.3486 +2023-12-25 01:00:05,595 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 18:46:21, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 1.3435, loss: 1.3435 +2023-12-25 01:00:29,284 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 18:45:56, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 1.4144, loss: 1.4144 +2023-12-25 01:00:52,951 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 18:45:31, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 1.4415, loss: 1.4415 +2023-12-25 01:01:16,570 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 18:45:07, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9625, loss_cls: 1.4363, loss: 1.4363 +2023-12-25 01:01:40,193 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 18:44:42, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.3796, loss: 1.3796 +2023-12-25 01:02:03,819 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 18:44:17, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 1.3834, loss: 1.3834 +2023-12-25 01:02:27,437 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 18:43:52, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 1.4073, loss: 1.4073 +2023-12-25 01:02:51,070 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 18:43:27, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 1.3907, loss: 1.3907 +2023-12-25 01:03:04,084 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-25 01:04:38,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:04:38,706 - pyskl - INFO - +top1_acc 0.8350 +top5_acc 0.9838 +2023-12-25 01:04:38,710 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8350, top5_acc: 0.9838 +2023-12-25 01:05:20,783 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 18:43:13, time: 0.421, data_time: 0.185, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 1.2577, loss: 1.2577 +2023-12-25 01:05:44,410 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 18:42:48, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.3569, loss: 1.3569 +2023-12-25 01:06:07,984 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 18:42:23, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 1.2396, loss: 1.2396 +2023-12-25 01:06:31,516 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 18:41:58, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 1.3466, loss: 1.3466 +2023-12-25 01:06:55,118 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 18:41:33, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 1.3353, loss: 1.3353 +2023-12-25 01:07:18,661 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 18:41:07, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 1.3767, loss: 1.3767 +2023-12-25 01:07:42,220 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 18:40:42, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 1.4033, loss: 1.4033 +2023-12-25 01:08:05,880 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 18:40:18, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 1.4402, loss: 1.4402 +2023-12-25 01:08:29,477 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 18:39:53, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 1.3675, loss: 1.3675 +2023-12-25 01:08:53,114 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 18:39:28, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 1.4429, loss: 1.4429 +2023-12-25 01:09:16,749 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 18:39:03, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 1.3509, loss: 1.3509 +2023-12-25 01:09:40,300 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 18:38:38, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 1.3270, loss: 1.3270 +2023-12-25 01:10:03,830 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 18:38:13, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 1.4532, loss: 1.4532 +2023-12-25 01:10:27,423 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 18:37:48, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 1.3890, loss: 1.3890 +2023-12-25 01:10:51,094 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 18:37:23, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 1.3072, loss: 1.3072 +2023-12-25 01:11:14,664 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 18:36:58, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 1.4018, loss: 1.4018 +2023-12-25 01:11:38,322 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 18:36:33, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 1.3912, loss: 1.3912 +2023-12-25 01:12:01,964 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 18:36:09, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 1.4402, loss: 1.4402 +2023-12-25 01:12:25,468 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 18:35:43, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 1.3858, loss: 1.3858 +2023-12-25 01:12:49,071 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 18:35:18, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 1.3579, loss: 1.3579 +2023-12-25 01:13:12,790 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 18:34:54, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 1.3848, loss: 1.3848 +2023-12-25 01:13:36,465 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 18:34:29, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 1.3709, loss: 1.3709 +2023-12-25 01:14:00,095 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 18:34:05, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 1.3822, loss: 1.3822 +2023-12-25 01:14:13,183 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-25 01:15:48,239 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:15:48,320 - pyskl - INFO - +top1_acc 0.8417 +top5_acc 0.9839 +2023-12-25 01:15:48,324 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8417, top5_acc: 0.9839 +2023-12-25 01:16:30,858 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 18:33:51, time: 0.425, data_time: 0.187, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 1.3305, loss: 1.3305 +2023-12-25 01:16:54,740 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 18:33:27, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9725, loss_cls: 1.4240, loss: 1.4240 +2023-12-25 01:17:18,562 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 18:33:03, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 1.3390, loss: 1.3390 +2023-12-25 01:17:42,375 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 18:32:39, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.4284, loss: 1.4284 +2023-12-25 01:18:06,283 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 18:32:15, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 1.3667, loss: 1.3667 +2023-12-25 01:18:29,948 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 18:31:51, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 1.3411, loss: 1.3411 +2023-12-25 01:18:53,695 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 18:31:26, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 1.3823, loss: 1.3823 +2023-12-25 01:19:17,453 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 18:31:02, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 1.3446, loss: 1.3446 +2023-12-25 01:19:41,102 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 18:30:37, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 1.3392, loss: 1.3392 +2023-12-25 01:20:04,802 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 18:30:13, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 1.4128, loss: 1.4128 +2023-12-25 01:20:28,605 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 18:29:48, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 1.2893, loss: 1.2893 +2023-12-25 01:20:52,381 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 18:29:24, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 1.3432, loss: 1.3432 +2023-12-25 01:21:16,078 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 18:29:00, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 1.4326, loss: 1.4326 +2023-12-25 01:21:39,816 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 18:28:35, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 1.3160, loss: 1.3160 +2023-12-25 01:22:03,412 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 18:28:10, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9769, loss_cls: 1.4102, loss: 1.4102 +2023-12-25 01:22:27,039 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 18:27:46, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.4414, loss: 1.4414 +2023-12-25 01:22:50,719 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 18:27:21, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 1.3059, loss: 1.3059 +2023-12-25 01:23:14,489 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 18:26:57, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 1.3366, loss: 1.3366 +2023-12-25 01:23:38,281 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 18:26:32, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9788, loss_cls: 1.3743, loss: 1.3743 +2023-12-25 01:24:02,017 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 18:26:08, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 1.3708, loss: 1.3708 +2023-12-25 01:24:25,638 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 18:25:43, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 1.3987, loss: 1.3987 +2023-12-25 01:24:49,365 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 18:25:19, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 1.3682, loss: 1.3682 +2023-12-25 01:25:13,246 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 18:24:55, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 1.3029, loss: 1.3029 +2023-12-25 01:25:26,348 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-25 01:27:00,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:27:01,009 - pyskl - INFO - +top1_acc 0.8201 +top5_acc 0.9788 +2023-12-25 01:27:01,013 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8201, top5_acc: 0.9788 +2023-12-25 01:27:43,534 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 18:24:41, time: 0.425, data_time: 0.186, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 1.2825, loss: 1.2825 +2023-12-25 01:28:07,371 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 18:24:17, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 1.2799, loss: 1.2799 +2023-12-25 01:28:31,180 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 18:23:52, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 1.4336, loss: 1.4336 +2023-12-25 01:28:54,924 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 18:23:28, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 1.3208, loss: 1.3208 +2023-12-25 01:29:18,725 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 18:23:04, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.3078, loss: 1.3078 +2023-12-25 01:29:42,449 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 18:22:39, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 1.3706, loss: 1.3706 +2023-12-25 01:30:06,200 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 18:22:15, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 1.3299, loss: 1.3299 +2023-12-25 01:30:30,011 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 18:21:51, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 1.3639, loss: 1.3639 +2023-12-25 01:30:53,743 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 18:21:26, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 1.3987, loss: 1.3987 +2023-12-25 01:31:17,616 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 18:21:03, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 1.3853, loss: 1.3853 +2023-12-25 01:31:41,466 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 18:20:39, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 1.4090, loss: 1.4090 +2023-12-25 01:32:05,247 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 18:20:14, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 1.3582, loss: 1.3582 +2023-12-25 01:32:29,082 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 18:19:50, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 1.3009, loss: 1.3009 +2023-12-25 01:32:52,788 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 18:19:26, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 1.4303, loss: 1.4303 +2023-12-25 01:33:16,367 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 18:19:01, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 1.3873, loss: 1.3873 +2023-12-25 01:33:40,031 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 18:18:36, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 1.3785, loss: 1.3785 +2023-12-25 01:34:03,767 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 18:18:12, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.3964, loss: 1.3964 +2023-12-25 01:34:27,391 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 18:17:47, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 1.4025, loss: 1.4025 +2023-12-25 01:34:51,014 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 18:17:22, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.4204, loss: 1.4204 +2023-12-25 01:35:14,739 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 18:16:58, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 1.3896, loss: 1.3896 +2023-12-25 01:35:38,565 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 18:16:34, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 1.3264, loss: 1.3264 +2023-12-25 01:36:02,241 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 18:16:09, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 1.4002, loss: 1.4002 +2023-12-25 01:36:25,923 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 18:15:45, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 1.4070, loss: 1.4070 +2023-12-25 01:36:39,093 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-25 01:38:14,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:38:14,549 - pyskl - INFO - +top1_acc 0.8481 +top5_acc 0.9855 +2023-12-25 01:38:14,555 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_23.pth was removed +2023-12-25 01:38:14,713 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. +2023-12-25 01:38:14,714 - pyskl - INFO - Best top1_acc is 0.8481 at 33 epoch. +2023-12-25 01:38:14,720 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8481, top5_acc: 0.9855 +2023-12-25 01:38:57,556 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 18:15:30, time: 0.428, data_time: 0.192, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 1.2910, loss: 1.2910 +2023-12-25 01:39:21,240 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 18:15:06, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 1.2887, loss: 1.2887 +2023-12-25 01:39:44,868 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 18:14:41, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 1.3388, loss: 1.3388 +2023-12-25 01:40:08,513 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 18:14:16, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9800, loss_cls: 1.3679, loss: 1.3679 +2023-12-25 01:40:32,311 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 18:13:52, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 1.4042, loss: 1.4042 +2023-12-25 01:40:56,078 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 18:13:28, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 1.4050, loss: 1.4050 +2023-12-25 01:41:19,932 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 18:13:04, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 1.2597, loss: 1.2597 +2023-12-25 01:41:43,631 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 18:12:39, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9794, loss_cls: 1.3425, loss: 1.3425 +2023-12-25 01:42:07,502 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 18:12:15, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 1.3419, loss: 1.3419 +2023-12-25 01:42:31,307 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 18:11:51, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 1.4084, loss: 1.4084 +2023-12-25 01:42:55,135 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 18:11:27, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9794, loss_cls: 1.3999, loss: 1.3999 +2023-12-25 01:43:18,994 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 18:11:03, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 1.3891, loss: 1.3891 +2023-12-25 01:43:42,641 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 18:10:38, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 1.3687, loss: 1.3687 +2023-12-25 01:44:06,497 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 18:10:14, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.4176, loss: 1.4176 +2023-12-25 01:44:30,262 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 18:09:50, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 1.3447, loss: 1.3447 +2023-12-25 01:44:54,085 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 18:09:26, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9700, loss_cls: 1.4123, loss: 1.4123 +2023-12-25 01:45:17,717 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 18:09:01, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9769, loss_cls: 1.3892, loss: 1.3892 +2023-12-25 01:45:41,376 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 18:08:37, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 1.3483, loss: 1.3483 +2023-12-25 01:46:05,452 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 18:08:13, time: 0.241, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 1.3001, loss: 1.3001 +2023-12-25 01:46:29,128 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 18:07:49, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 1.3074, loss: 1.3074 +2023-12-25 01:46:52,930 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 18:07:25, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 1.3922, loss: 1.3922 +2023-12-25 01:47:16,818 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 18:07:01, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 1.4057, loss: 1.4057 +2023-12-25 01:47:40,682 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 18:06:37, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.3466, loss: 1.3466 +2023-12-25 01:47:53,836 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-25 01:49:28,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:49:29,083 - pyskl - INFO - +top1_acc 0.8606 +top5_acc 0.9835 +2023-12-25 01:49:29,087 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_33.pth was removed +2023-12-25 01:49:29,249 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2023-12-25 01:49:29,249 - pyskl - INFO - Best top1_acc is 0.8606 at 34 epoch. +2023-12-25 01:49:29,254 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8606, top5_acc: 0.9835 +2023-12-25 01:50:12,436 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 18:06:23, time: 0.432, data_time: 0.192, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 1.3245, loss: 1.3245 +2023-12-25 01:50:36,297 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 18:05:59, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 1.3483, loss: 1.3483 +2023-12-25 01:51:00,059 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 18:05:35, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 1.3629, loss: 1.3629 +2023-12-25 01:51:23,913 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 18:05:11, time: 0.239, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 1.3339, loss: 1.3339 +2023-12-25 01:51:47,636 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 18:04:46, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 1.3314, loss: 1.3314 +2023-12-25 01:52:11,304 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 18:04:21, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 1.3624, loss: 1.3624 +2023-12-25 01:52:34,952 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 18:03:57, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9800, loss_cls: 1.2913, loss: 1.2913 +2023-12-25 01:52:58,693 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 18:03:32, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 1.2850, loss: 1.2850 +2023-12-25 01:53:22,344 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 18:03:08, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.4205, loss: 1.4205 +2023-12-25 01:53:46,076 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 18:02:43, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.2988, loss: 1.2988 +2023-12-25 01:54:09,822 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 18:02:19, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 1.3593, loss: 1.3593 +2023-12-25 01:54:33,598 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 18:01:55, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 1.3780, loss: 1.3780 +2023-12-25 01:54:57,297 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 18:01:30, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 1.3479, loss: 1.3479 +2023-12-25 01:55:21,037 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 18:01:06, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9762, loss_cls: 1.4191, loss: 1.4191 +2023-12-25 01:55:44,777 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 18:00:41, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 1.3363, loss: 1.3363 +2023-12-25 01:56:08,733 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 18:00:18, time: 0.240, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 1.3388, loss: 1.3388 +2023-12-25 01:56:32,412 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 17:59:53, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9838, loss_cls: 1.3349, loss: 1.3349 +2023-12-25 01:56:56,102 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 17:59:29, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 1.4378, loss: 1.4378 +2023-12-25 01:57:19,882 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 17:59:04, time: 0.238, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.3242, loss: 1.3242 +2023-12-25 01:57:43,572 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 17:58:40, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.3809, loss: 1.3809 +2023-12-25 01:58:07,313 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 17:58:15, time: 0.237, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 1.3485, loss: 1.3485 +2023-12-25 01:58:30,928 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 17:57:51, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 1.4253, loss: 1.4253 +2023-12-25 01:58:54,575 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 17:57:26, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 1.3438, loss: 1.3438 +2023-12-25 01:59:07,625 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-25 02:00:41,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:00:41,997 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9834 +2023-12-25 02:00:42,002 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8471, top5_acc: 0.9834 +2023-12-25 02:01:22,621 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 17:57:03, time: 0.406, data_time: 0.174, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 1.3298, loss: 1.3298 +2023-12-25 02:01:45,790 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 17:56:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 1.3641, loss: 1.3641 +2023-12-25 02:02:08,975 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 17:56:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 1.3952, loss: 1.3952 +2023-12-25 02:02:32,284 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 17:55:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9788, loss_cls: 1.2892, loss: 1.2892 +2023-12-25 02:02:55,489 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 17:55:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.4076, loss: 1.4076 +2023-12-25 02:03:18,671 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 17:54:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9731, loss_cls: 1.4430, loss: 1.4430 +2023-12-25 02:03:41,860 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 17:54:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 1.4101, loss: 1.4101 +2023-12-25 02:04:05,124 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 17:54:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 1.2870, loss: 1.2870 +2023-12-25 02:04:28,338 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 17:53:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 1.3998, loss: 1.3998 +2023-12-25 02:04:51,622 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 17:53:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 1.3359, loss: 1.3359 +2023-12-25 02:05:14,940 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 17:52:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 1.4544, loss: 1.4544 +2023-12-25 02:05:38,252 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 17:52:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9781, loss_cls: 1.3894, loss: 1.3894 +2023-12-25 02:06:01,618 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 17:51:51, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 1.3876, loss: 1.3876 +2023-12-25 02:06:24,907 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 17:51:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 1.2991, loss: 1.2991 +2023-12-25 02:06:48,124 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 17:50:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 1.3324, loss: 1.3324 +2023-12-25 02:07:11,497 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 17:50:34, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 1.2975, loss: 1.2975 +2023-12-25 02:07:34,846 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 17:50:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 1.2952, loss: 1.2952 +2023-12-25 02:07:58,091 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 17:49:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 1.3335, loss: 1.3335 +2023-12-25 02:08:21,351 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 17:49:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 1.3493, loss: 1.3493 +2023-12-25 02:08:44,673 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 17:48:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 1.3704, loss: 1.3704 +2023-12-25 02:09:07,969 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 17:48:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 1.3202, loss: 1.3202 +2023-12-25 02:09:31,244 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 17:47:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 1.3843, loss: 1.3843 +2023-12-25 02:09:54,508 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 17:47:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 1.4277, loss: 1.4277 +2023-12-25 02:10:07,244 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-25 02:11:40,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:11:40,390 - pyskl - INFO - +top1_acc 0.8508 +top5_acc 0.9875 +2023-12-25 02:11:40,394 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8508, top5_acc: 0.9875 +2023-12-25 02:12:20,921 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 17:47:10, time: 0.405, data_time: 0.173, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 1.2950, loss: 1.2950 +2023-12-25 02:12:44,105 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 17:46:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 1.3452, loss: 1.3452 +2023-12-25 02:13:07,322 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 17:46:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 1.3803, loss: 1.3803 +2023-12-25 02:13:30,566 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 17:45:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 1.3284, loss: 1.3284 +2023-12-25 02:13:53,778 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 17:45:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 1.3892, loss: 1.3892 +2023-12-25 02:14:17,005 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 17:45:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 1.2737, loss: 1.2737 +2023-12-25 02:14:40,254 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 17:44:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 1.2821, loss: 1.2821 +2023-12-25 02:15:03,570 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 17:44:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 1.3459, loss: 1.3459 +2023-12-25 02:15:26,886 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 17:43:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 1.2447, loss: 1.2447 +2023-12-25 02:15:50,136 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 17:43:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 1.3638, loss: 1.3638 +2023-12-25 02:16:13,401 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 17:42:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 1.2951, loss: 1.2951 +2023-12-25 02:16:36,658 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 17:42:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 1.3701, loss: 1.3701 +2023-12-25 02:16:59,994 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 17:42:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 1.3781, loss: 1.3781 +2023-12-25 02:17:23,279 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 17:41:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 1.3291, loss: 1.3291 +2023-12-25 02:17:46,614 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 17:41:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.3318, loss: 1.3318 +2023-12-25 02:18:09,931 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 17:40:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 1.4569, loss: 1.4569 +2023-12-25 02:18:33,204 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 17:40:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 1.2970, loss: 1.2970 +2023-12-25 02:18:56,479 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 17:39:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 1.3484, loss: 1.3484 +2023-12-25 02:19:19,836 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 17:39:26, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 1.3234, loss: 1.3234 +2023-12-25 02:19:43,202 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 17:39:01, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 1.4035, loss: 1.4035 +2023-12-25 02:20:06,723 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 17:38:36, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 1.3299, loss: 1.3299 +2023-12-25 02:20:30,032 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 17:38:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9800, loss_cls: 1.3287, loss: 1.3287 +2023-12-25 02:20:53,400 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 17:37:45, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 1.3445, loss: 1.3445 +2023-12-25 02:21:06,283 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-25 02:22:38,915 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:22:38,997 - pyskl - INFO - +top1_acc 0.8384 +top5_acc 0.9824 +2023-12-25 02:22:39,001 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8384, top5_acc: 0.9824 +2023-12-25 02:23:19,496 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 17:37:21, time: 0.405, data_time: 0.173, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 1.3126, loss: 1.3126 +2023-12-25 02:23:42,690 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 17:36:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 1.3262, loss: 1.3262 +2023-12-25 02:24:05,925 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 17:36:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 1.3666, loss: 1.3666 +2023-12-25 02:24:29,158 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 17:36:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 1.3406, loss: 1.3406 +2023-12-25 02:24:52,376 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 17:35:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 1.3285, loss: 1.3285 +2023-12-25 02:25:15,555 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 17:35:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 1.3693, loss: 1.3693 +2023-12-25 02:25:38,825 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 17:34:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 1.2944, loss: 1.2944 +2023-12-25 02:26:02,096 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 17:34:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 1.3787, loss: 1.3787 +2023-12-25 02:26:25,388 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 17:33:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 1.3034, loss: 1.3034 +2023-12-25 02:26:48,660 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 17:33:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 1.3242, loss: 1.3242 +2023-12-25 02:27:11,963 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 17:33:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 1.2875, loss: 1.2875 +2023-12-25 02:27:35,244 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 17:32:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 1.3411, loss: 1.3411 +2023-12-25 02:27:58,531 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 17:32:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 1.3612, loss: 1.3612 +2023-12-25 02:28:21,883 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 17:31:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 1.3294, loss: 1.3294 +2023-12-25 02:28:45,126 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 17:31:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 1.3321, loss: 1.3321 +2023-12-25 02:29:08,387 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 17:30:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 1.3331, loss: 1.3331 +2023-12-25 02:29:31,575 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 17:30:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 1.3629, loss: 1.3629 +2023-12-25 02:29:54,877 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 17:30:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 1.2746, loss: 1.2746 +2023-12-25 02:30:18,165 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 17:29:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 1.3708, loss: 1.3708 +2023-12-25 02:30:41,348 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 17:29:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 1.3357, loss: 1.3357 +2023-12-25 02:31:04,506 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 17:28:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 1.3436, loss: 1.3436 +2023-12-25 02:31:27,671 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 17:28:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 1.3262, loss: 1.3262 +2023-12-25 02:31:50,843 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 17:27:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.2571, loss: 1.2571 +2023-12-25 02:32:03,642 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-25 02:33:36,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:33:36,302 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9867 +2023-12-25 02:33:36,306 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8590, top5_acc: 0.9867 +2023-12-25 02:34:17,332 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 17:27:32, time: 0.410, data_time: 0.178, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 1.2528, loss: 1.2528 +2023-12-25 02:34:40,477 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 17:27:06, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 1.2790, loss: 1.2790 +2023-12-25 02:35:03,638 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 17:26:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 1.3509, loss: 1.3509 +2023-12-25 02:35:26,798 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 17:26:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 1.3677, loss: 1.3677 +2023-12-25 02:35:49,974 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 17:25:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 1.3281, loss: 1.3281 +2023-12-25 02:36:13,164 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 17:25:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 1.2824, loss: 1.2824 +2023-12-25 02:36:36,422 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 17:24:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 1.2977, loss: 1.2977 +2023-12-25 02:36:59,725 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 17:24:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 1.3136, loss: 1.3136 +2023-12-25 02:37:23,029 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 17:24:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 1.2335, loss: 1.2335 +2023-12-25 02:37:46,242 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 17:23:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 1.3549, loss: 1.3549 +2023-12-25 02:38:09,461 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 17:23:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 1.3204, loss: 1.3204 +2023-12-25 02:38:32,702 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 17:22:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 1.3196, loss: 1.3196 +2023-12-25 02:38:55,951 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 17:22:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 1.3115, loss: 1.3115 +2023-12-25 02:39:19,170 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 17:21:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 1.3210, loss: 1.3210 +2023-12-25 02:39:42,396 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 17:21:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 1.3506, loss: 1.3506 +2023-12-25 02:40:05,637 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 17:21:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 1.3736, loss: 1.3736 +2023-12-25 02:40:28,864 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 17:20:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 1.3402, loss: 1.3402 +2023-12-25 02:40:52,134 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 17:20:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 1.3151, loss: 1.3151 +2023-12-25 02:41:15,414 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 17:19:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 1.2893, loss: 1.2893 +2023-12-25 02:41:38,684 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 17:19:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 1.3214, loss: 1.3214 +2023-12-25 02:42:01,894 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 17:18:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 1.4041, loss: 1.4041 +2023-12-25 02:42:25,119 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 17:18:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 1.3045, loss: 1.3045 +2023-12-25 02:42:48,339 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 17:18:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 1.3461, loss: 1.3461 +2023-12-25 02:43:01,221 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-25 02:44:34,252 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:44:34,334 - pyskl - INFO - +top1_acc 0.8445 +top5_acc 0.9827 +2023-12-25 02:44:34,339 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8445, top5_acc: 0.9827 +2023-12-25 02:45:14,952 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 17:17:43, time: 0.406, data_time: 0.173, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 1.3202, loss: 1.3202 +2023-12-25 02:45:38,171 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 17:17:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 1.2997, loss: 1.2997 +2023-12-25 02:46:01,401 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 17:16:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 1.3431, loss: 1.3431 +2023-12-25 02:46:24,659 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 17:16:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9850, loss_cls: 1.2864, loss: 1.2864 +2023-12-25 02:46:47,891 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 17:16:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 1.3083, loss: 1.3083 +2023-12-25 02:47:11,205 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 17:15:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9838, loss_cls: 1.2888, loss: 1.2888 +2023-12-25 02:47:34,461 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 17:15:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 1.2965, loss: 1.2965 +2023-12-25 02:47:57,737 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 17:14:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9781, loss_cls: 1.3132, loss: 1.3132 +2023-12-25 02:48:20,989 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 17:14:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.3762, loss: 1.3762 +2023-12-25 02:48:44,355 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 17:13:53, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 1.2968, loss: 1.2968 +2023-12-25 02:49:07,631 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 17:13:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 1.4192, loss: 1.4192 +2023-12-25 02:49:30,919 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 17:13:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9819, loss_cls: 1.3223, loss: 1.3223 +2023-12-25 02:49:54,188 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 17:12:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9862, loss_cls: 1.2461, loss: 1.2461 +2023-12-25 02:50:17,416 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 17:12:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 1.3890, loss: 1.3890 +2023-12-25 02:50:40,646 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 17:11:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9800, loss_cls: 1.3513, loss: 1.3513 +2023-12-25 02:51:03,879 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 17:11:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 1.2866, loss: 1.2866 +2023-12-25 02:51:27,078 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 17:10:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 1.2985, loss: 1.2985 +2023-12-25 02:51:50,308 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 17:10:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 1.3043, loss: 1.3043 +2023-12-25 02:52:13,488 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 17:10:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.2810, loss: 1.2810 +2023-12-25 02:52:36,674 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 17:09:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.3047, loss: 1.3047 +2023-12-25 02:52:59,892 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 17:09:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 1.3324, loss: 1.3324 +2023-12-25 02:53:23,151 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 17:08:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 1.3836, loss: 1.3836 +2023-12-25 02:53:46,405 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 17:08:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.2405, loss: 1.2405 +2023-12-25 02:53:59,203 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-25 02:55:31,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:55:31,548 - pyskl - INFO - +top1_acc 0.8284 +top5_acc 0.9844 +2023-12-25 02:55:31,552 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8284, top5_acc: 0.9844 +2023-12-25 02:56:12,522 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 17:07:57, time: 0.410, data_time: 0.176, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.2567, loss: 1.2567 +2023-12-25 02:56:35,735 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 17:07:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 1.2469, loss: 1.2469 +2023-12-25 02:56:58,910 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 17:07:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9781, loss_cls: 1.3618, loss: 1.3618 +2023-12-25 02:57:22,117 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 17:06:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 1.2760, loss: 1.2760 +2023-12-25 02:57:45,425 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 17:06:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 1.3031, loss: 1.3031 +2023-12-25 02:58:08,718 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 17:05:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9769, loss_cls: 1.3243, loss: 1.3243 +2023-12-25 02:58:31,947 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 17:05:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 1.2762, loss: 1.2762 +2023-12-25 02:58:55,109 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 17:04:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 1.2994, loss: 1.2994 +2023-12-25 02:59:18,279 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 17:04:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9675, loss_cls: 1.3170, loss: 1.3170 +2023-12-25 02:59:41,486 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 17:04:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 1.3339, loss: 1.3339 +2023-12-25 03:00:04,729 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 17:03:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 1.3314, loss: 1.3314 +2023-12-25 03:00:27,977 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 17:03:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 1.3605, loss: 1.3605 +2023-12-25 03:00:51,207 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 17:02:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 1.2807, loss: 1.2807 +2023-12-25 03:01:14,469 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 17:02:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 1.3877, loss: 1.3877 +2023-12-25 03:01:37,672 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 17:02:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 1.3294, loss: 1.3294 +2023-12-25 03:02:00,928 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 17:01:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 1.2221, loss: 1.2221 +2023-12-25 03:02:24,091 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 17:01:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9688, loss_cls: 1.2752, loss: 1.2752 +2023-12-25 03:02:47,300 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 17:00:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9819, loss_cls: 1.2708, loss: 1.2708 +2023-12-25 03:03:10,532 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 17:00:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 1.3196, loss: 1.3196 +2023-12-25 03:03:33,770 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 16:59:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.2907, loss: 1.2907 +2023-12-25 03:03:56,979 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 16:59:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 1.3797, loss: 1.3797 +2023-12-25 03:04:20,183 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 16:59:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 1.3074, loss: 1.3074 +2023-12-25 03:04:43,394 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 16:58:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 1.3996, loss: 1.3996 +2023-12-25 03:04:56,147 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-25 03:06:28,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:06:28,708 - pyskl - INFO - +top1_acc 0.8066 +top5_acc 0.9733 +2023-12-25 03:06:28,712 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8066, top5_acc: 0.9733 +2023-12-25 03:07:09,469 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 16:58:12, time: 0.408, data_time: 0.175, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9894, loss_cls: 1.1763, loss: 1.1763 +2023-12-25 03:07:32,722 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 16:57:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 1.2626, loss: 1.2626 +2023-12-25 03:07:55,994 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 16:57:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 1.3068, loss: 1.3068 +2023-12-25 03:08:19,337 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 16:56:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 1.3172, loss: 1.3172 +2023-12-25 03:08:42,701 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 16:56:31, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9856, loss_cls: 1.2941, loss: 1.2941 +2023-12-25 03:09:05,946 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 16:56:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 1.3379, loss: 1.3379 +2023-12-25 03:09:29,151 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 16:55:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 1.3142, loss: 1.3142 +2023-12-25 03:09:52,386 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 16:55:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 1.3278, loss: 1.3278 +2023-12-25 03:10:15,730 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 16:54:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.3295, loss: 1.3295 +2023-12-25 03:10:39,115 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 16:54:25, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.3734, loss: 1.3734 +2023-12-25 03:11:02,406 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 16:53:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 1.3146, loss: 1.3146 +2023-12-25 03:11:25,652 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 16:53:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 1.3348, loss: 1.3348 +2023-12-25 03:11:48,929 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 16:53:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 1.3911, loss: 1.3911 +2023-12-25 03:12:12,188 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 16:52:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 1.2370, loss: 1.2370 +2023-12-25 03:12:35,460 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 16:52:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 1.3300, loss: 1.3300 +2023-12-25 03:12:58,683 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 16:51:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 1.2950, loss: 1.2950 +2023-12-25 03:13:21,905 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 16:51:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 1.2816, loss: 1.2816 +2023-12-25 03:13:45,162 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 16:51:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 1.3318, loss: 1.3318 +2023-12-25 03:14:08,455 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 16:50:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 1.2931, loss: 1.2931 +2023-12-25 03:14:31,740 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 16:50:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 1.3218, loss: 1.3218 +2023-12-25 03:14:55,024 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 16:49:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 1.3135, loss: 1.3135 +2023-12-25 03:15:18,330 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 16:49:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.4243, loss: 1.4243 +2023-12-25 03:15:41,621 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 16:48:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 1.4027, loss: 1.4027 +2023-12-25 03:15:54,398 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-25 03:17:27,036 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:17:27,117 - pyskl - INFO - +top1_acc 0.8503 +top5_acc 0.9849 +2023-12-25 03:17:27,121 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8503, top5_acc: 0.9849 +2023-12-25 03:18:07,865 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 16:48:31, time: 0.407, data_time: 0.175, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 1.2993, loss: 1.2993 +2023-12-25 03:18:31,123 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 16:48:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9838, loss_cls: 1.2570, loss: 1.2570 +2023-12-25 03:18:54,325 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 16:47:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 1.2525, loss: 1.2525 +2023-12-25 03:19:17,469 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 16:47:15, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.2320, loss: 1.2320 +2023-12-25 03:19:40,763 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 16:46:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 1.2442, loss: 1.2442 +2023-12-25 03:20:03,993 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 16:46:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 1.3419, loss: 1.3419 +2023-12-25 03:20:27,212 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 16:45:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 1.2377, loss: 1.2377 +2023-12-25 03:20:50,439 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 16:45:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 1.3189, loss: 1.3189 +2023-12-25 03:21:13,728 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 16:45:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 1.2635, loss: 1.2635 +2023-12-25 03:21:36,978 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 16:44:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 1.2996, loss: 1.2996 +2023-12-25 03:22:00,223 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 16:44:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9637, loss_cls: 1.3660, loss: 1.3660 +2023-12-25 03:22:23,484 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 16:43:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 1.2214, loss: 1.2214 +2023-12-25 03:22:46,704 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 16:43:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9800, loss_cls: 1.3665, loss: 1.3665 +2023-12-25 03:23:09,960 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 16:43:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 1.3133, loss: 1.3133 +2023-12-25 03:23:33,114 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 16:42:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 1.2772, loss: 1.2772 +2023-12-25 03:23:56,308 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 16:42:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 1.3687, loss: 1.3687 +2023-12-25 03:24:19,495 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 16:41:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 1.3189, loss: 1.3189 +2023-12-25 03:24:42,684 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 16:41:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 1.2266, loss: 1.2266 +2023-12-25 03:25:05,882 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 16:40:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 1.3036, loss: 1.3036 +2023-12-25 03:25:29,040 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 16:40:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 1.3217, loss: 1.3217 +2023-12-25 03:25:52,172 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 16:40:04, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9812, loss_cls: 1.3023, loss: 1.3023 +2023-12-25 03:26:15,343 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 16:39:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 1.3234, loss: 1.3234 +2023-12-25 03:26:38,512 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 16:39:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 1.3104, loss: 1.3104 +2023-12-25 03:26:51,285 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-25 03:28:24,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:28:24,676 - pyskl - INFO - +top1_acc 0.8483 +top5_acc 0.9855 +2023-12-25 03:28:24,681 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8483, top5_acc: 0.9855 +2023-12-25 03:29:05,211 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 16:38:47, time: 0.405, data_time: 0.173, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9831, loss_cls: 1.2386, loss: 1.2386 +2023-12-25 03:29:28,447 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 16:38:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 1.2675, loss: 1.2675 +2023-12-25 03:29:51,700 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 16:37:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 1.2149, loss: 1.2149 +2023-12-25 03:30:14,947 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 16:37:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 1.2201, loss: 1.2201 +2023-12-25 03:30:38,149 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 16:37:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 1.3317, loss: 1.3317 +2023-12-25 03:31:01,330 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 16:36:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 1.2475, loss: 1.2475 +2023-12-25 03:31:24,522 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 16:36:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 1.3399, loss: 1.3399 +2023-12-25 03:31:47,737 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 16:35:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 1.3086, loss: 1.3086 +2023-12-25 03:32:10,939 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 16:35:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 1.2928, loss: 1.2928 +2023-12-25 03:32:34,103 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 16:35:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 1.3459, loss: 1.3459 +2023-12-25 03:32:57,335 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 16:34:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 1.3495, loss: 1.3495 +2023-12-25 03:33:20,545 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 16:34:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.3227, loss: 1.3227 +2023-12-25 03:33:43,756 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 16:33:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 1.4043, loss: 1.4043 +2023-12-25 03:34:07,054 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 16:33:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 1.3361, loss: 1.3361 +2023-12-25 03:34:30,309 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 16:32:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 1.2855, loss: 1.2855 +2023-12-25 03:34:53,567 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 16:32:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.3316, loss: 1.3316 +2023-12-25 03:35:16,839 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 16:32:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 1.2993, loss: 1.2993 +2023-12-25 03:35:40,117 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 16:31:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 1.3013, loss: 1.3013 +2023-12-25 03:36:03,388 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 16:31:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 1.3140, loss: 1.3140 +2023-12-25 03:36:26,629 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 16:30:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9794, loss_cls: 1.3468, loss: 1.3468 +2023-12-25 03:36:49,910 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 16:30:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 1.3784, loss: 1.3784 +2023-12-25 03:37:13,182 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 16:29:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 1.2599, loss: 1.2599 +2023-12-25 03:37:36,491 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 16:29:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 1.2630, loss: 1.2630 +2023-12-25 03:37:49,348 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-25 03:39:22,140 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:39:22,220 - pyskl - INFO - +top1_acc 0.8591 +top5_acc 0.9861 +2023-12-25 03:39:22,224 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8591, top5_acc: 0.9861 +2023-12-25 03:40:02,921 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 16:29:07, time: 0.407, data_time: 0.173, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 1.2553, loss: 1.2553 +2023-12-25 03:40:26,281 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 16:28:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 1.3030, loss: 1.3030 +2023-12-25 03:40:49,647 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 16:28:17, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 1.2911, loss: 1.2911 +2023-12-25 03:41:13,074 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 16:27:52, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 1.3097, loss: 1.3097 +2023-12-25 03:41:36,363 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 16:27:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 1.3348, loss: 1.3348 +2023-12-25 03:41:59,678 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 16:27:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 1.2605, loss: 1.2605 +2023-12-25 03:42:23,036 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 16:26:38, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 1.1944, loss: 1.1944 +2023-12-25 03:42:46,425 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 16:26:13, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 1.2141, loss: 1.2141 +2023-12-25 03:43:09,751 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 16:25:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 1.3479, loss: 1.3479 +2023-12-25 03:43:33,098 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 16:25:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 1.2870, loss: 1.2870 +2023-12-25 03:43:56,440 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 16:24:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 1.2937, loss: 1.2937 +2023-12-25 03:44:19,760 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 16:24:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9794, loss_cls: 1.3229, loss: 1.3229 +2023-12-25 03:44:43,087 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 16:24:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 1.3675, loss: 1.3675 +2023-12-25 03:45:06,456 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 16:23:43, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 1.2548, loss: 1.2548 +2023-12-25 03:45:29,772 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 16:23:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 1.3007, loss: 1.3007 +2023-12-25 03:45:53,202 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 16:22:54, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 1.3233, loss: 1.3233 +2023-12-25 03:46:16,581 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 16:22:29, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 1.2893, loss: 1.2893 +2023-12-25 03:46:39,964 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 16:22:04, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 1.2670, loss: 1.2670 +2023-12-25 03:47:03,308 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 16:21:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 1.2563, loss: 1.2563 +2023-12-25 03:47:26,674 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 16:21:15, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 1.2952, loss: 1.2952 +2023-12-25 03:47:50,019 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 16:20:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 1.2806, loss: 1.2806 +2023-12-25 03:48:13,329 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 16:20:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9688, loss_cls: 1.2923, loss: 1.2923 +2023-12-25 03:48:36,628 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 16:20:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 1.2441, loss: 1.2441 +2023-12-25 03:48:49,414 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-25 03:50:21,880 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:50:21,961 - pyskl - INFO - +top1_acc 0.8565 +top5_acc 0.9840 +2023-12-25 03:50:21,966 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8565, top5_acc: 0.9840 +2023-12-25 03:51:02,907 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 16:19:34, time: 0.409, data_time: 0.176, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.2989, loss: 1.2989 +2023-12-25 03:51:26,146 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 16:19:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 1.1949, loss: 1.1949 +2023-12-25 03:51:49,444 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 16:18:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 1.2204, loss: 1.2204 +2023-12-25 03:52:12,710 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 16:18:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 1.2317, loss: 1.2317 +2023-12-25 03:52:35,982 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 16:17:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 1.2318, loss: 1.2318 +2023-12-25 03:52:59,182 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 16:17:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 1.2871, loss: 1.2871 +2023-12-25 03:53:22,398 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 16:17:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 1.1955, loss: 1.1955 +2023-12-25 03:53:45,655 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 16:16:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 1.3240, loss: 1.3240 +2023-12-25 03:54:08,834 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 16:16:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 1.2761, loss: 1.2761 +2023-12-25 03:54:32,045 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 16:15:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 1.2912, loss: 1.2912 +2023-12-25 03:54:55,291 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 16:15:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.2739, loss: 1.2739 +2023-12-25 03:55:18,530 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 16:14:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9825, loss_cls: 1.3004, loss: 1.3004 +2023-12-25 03:55:41,772 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 16:14:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 1.2957, loss: 1.2957 +2023-12-25 03:56:05,020 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 16:14:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 1.2416, loss: 1.2416 +2023-12-25 03:56:28,316 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 16:13:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 1.2499, loss: 1.2499 +2023-12-25 03:56:51,646 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 16:13:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.3098, loss: 1.3098 +2023-12-25 03:57:14,850 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 16:12:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 1.3030, loss: 1.3030 +2023-12-25 03:57:38,066 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 16:12:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 1.2305, loss: 1.2305 +2023-12-25 03:58:01,282 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 16:12:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 1.3056, loss: 1.3056 +2023-12-25 03:58:24,551 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 16:11:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 1.2290, loss: 1.2290 +2023-12-25 03:58:47,796 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 16:11:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 1.3370, loss: 1.3370 +2023-12-25 03:59:11,026 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 16:10:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 1.2816, loss: 1.2816 +2023-12-25 03:59:34,311 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 16:10:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 1.3391, loss: 1.3391 +2023-12-25 03:59:47,045 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-25 04:01:19,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:01:20,013 - pyskl - INFO - +top1_acc 0.8678 +top5_acc 0.9879 +2023-12-25 04:01:20,017 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_34.pth was removed +2023-12-25 04:01:20,157 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2023-12-25 04:01:20,158 - pyskl - INFO - Best top1_acc is 0.8678 at 46 epoch. +2023-12-25 04:01:20,162 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8678, top5_acc: 0.9879 +2023-12-25 04:02:01,011 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 16:09:57, time: 0.408, data_time: 0.175, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 1.2208, loss: 1.2208 +2023-12-25 04:02:24,285 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 16:09:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9856, loss_cls: 1.1970, loss: 1.1970 +2023-12-25 04:02:47,598 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 16:09:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 1.2232, loss: 1.2232 +2023-12-25 04:03:10,931 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 16:08:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 1.1873, loss: 1.1873 +2023-12-25 04:03:34,179 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 16:08:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 1.3065, loss: 1.3065 +2023-12-25 04:03:57,407 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 16:07:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9775, loss_cls: 1.3445, loss: 1.3445 +2023-12-25 04:04:20,706 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 16:07:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 1.2748, loss: 1.2748 +2023-12-25 04:04:43,931 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 16:07:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 1.3531, loss: 1.3531 +2023-12-25 04:05:07,162 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 16:06:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 1.1971, loss: 1.1971 +2023-12-25 04:05:30,458 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 16:06:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 1.2739, loss: 1.2739 +2023-12-25 04:05:53,710 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 16:05:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 1.2633, loss: 1.2633 +2023-12-25 04:06:16,922 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 16:05:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 1.2847, loss: 1.2847 +2023-12-25 04:06:40,140 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 16:04:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 1.2891, loss: 1.2891 +2023-12-25 04:07:03,430 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 16:04:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 1.1989, loss: 1.1989 +2023-12-25 04:07:26,714 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 16:04:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.2093, loss: 1.2093 +2023-12-25 04:07:49,966 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 16:03:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 1.2359, loss: 1.2359 +2023-12-25 04:08:13,234 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 16:03:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 1.2997, loss: 1.2997 +2023-12-25 04:08:36,525 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 16:02:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 1.2410, loss: 1.2410 +2023-12-25 04:08:59,795 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 16:02:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 1.2993, loss: 1.2993 +2023-12-25 04:09:23,054 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 16:02:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 1.2627, loss: 1.2627 +2023-12-25 04:09:46,305 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 16:01:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 1.3443, loss: 1.3443 +2023-12-25 04:10:09,674 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 16:01:13, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 1.3086, loss: 1.3086 +2023-12-25 04:10:32,995 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 16:00:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 1.3134, loss: 1.3134 +2023-12-25 04:10:45,770 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-25 04:12:18,631 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:12:18,713 - pyskl - INFO - +top1_acc 0.8586 +top5_acc 0.9867 +2023-12-25 04:12:18,718 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8586, top5_acc: 0.9867 +2023-12-25 04:12:59,670 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 16:00:22, time: 0.409, data_time: 0.178, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.2662, loss: 1.2662 +2023-12-25 04:13:22,862 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 15:59:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 1.2419, loss: 1.2419 +2023-12-25 04:13:46,114 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 15:59:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 1.2812, loss: 1.2812 +2023-12-25 04:14:09,325 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 15:59:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 1.2675, loss: 1.2675 +2023-12-25 04:14:32,537 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 15:58:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 1.2390, loss: 1.2390 +2023-12-25 04:14:55,762 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 15:58:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 1.2493, loss: 1.2493 +2023-12-25 04:15:19,040 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 15:57:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 1.3071, loss: 1.3071 +2023-12-25 04:15:42,285 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 15:57:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9862, loss_cls: 1.2192, loss: 1.2192 +2023-12-25 04:16:05,511 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 15:57:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9794, loss_cls: 1.2930, loss: 1.2930 +2023-12-25 04:16:28,729 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 15:56:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 1.2412, loss: 1.2412 +2023-12-25 04:16:51,931 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 15:56:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 1.2187, loss: 1.2187 +2023-12-25 04:17:15,142 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 15:55:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 1.2590, loss: 1.2590 +2023-12-25 04:17:38,334 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 15:55:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 1.3582, loss: 1.3582 +2023-12-25 04:18:01,574 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 15:54:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 1.3275, loss: 1.3275 +2023-12-25 04:18:24,794 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 15:54:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 1.2596, loss: 1.2596 +2023-12-25 04:18:47,984 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 15:54:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9762, loss_cls: 1.2991, loss: 1.2991 +2023-12-25 04:19:11,316 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 15:53:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 1.2896, loss: 1.2896 +2023-12-25 04:19:34,594 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 15:53:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 1.2796, loss: 1.2796 +2023-12-25 04:19:57,914 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 15:52:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 1.2650, loss: 1.2650 +2023-12-25 04:20:21,176 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 15:52:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 1.3198, loss: 1.3198 +2023-12-25 04:20:44,488 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 15:52:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 1.3591, loss: 1.3591 +2023-12-25 04:21:07,790 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 15:51:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9750, loss_cls: 1.2002, loss: 1.2002 +2023-12-25 04:21:31,126 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 15:51:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 1.2727, loss: 1.2727 +2023-12-25 04:21:43,848 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-25 04:23:16,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:23:16,803 - pyskl - INFO - +top1_acc 0.8349 +top5_acc 0.9839 +2023-12-25 04:23:16,807 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8349, top5_acc: 0.9839 +2023-12-25 04:23:57,553 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 15:50:46, time: 0.407, data_time: 0.174, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9875, loss_cls: 1.1779, loss: 1.1779 +2023-12-25 04:24:20,897 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 15:50:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 1.3177, loss: 1.3177 +2023-12-25 04:24:44,219 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 15:49:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9819, loss_cls: 1.2877, loss: 1.2877 +2023-12-25 04:25:07,520 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 15:49:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 1.3004, loss: 1.3004 +2023-12-25 04:25:30,814 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 15:49:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.2723, loss: 1.2723 +2023-12-25 04:25:54,141 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 15:48:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 1.2783, loss: 1.2783 +2023-12-25 04:26:17,412 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 15:48:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 1.2601, loss: 1.2601 +2023-12-25 04:26:40,636 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 15:47:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 1.2198, loss: 1.2198 +2023-12-25 04:27:03,867 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 15:47:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 1.2642, loss: 1.2642 +2023-12-25 04:27:27,075 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 15:47:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 1.3151, loss: 1.3151 +2023-12-25 04:27:50,256 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 15:46:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 1.2098, loss: 1.2098 +2023-12-25 04:28:13,468 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 15:46:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 1.2780, loss: 1.2780 +2023-12-25 04:28:36,693 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 15:45:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 1.2915, loss: 1.2915 +2023-12-25 04:28:59,927 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 15:45:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 1.2575, loss: 1.2575 +2023-12-25 04:29:23,161 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 15:44:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 1.2826, loss: 1.2826 +2023-12-25 04:29:46,384 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 15:44:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 1.2601, loss: 1.2601 +2023-12-25 04:30:09,592 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 15:44:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 1.2600, loss: 1.2600 +2023-12-25 04:30:32,799 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 15:43:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9819, loss_cls: 1.2698, loss: 1.2698 +2023-12-25 04:30:56,027 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 15:43:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 1.3204, loss: 1.3204 +2023-12-25 04:31:19,455 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 15:42:54, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9838, loss_cls: 1.2659, loss: 1.2659 +2023-12-25 04:31:42,761 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 15:42:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 1.2099, loss: 1.2099 +2023-12-25 04:32:06,042 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 15:42:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 1.2702, loss: 1.2702 +2023-12-25 04:32:29,394 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 15:41:40, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.2493, loss: 1.2493 +2023-12-25 04:32:42,199 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-25 04:34:14,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:34:14,912 - pyskl - INFO - +top1_acc 0.8352 +top5_acc 0.9826 +2023-12-25 04:34:14,917 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8352, top5_acc: 0.9826 +2023-12-25 04:34:55,755 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 15:41:13, time: 0.408, data_time: 0.176, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.2244, loss: 1.2244 +2023-12-25 04:35:19,168 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 15:40:48, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.1814, loss: 1.1814 +2023-12-25 04:35:42,354 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 15:40:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 1.2768, loss: 1.2768 +2023-12-25 04:36:05,549 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 15:39:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 1.2415, loss: 1.2415 +2023-12-25 04:36:28,735 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 15:39:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 1.3024, loss: 1.3024 +2023-12-25 04:36:51,976 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 15:39:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 1.2503, loss: 1.2503 +2023-12-25 04:37:15,172 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 15:38:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9838, loss_cls: 1.2370, loss: 1.2370 +2023-12-25 04:37:38,372 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 15:38:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 1.2791, loss: 1.2791 +2023-12-25 04:38:01,632 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 15:37:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 1.2638, loss: 1.2638 +2023-12-25 04:38:24,793 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 15:37:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 1.1410, loss: 1.1410 +2023-12-25 04:38:47,981 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 15:37:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 1.2681, loss: 1.2681 +2023-12-25 04:39:11,164 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 15:36:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 1.3070, loss: 1.3070 +2023-12-25 04:39:34,429 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 15:36:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9656, loss_cls: 1.3604, loss: 1.3604 +2023-12-25 04:39:57,664 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 15:35:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 1.3629, loss: 1.3629 +2023-12-25 04:40:20,909 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 15:35:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 1.2902, loss: 1.2902 +2023-12-25 04:40:44,140 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 15:34:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9831, loss_cls: 1.2786, loss: 1.2786 +2023-12-25 04:41:07,353 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 15:34:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 1.3001, loss: 1.3001 +2023-12-25 04:41:30,606 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 15:34:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.2304, loss: 1.2304 +2023-12-25 04:41:53,928 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 15:33:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.2313, loss: 1.2313 +2023-12-25 04:42:17,219 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 15:33:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 1.2764, loss: 1.2764 +2023-12-25 04:42:40,483 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 15:32:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 1.3002, loss: 1.3002 +2023-12-25 04:43:03,760 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 15:32:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 1.1922, loss: 1.1922 +2023-12-25 04:43:27,056 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 15:32:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 1.1902, loss: 1.1902 +2023-12-25 04:43:40,007 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-25 04:45:12,692 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:45:12,773 - pyskl - INFO - +top1_acc 0.8355 +top5_acc 0.9813 +2023-12-25 04:45:12,778 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8355, top5_acc: 0.9813 +2023-12-25 04:45:54,035 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 15:31:40, time: 0.413, data_time: 0.179, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 1.1586, loss: 1.1586 +2023-12-25 04:46:17,239 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 15:31:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 1.2280, loss: 1.2280 +2023-12-25 04:46:40,422 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 15:30:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.2222, loss: 1.2222 +2023-12-25 04:47:03,618 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 15:30:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 1.2046, loss: 1.2046 +2023-12-25 04:47:26,893 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 15:30:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 1.1912, loss: 1.1912 +2023-12-25 04:47:50,221 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 15:29:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.1989, loss: 1.1989 +2023-12-25 04:48:13,504 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 15:29:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 1.3155, loss: 1.3155 +2023-12-25 04:48:36,763 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 15:28:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 1.2375, loss: 1.2375 +2023-12-25 04:49:00,003 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 15:28:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 1.2752, loss: 1.2752 +2023-12-25 04:49:23,227 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 15:27:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 1.3159, loss: 1.3159 +2023-12-25 04:49:46,468 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 15:27:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 1.2255, loss: 1.2255 +2023-12-25 04:50:09,726 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 15:27:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 1.2954, loss: 1.2954 +2023-12-25 04:50:32,969 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 15:26:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 1.2463, loss: 1.2463 +2023-12-25 04:50:56,201 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 15:26:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 1.2088, loss: 1.2088 +2023-12-25 04:51:19,452 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 15:25:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 1.1795, loss: 1.1795 +2023-12-25 04:51:42,699 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 15:25:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.2744, loss: 1.2744 +2023-12-25 04:52:05,901 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 15:25:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 1.2471, loss: 1.2471 +2023-12-25 04:52:29,057 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 15:24:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 1.2579, loss: 1.2579 +2023-12-25 04:52:52,190 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 15:24:13, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 1.3447, loss: 1.3447 +2023-12-25 04:53:15,344 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 15:23:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 1.2962, loss: 1.2962 +2023-12-25 04:53:38,508 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 15:23:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 1.3399, loss: 1.3399 +2023-12-25 04:54:01,754 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 15:22:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 1.2672, loss: 1.2672 +2023-12-25 04:54:25,003 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 15:22:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 1.2601, loss: 1.2601 +2023-12-25 04:54:37,688 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-25 04:56:10,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:56:10,434 - pyskl - INFO - +top1_acc 0.8717 +top5_acc 0.9875 +2023-12-25 04:56:10,438 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_46.pth was removed +2023-12-25 04:56:10,579 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2023-12-25 04:56:10,580 - pyskl - INFO - Best top1_acc is 0.8717 at 51 epoch. +2023-12-25 04:56:10,584 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8717, top5_acc: 0.9875 +2023-12-25 04:56:51,107 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 15:22:05, time: 0.405, data_time: 0.172, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 1.2315, loss: 1.2315 +2023-12-25 04:57:14,306 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 15:21:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 1.2413, loss: 1.2413 +2023-12-25 04:57:37,555 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 15:21:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 1.1671, loss: 1.1671 +2023-12-25 04:58:00,824 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 15:20:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 1.2784, loss: 1.2784 +2023-12-25 04:58:24,138 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 15:20:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 1.2220, loss: 1.2220 +2023-12-25 04:58:47,423 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 15:20:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 1.2695, loss: 1.2695 +2023-12-25 04:59:10,685 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 15:19:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 1.2388, loss: 1.2388 +2023-12-25 04:59:33,954 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 15:19:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 1.2279, loss: 1.2279 +2023-12-25 04:59:57,197 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 15:18:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 1.2319, loss: 1.2319 +2023-12-25 05:00:20,466 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 15:18:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 1.2903, loss: 1.2903 +2023-12-25 05:00:43,642 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 15:17:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9881, loss_cls: 1.2345, loss: 1.2345 +2023-12-25 05:01:06,821 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 15:17:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 1.1983, loss: 1.1983 +2023-12-25 05:01:29,987 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 15:17:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 1.2338, loss: 1.2338 +2023-12-25 05:01:53,166 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 15:16:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 1.2710, loss: 1.2710 +2023-12-25 05:02:16,349 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 15:16:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 1.2281, loss: 1.2281 +2023-12-25 05:02:39,527 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 15:15:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 1.2524, loss: 1.2524 +2023-12-25 05:03:02,833 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 15:15:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.2123, loss: 1.2123 +2023-12-25 05:03:26,092 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 15:15:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.2060, loss: 1.2060 +2023-12-25 05:03:49,363 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 15:14:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.1856, loss: 1.1856 +2023-12-25 05:04:12,634 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 15:14:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 1.2630, loss: 1.2630 +2023-12-25 05:04:36,023 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 15:13:51, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.2006, loss: 1.2006 +2023-12-25 05:04:59,289 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 15:13:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 1.2317, loss: 1.2317 +2023-12-25 05:05:22,553 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 15:13:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 1.2209, loss: 1.2209 +2023-12-25 05:05:35,308 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-25 05:07:07,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:07:08,038 - pyskl - INFO - +top1_acc 0.8584 +top5_acc 0.9865 +2023-12-25 05:07:08,043 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8584, top5_acc: 0.9865 +2023-12-25 05:07:48,966 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 15:12:33, time: 0.409, data_time: 0.176, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 1.1913, loss: 1.1913 +2023-12-25 05:08:12,172 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 15:12:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 1.1917, loss: 1.1917 +2023-12-25 05:08:35,350 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 15:11:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 1.1765, loss: 1.1765 +2023-12-25 05:08:58,581 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 15:11:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 1.1816, loss: 1.1816 +2023-12-25 05:09:21,793 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 15:10:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 1.2243, loss: 1.2243 +2023-12-25 05:09:45,000 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 15:10:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 1.2356, loss: 1.2356 +2023-12-25 05:10:08,203 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 15:10:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 1.1876, loss: 1.1876 +2023-12-25 05:10:31,384 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 15:09:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.2349, loss: 1.2349 +2023-12-25 05:10:54,606 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 15:09:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 1.2018, loss: 1.2018 +2023-12-25 05:11:17,806 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 15:08:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 1.2331, loss: 1.2331 +2023-12-25 05:11:40,997 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 15:08:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 1.2128, loss: 1.2128 +2023-12-25 05:12:04,200 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 15:08:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.1845, loss: 1.1845 +2023-12-25 05:12:27,460 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 15:07:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 1.2589, loss: 1.2589 +2023-12-25 05:12:50,675 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 15:07:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 1.2073, loss: 1.2073 +2023-12-25 05:13:13,867 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 15:06:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 1.2481, loss: 1.2481 +2023-12-25 05:13:37,114 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 15:06:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 1.2552, loss: 1.2552 +2023-12-25 05:14:00,319 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 15:05:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 1.2720, loss: 1.2720 +2023-12-25 05:14:23,516 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 15:05:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 1.2573, loss: 1.2573 +2023-12-25 05:14:46,700 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 15:05:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 1.2519, loss: 1.2519 +2023-12-25 05:15:09,976 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 15:04:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 1.2281, loss: 1.2281 +2023-12-25 05:15:33,289 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 15:04:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.2229, loss: 1.2229 +2023-12-25 05:15:56,582 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 15:03:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 1.2631, loss: 1.2631 +2023-12-25 05:16:19,817 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 15:03:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 1.2730, loss: 1.2730 +2023-12-25 05:16:32,584 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-25 05:18:05,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:18:05,462 - pyskl - INFO - +top1_acc 0.8485 +top5_acc 0.9844 +2023-12-25 05:18:05,466 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8485, top5_acc: 0.9844 +2023-12-25 05:18:45,764 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 15:03:00, time: 0.403, data_time: 0.171, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 1.2097, loss: 1.2097 +2023-12-25 05:19:08,922 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 15:02:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 1.2138, loss: 1.2138 +2023-12-25 05:19:32,087 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 15:02:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 1.1647, loss: 1.1647 +2023-12-25 05:19:55,386 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 15:01:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 1.1935, loss: 1.1935 +2023-12-25 05:20:18,613 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 15:01:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 1.1783, loss: 1.1783 +2023-12-25 05:20:41,833 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 15:00:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 1.1996, loss: 1.1996 +2023-12-25 05:21:05,037 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 15:00:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 1.2587, loss: 1.2587 +2023-12-25 05:21:28,281 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 15:00:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 1.2257, loss: 1.2257 +2023-12-25 05:21:51,458 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 14:59:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9894, loss_cls: 1.1828, loss: 1.1828 +2023-12-25 05:22:14,620 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 14:59:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 1.2667, loss: 1.2667 +2023-12-25 05:22:37,791 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 14:58:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 1.2754, loss: 1.2754 +2023-12-25 05:23:01,029 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 14:58:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 1.1845, loss: 1.1845 +2023-12-25 05:23:24,229 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 14:58:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 1.2255, loss: 1.2255 +2023-12-25 05:23:47,443 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 14:57:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 1.2978, loss: 1.2978 +2023-12-25 05:24:10,673 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 14:57:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 1.2459, loss: 1.2459 +2023-12-25 05:24:33,922 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 14:56:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 1.2795, loss: 1.2795 +2023-12-25 05:24:57,131 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 14:56:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 1.2460, loss: 1.2460 +2023-12-25 05:25:20,370 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 14:56:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 1.2681, loss: 1.2681 +2023-12-25 05:25:43,656 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 14:55:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 1.1441, loss: 1.1441 +2023-12-25 05:26:06,820 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 14:55:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 1.2087, loss: 1.2087 +2023-12-25 05:26:29,960 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 14:54:46, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 1.2236, loss: 1.2236 +2023-12-25 05:26:53,106 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 14:54:21, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 1.2337, loss: 1.2337 +2023-12-25 05:27:16,300 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 14:53:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 1.1773, loss: 1.1773 +2023-12-25 05:27:28,996 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-25 05:29:01,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:29:01,994 - pyskl - INFO - +top1_acc 0.8647 +top5_acc 0.9867 +2023-12-25 05:29:01,998 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8647, top5_acc: 0.9867 +2023-12-25 05:29:42,855 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 14:53:28, time: 0.409, data_time: 0.175, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 1.1813, loss: 1.1813 +2023-12-25 05:30:06,164 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 14:53:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 1.1040, loss: 1.1040 +2023-12-25 05:30:29,464 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 14:52:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 1.1074, loss: 1.1074 +2023-12-25 05:30:52,749 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 14:52:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 1.1772, loss: 1.1772 +2023-12-25 05:31:16,041 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 14:51:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 1.2251, loss: 1.2251 +2023-12-25 05:31:39,341 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 14:51:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 1.2601, loss: 1.2601 +2023-12-25 05:32:02,671 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 14:51:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 1.2384, loss: 1.2384 +2023-12-25 05:32:25,942 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 14:50:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 1.2227, loss: 1.2227 +2023-12-25 05:32:49,211 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 14:50:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9881, loss_cls: 1.2137, loss: 1.2137 +2023-12-25 05:33:12,442 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 14:49:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9781, loss_cls: 1.1839, loss: 1.1839 +2023-12-25 05:33:35,652 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 14:49:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 1.2418, loss: 1.2418 +2023-12-25 05:33:58,838 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 14:48:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 1.1990, loss: 1.1990 +2023-12-25 05:34:22,039 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 14:48:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 1.2183, loss: 1.2183 +2023-12-25 05:34:45,419 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 14:48:09, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 1.1776, loss: 1.1776 +2023-12-25 05:35:08,733 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 14:47:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 1.1816, loss: 1.1816 +2023-12-25 05:35:32,064 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 14:47:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 1.2072, loss: 1.2072 +2023-12-25 05:35:55,286 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 14:46:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.2297, loss: 1.2297 +2023-12-25 05:36:18,553 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 14:46:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 1.2203, loss: 1.2203 +2023-12-25 05:36:41,737 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 14:46:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 1.2688, loss: 1.2688 +2023-12-25 05:37:04,950 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 14:45:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 1.2438, loss: 1.2438 +2023-12-25 05:37:28,097 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 14:45:17, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 1.2365, loss: 1.2365 +2023-12-25 05:37:51,288 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 14:44:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 1.2094, loss: 1.2094 +2023-12-25 05:38:14,481 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 14:44:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 1.2591, loss: 1.2591 +2023-12-25 05:38:27,281 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-25 05:39:59,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:39:59,536 - pyskl - INFO - +top1_acc 0.8840 +top5_acc 0.9876 +2023-12-25 05:39:59,540 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_51.pth was removed +2023-12-25 05:39:59,680 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2023-12-25 05:39:59,681 - pyskl - INFO - Best top1_acc is 0.8840 at 55 epoch. +2023-12-25 05:39:59,685 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8840, top5_acc: 0.9876 +2023-12-25 05:40:40,034 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 14:43:58, time: 0.403, data_time: 0.171, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 1.2146, loss: 1.2146 +2023-12-25 05:41:03,355 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 14:43:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 1.1163, loss: 1.1163 +2023-12-25 05:41:26,705 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 14:43:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 1.1402, loss: 1.1402 +2023-12-25 05:41:50,024 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 14:42:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 1.1482, loss: 1.1482 +2023-12-25 05:42:13,374 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 14:42:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 1.2174, loss: 1.2174 +2023-12-25 05:42:36,740 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 14:41:56, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 1.1895, loss: 1.1895 +2023-12-25 05:43:00,022 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 14:41:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 1.2136, loss: 1.2136 +2023-12-25 05:43:23,315 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 14:41:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.0963, loss: 1.0963 +2023-12-25 05:43:46,607 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 14:40:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9731, loss_cls: 1.1737, loss: 1.1737 +2023-12-25 05:44:09,889 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 14:40:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9838, loss_cls: 1.2322, loss: 1.2322 +2023-12-25 05:44:33,168 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 14:39:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 1.2573, loss: 1.2573 +2023-12-25 05:44:56,441 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 14:39:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 1.2245, loss: 1.2245 +2023-12-25 05:45:19,855 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 14:39:05, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 1.2647, loss: 1.2647 +2023-12-25 05:45:43,190 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 14:38:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 1.1585, loss: 1.1585 +2023-12-25 05:46:06,530 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 14:38:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 1.2661, loss: 1.2661 +2023-12-25 05:46:29,878 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 14:37:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 1.2364, loss: 1.2364 +2023-12-25 05:46:53,254 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 14:37:27, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 1.1425, loss: 1.1425 +2023-12-25 05:47:16,547 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 14:37:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9869, loss_cls: 1.1844, loss: 1.1844 +2023-12-25 05:47:39,827 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 14:36:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 1.1989, loss: 1.1989 +2023-12-25 05:48:03,124 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 14:36:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.2088, loss: 1.2088 +2023-12-25 05:48:26,443 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 14:35:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 1.2606, loss: 1.2606 +2023-12-25 05:48:49,771 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 14:35:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 1.2810, loss: 1.2810 +2023-12-25 05:49:13,070 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 14:35:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.2376, loss: 1.2376 +2023-12-25 05:49:25,835 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-25 05:50:58,259 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:50:58,342 - pyskl - INFO - +top1_acc 0.8576 +top5_acc 0.9871 +2023-12-25 05:50:58,347 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8576, top5_acc: 0.9871 +2023-12-25 05:51:38,867 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 14:34:31, time: 0.405, data_time: 0.173, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 1.1849, loss: 1.1849 +2023-12-25 05:52:02,075 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 14:34:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 1.1507, loss: 1.1507 +2023-12-25 05:52:25,336 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 14:33:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.1598, loss: 1.1598 +2023-12-25 05:52:48,572 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 14:33:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 1.1333, loss: 1.1333 +2023-12-25 05:53:11,826 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 14:32:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 1.1946, loss: 1.1946 +2023-12-25 05:53:35,060 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 14:32:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 1.1931, loss: 1.1931 +2023-12-25 05:53:58,295 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 14:32:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 1.2418, loss: 1.2418 +2023-12-25 05:54:21,524 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 14:31:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.2228, loss: 1.2228 +2023-12-25 05:54:44,725 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 14:31:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 1.1725, loss: 1.1725 +2023-12-25 05:55:07,914 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 14:30:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 1.2300, loss: 1.2300 +2023-12-25 05:55:31,144 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 14:30:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 1.1541, loss: 1.1541 +2023-12-25 05:55:54,393 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 14:30:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 1.2172, loss: 1.2172 +2023-12-25 05:56:17,613 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 14:29:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 1.2142, loss: 1.2142 +2023-12-25 05:56:40,847 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 14:29:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 1.1987, loss: 1.1987 +2023-12-25 05:57:04,025 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 14:28:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.2451, loss: 1.2451 +2023-12-25 05:57:27,269 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 14:28:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 1.2298, loss: 1.2298 +2023-12-25 05:57:50,559 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 14:27:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 1.2773, loss: 1.2773 +2023-12-25 05:58:13,762 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 14:27:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 1.1310, loss: 1.1310 +2023-12-25 05:58:36,953 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 14:27:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9900, loss_cls: 1.1577, loss: 1.1577 +2023-12-25 05:59:00,187 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 14:26:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 1.2524, loss: 1.2524 +2023-12-25 05:59:23,365 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 14:26:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 1.2245, loss: 1.2245 +2023-12-25 05:59:46,529 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 14:25:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 1.2154, loss: 1.2154 +2023-12-25 06:00:09,733 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 14:25:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 1.2065, loss: 1.2065 +2023-12-25 06:00:22,546 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-25 06:01:55,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:01:55,340 - pyskl - INFO - +top1_acc 0.8527 +top5_acc 0.9852 +2023-12-25 06:01:55,345 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8527, top5_acc: 0.9852 +2023-12-25 06:02:35,754 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 14:25:01, time: 0.404, data_time: 0.172, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 1.1414, loss: 1.1414 +2023-12-25 06:02:58,984 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 14:24:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9894, loss_cls: 1.1149, loss: 1.1149 +2023-12-25 06:03:22,177 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 14:24:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 1.1752, loss: 1.1752 +2023-12-25 06:03:45,392 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 14:23:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 1.1651, loss: 1.1651 +2023-12-25 06:04:08,597 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 14:23:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 1.2145, loss: 1.2145 +2023-12-25 06:04:31,808 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 14:22:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.1747, loss: 1.1747 +2023-12-25 06:04:55,018 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 14:22:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 1.2481, loss: 1.2481 +2023-12-25 06:05:18,241 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 14:22:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 1.1961, loss: 1.1961 +2023-12-25 06:05:41,493 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 14:21:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 1.1756, loss: 1.1756 +2023-12-25 06:06:04,654 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 14:21:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 1.1901, loss: 1.1901 +2023-12-25 06:06:27,877 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 14:20:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9744, loss_cls: 1.1919, loss: 1.1919 +2023-12-25 06:06:51,044 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 14:20:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 1.1680, loss: 1.1680 +2023-12-25 06:07:14,243 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 14:20:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 1.1861, loss: 1.1861 +2023-12-25 06:07:37,408 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 14:19:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 1.1788, loss: 1.1788 +2023-12-25 06:08:00,775 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 14:19:17, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 1.1927, loss: 1.1927 +2023-12-25 06:08:23,950 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 14:18:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.2428, loss: 1.2428 +2023-12-25 06:08:47,083 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 14:18:28, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9850, loss_cls: 1.2746, loss: 1.2746 +2023-12-25 06:09:10,385 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 14:18:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 1.1842, loss: 1.1842 +2023-12-25 06:09:33,603 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 14:17:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 1.1703, loss: 1.1703 +2023-12-25 06:09:56,774 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 14:17:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 1.1979, loss: 1.1979 +2023-12-25 06:10:19,950 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 14:16:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 1.1157, loss: 1.1157 +2023-12-25 06:10:43,139 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 14:16:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 1.2612, loss: 1.2612 +2023-12-25 06:11:06,327 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 14:16:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 1.2342, loss: 1.2342 +2023-12-25 06:11:19,071 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-25 06:12:51,572 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:12:51,652 - pyskl - INFO - +top1_acc 0.8542 +top5_acc 0.9866 +2023-12-25 06:12:51,657 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8542, top5_acc: 0.9866 +2023-12-25 06:13:31,907 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 14:15:31, time: 0.402, data_time: 0.171, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 1.1709, loss: 1.1709 +2023-12-25 06:13:55,145 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 14:15:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 1.1926, loss: 1.1926 +2023-12-25 06:14:18,370 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 14:14:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9894, loss_cls: 1.1340, loss: 1.1340 +2023-12-25 06:14:41,551 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 14:14:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 1.1264, loss: 1.1264 +2023-12-25 06:15:04,746 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 14:13:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 1.1609, loss: 1.1609 +2023-12-25 06:15:27,959 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 14:13:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 1.1790, loss: 1.1790 +2023-12-25 06:15:51,170 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 14:13:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 1.1688, loss: 1.1688 +2023-12-25 06:16:14,341 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 14:12:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 1.1768, loss: 1.1768 +2023-12-25 06:16:37,472 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 14:12:14, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 1.1588, loss: 1.1588 +2023-12-25 06:17:00,627 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 14:11:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 1.2264, loss: 1.2264 +2023-12-25 06:17:23,770 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 14:11:25, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 1.1729, loss: 1.1729 +2023-12-25 06:17:46,916 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 14:11:00, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 1.2059, loss: 1.2059 +2023-12-25 06:18:10,104 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 14:10:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 1.2453, loss: 1.2453 +2023-12-25 06:18:33,472 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 14:10:11, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 1.1057, loss: 1.1057 +2023-12-25 06:18:56,733 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 14:09:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 1.1737, loss: 1.1737 +2023-12-25 06:19:19,922 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 14:09:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 1.2096, loss: 1.2096 +2023-12-25 06:19:43,120 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 14:08:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 1.2269, loss: 1.2269 +2023-12-25 06:20:06,378 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 14:08:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 1.2382, loss: 1.2382 +2023-12-25 06:20:29,697 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 14:08:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 1.2142, loss: 1.2142 +2023-12-25 06:20:52,947 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 14:07:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9750, loss_cls: 1.1781, loss: 1.1781 +2023-12-25 06:21:16,138 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 14:07:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 1.1602, loss: 1.1602 +2023-12-25 06:21:39,387 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 14:06:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 1.1052, loss: 1.1052 +2023-12-25 06:22:02,590 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 14:06:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9688, loss_cls: 1.2353, loss: 1.2353 +2023-12-25 06:22:15,361 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-25 06:23:48,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:23:48,318 - pyskl - INFO - +top1_acc 0.8761 +top5_acc 0.9887 +2023-12-25 06:23:48,322 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8761, top5_acc: 0.9887 +2023-12-25 06:24:28,836 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 14:06:02, time: 0.405, data_time: 0.171, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 1.1092, loss: 1.1092 +2023-12-25 06:24:52,252 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 14:05:37, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 1.1395, loss: 1.1395 +2023-12-25 06:25:15,628 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 14:05:13, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 1.1663, loss: 1.1663 +2023-12-25 06:25:39,004 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 14:04:49, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 1.1208, loss: 1.1208 +2023-12-25 06:26:02,290 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 14:04:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 1.1614, loss: 1.1614 +2023-12-25 06:26:25,538 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 14:04:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 1.1520, loss: 1.1520 +2023-12-25 06:26:48,797 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 14:03:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 1.1951, loss: 1.1951 +2023-12-25 06:27:12,041 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 14:03:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 1.1863, loss: 1.1863 +2023-12-25 06:27:35,318 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 14:02:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 1.2013, loss: 1.2013 +2023-12-25 06:27:58,576 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 14:02:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 1.1542, loss: 1.1542 +2023-12-25 06:28:21,830 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 14:01:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 1.1683, loss: 1.1683 +2023-12-25 06:28:45,099 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 14:01:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 1.1954, loss: 1.1954 +2023-12-25 06:29:08,494 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 14:01:09, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 1.1538, loss: 1.1538 +2023-12-25 06:29:31,814 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 14:00:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 1.1497, loss: 1.1497 +2023-12-25 06:29:55,141 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 14:00:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 1.1991, loss: 1.1991 +2023-12-25 06:30:18,488 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 13:59:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 1.1877, loss: 1.1877 +2023-12-25 06:30:41,780 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 13:59:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 1.2172, loss: 1.2172 +2023-12-25 06:31:05,096 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 13:59:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 1.1797, loss: 1.1797 +2023-12-25 06:31:28,352 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 13:58:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 1.2084, loss: 1.2084 +2023-12-25 06:31:51,683 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 13:58:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.2002, loss: 1.2002 +2023-12-25 06:32:14,998 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 13:57:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 1.2089, loss: 1.2089 +2023-12-25 06:32:38,279 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 13:57:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 1.2764, loss: 1.2764 +2023-12-25 06:33:01,578 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 13:57:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 1.2848, loss: 1.2848 +2023-12-25 06:33:14,365 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-25 06:34:47,038 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:34:47,121 - pyskl - INFO - +top1_acc 0.8593 +top5_acc 0.9857 +2023-12-25 06:34:47,126 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8593, top5_acc: 0.9857 +2023-12-25 06:35:27,619 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 13:56:36, time: 0.405, data_time: 0.171, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9788, loss_cls: 1.1334, loss: 1.1334 +2023-12-25 06:35:50,872 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 13:56:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 1.0893, loss: 1.0893 +2023-12-25 06:36:14,084 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 13:55:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 1.0796, loss: 1.0796 +2023-12-25 06:36:37,328 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 13:55:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9844, loss_cls: 1.2328, loss: 1.2328 +2023-12-25 06:37:00,569 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 13:54:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 1.1323, loss: 1.1323 +2023-12-25 06:37:23,801 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 13:54:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 1.0925, loss: 1.0925 +2023-12-25 06:37:47,018 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 13:54:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 1.2004, loss: 1.2004 +2023-12-25 06:38:10,314 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 13:53:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 1.2183, loss: 1.2183 +2023-12-25 06:38:33,525 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 13:53:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 1.2511, loss: 1.2511 +2023-12-25 06:38:56,711 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 13:52:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.1733, loss: 1.1733 +2023-12-25 06:39:19,913 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 13:52:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 1.2205, loss: 1.2205 +2023-12-25 06:39:43,224 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 13:52:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 1.1720, loss: 1.1720 +2023-12-25 06:40:06,437 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 13:51:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 1.1857, loss: 1.1857 +2023-12-25 06:40:29,657 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 13:51:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 1.2582, loss: 1.2582 +2023-12-25 06:40:52,974 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 13:50:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 1.1550, loss: 1.1550 +2023-12-25 06:41:16,231 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 13:50:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 1.2029, loss: 1.2029 +2023-12-25 06:41:39,445 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 13:50:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9838, loss_cls: 1.2499, loss: 1.2499 +2023-12-25 06:42:02,650 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 13:49:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.1624, loss: 1.1624 +2023-12-25 06:42:25,957 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 13:49:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 1.1690, loss: 1.1690 +2023-12-25 06:42:49,194 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 13:48:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 1.1711, loss: 1.1711 +2023-12-25 06:43:12,411 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 13:48:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 1.1968, loss: 1.1968 +2023-12-25 06:43:35,679 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 13:48:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 1.1999, loss: 1.1999 +2023-12-25 06:43:59,070 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 13:47:39, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 1.1495, loss: 1.1495 +2023-12-25 06:44:11,911 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-25 06:45:44,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:45:44,835 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9869 +2023-12-25 06:45:44,839 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8765, top5_acc: 0.9869 +2023-12-25 06:46:25,528 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 13:47:10, time: 0.407, data_time: 0.174, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 1.1384, loss: 1.1384 +2023-12-25 06:46:48,818 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 13:46:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 1.1259, loss: 1.1259 +2023-12-25 06:47:12,056 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 13:46:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.1132, loss: 1.1132 +2023-12-25 06:47:35,298 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 13:45:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 1.1263, loss: 1.1263 +2023-12-25 06:47:58,550 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 13:45:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 1.1398, loss: 1.1398 +2023-12-25 06:48:21,786 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 13:45:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 1.2171, loss: 1.2171 +2023-12-25 06:48:45,105 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 13:44:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 1.1634, loss: 1.1634 +2023-12-25 06:49:08,366 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 13:44:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 1.1628, loss: 1.1628 +2023-12-25 06:49:31,627 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 13:43:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 1.1495, loss: 1.1495 +2023-12-25 06:49:54,957 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 13:43:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9881, loss_cls: 1.1210, loss: 1.1210 +2023-12-25 06:50:18,236 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 13:43:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 1.2150, loss: 1.2150 +2023-12-25 06:50:41,498 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 13:42:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 1.1163, loss: 1.1163 +2023-12-25 06:51:04,715 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 13:42:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.1827, loss: 1.1827 +2023-12-25 06:51:27,981 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 13:41:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 1.1942, loss: 1.1942 +2023-12-25 06:51:51,185 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 13:41:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 1.1835, loss: 1.1835 +2023-12-25 06:52:14,393 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 13:41:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 1.1971, loss: 1.1971 +2023-12-25 06:52:37,610 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 13:40:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9769, loss_cls: 1.1256, loss: 1.1256 +2023-12-25 06:53:00,840 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 13:40:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 1.2215, loss: 1.2215 +2023-12-25 06:53:24,059 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 13:39:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 1.1149, loss: 1.1149 +2023-12-25 06:53:47,266 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 13:39:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 1.2279, loss: 1.2279 +2023-12-25 06:54:10,449 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 13:39:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9894, loss_cls: 1.1362, loss: 1.1362 +2023-12-25 06:54:33,663 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 13:38:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 1.1886, loss: 1.1886 +2023-12-25 06:54:56,890 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 13:38:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 1.2106, loss: 1.2106 +2023-12-25 06:55:09,690 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-25 06:56:42,436 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:56:42,519 - pyskl - INFO - +top1_acc 0.8829 +top5_acc 0.9896 +2023-12-25 06:56:42,523 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8829, top5_acc: 0.9896 +2023-12-25 06:57:23,543 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 13:37:44, time: 0.410, data_time: 0.177, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 1.1272, loss: 1.1272 +2023-12-25 06:57:46,806 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 13:37:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 1.0439, loss: 1.0439 +2023-12-25 06:58:10,018 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 13:36:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.0890, loss: 1.0890 +2023-12-25 06:58:33,273 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 13:36:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 1.1495, loss: 1.1495 +2023-12-25 06:58:56,520 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 13:36:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 1.1106, loss: 1.1106 +2023-12-25 06:59:19,832 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 13:35:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.0857, loss: 1.0857 +2023-12-25 06:59:43,138 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 13:35:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 1.1194, loss: 1.1194 +2023-12-25 07:00:06,397 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 13:34:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 1.1241, loss: 1.1241 +2023-12-25 07:00:29,603 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 13:34:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 1.1685, loss: 1.1685 +2023-12-25 07:00:52,852 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 13:34:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 1.2218, loss: 1.2218 +2023-12-25 07:01:16,122 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 13:33:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 1.1632, loss: 1.1632 +2023-12-25 07:01:39,427 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 13:33:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 1.1879, loss: 1.1879 +2023-12-25 07:02:02,695 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 13:32:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.2142, loss: 1.2142 +2023-12-25 07:02:25,974 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 13:32:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 1.1136, loss: 1.1136 +2023-12-25 07:02:49,212 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 13:32:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 1.1413, loss: 1.1413 +2023-12-25 07:03:12,451 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 13:31:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 1.1991, loss: 1.1991 +2023-12-25 07:03:35,687 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 13:31:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 1.1868, loss: 1.1868 +2023-12-25 07:03:58,918 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 13:30:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 1.1946, loss: 1.1946 +2023-12-25 07:04:22,172 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 13:30:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 1.2210, loss: 1.2210 +2023-12-25 07:04:45,425 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 13:30:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 1.0985, loss: 1.0985 +2023-12-25 07:05:08,658 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 13:29:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 1.2031, loss: 1.2031 +2023-12-25 07:05:31,903 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 13:29:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 1.1994, loss: 1.1994 +2023-12-25 07:05:55,177 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 13:28:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 1.2173, loss: 1.2173 +2023-12-25 07:06:07,936 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-25 07:07:40,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:07:40,531 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9884 +2023-12-25 07:07:40,536 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8823, top5_acc: 0.9884 +2023-12-25 07:08:21,638 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 13:28:19, time: 0.411, data_time: 0.178, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 1.0802, loss: 1.0802 +2023-12-25 07:08:44,916 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 13:27:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.1005, loss: 1.1005 +2023-12-25 07:09:08,238 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 13:27:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 1.1092, loss: 1.1092 +2023-12-25 07:09:31,490 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 13:27:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 1.1109, loss: 1.1109 +2023-12-25 07:09:54,728 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 13:26:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 1.1867, loss: 1.1867 +2023-12-25 07:10:17,917 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 13:26:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 1.1003, loss: 1.1003 +2023-12-25 07:10:41,113 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 13:25:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 1.1412, loss: 1.1412 +2023-12-25 07:11:04,413 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 13:25:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 1.1447, loss: 1.1447 +2023-12-25 07:11:27,716 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 13:25:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 1.1208, loss: 1.1208 +2023-12-25 07:11:50,917 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 13:24:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 1.1011, loss: 1.1011 +2023-12-25 07:12:14,086 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 13:24:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 1.1305, loss: 1.1305 +2023-12-25 07:12:37,432 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 13:23:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 1.1777, loss: 1.1777 +2023-12-25 07:13:00,653 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 13:23:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 1.2259, loss: 1.2259 +2023-12-25 07:13:23,851 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 13:23:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 1.2007, loss: 1.2007 +2023-12-25 07:13:47,049 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 13:22:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 1.2324, loss: 1.2324 +2023-12-25 07:14:10,255 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 13:22:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 1.2198, loss: 1.2198 +2023-12-25 07:14:33,439 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 13:21:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 1.1435, loss: 1.1435 +2023-12-25 07:14:56,622 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 13:21:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 1.1981, loss: 1.1981 +2023-12-25 07:15:19,896 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 13:21:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 1.1936, loss: 1.1936 +2023-12-25 07:15:43,149 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 13:20:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.1516, loss: 1.1516 +2023-12-25 07:16:06,384 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 13:20:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 1.1568, loss: 1.1568 +2023-12-25 07:16:29,604 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 13:19:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 1.1245, loss: 1.1245 +2023-12-25 07:16:52,805 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 13:19:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 1.1546, loss: 1.1546 +2023-12-25 07:17:05,657 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-25 07:18:38,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:18:38,608 - pyskl - INFO - +top1_acc 0.8869 +top5_acc 0.9900 +2023-12-25 07:18:38,612 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_55.pth was removed +2023-12-25 07:18:38,756 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2023-12-25 07:18:38,757 - pyskl - INFO - Best top1_acc is 0.8869 at 64 epoch. +2023-12-25 07:18:38,762 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8869, top5_acc: 0.9900 +2023-12-25 07:19:19,622 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 13:18:54, time: 0.409, data_time: 0.175, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 1.1009, loss: 1.1009 +2023-12-25 07:19:42,956 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 13:18:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 1.1006, loss: 1.1006 +2023-12-25 07:20:06,205 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 13:18:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 1.0962, loss: 1.0962 +2023-12-25 07:20:29,429 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 13:17:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 1.0999, loss: 1.0999 +2023-12-25 07:20:52,787 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 13:17:17, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 1.1436, loss: 1.1436 +2023-12-25 07:21:16,071 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 13:16:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9725, loss_cls: 1.2041, loss: 1.2041 +2023-12-25 07:21:39,326 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 13:16:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.1072, loss: 1.1072 +2023-12-25 07:22:02,573 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 13:16:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 1.1565, loss: 1.1565 +2023-12-25 07:22:25,811 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 13:15:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 1.1348, loss: 1.1348 +2023-12-25 07:22:49,043 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 13:15:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 1.1572, loss: 1.1572 +2023-12-25 07:23:12,304 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 13:14:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 1.1924, loss: 1.1924 +2023-12-25 07:23:35,522 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 13:14:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 1.1764, loss: 1.1764 +2023-12-25 07:23:58,792 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 13:14:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.0798, loss: 1.0798 +2023-12-25 07:24:22,042 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 13:13:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 1.1345, loss: 1.1345 +2023-12-25 07:24:45,266 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 13:13:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 1.1726, loss: 1.1726 +2023-12-25 07:25:08,472 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 13:12:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 1.1754, loss: 1.1754 +2023-12-25 07:25:31,698 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 13:12:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 1.1881, loss: 1.1881 +2023-12-25 07:25:54,923 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 13:12:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 1.1527, loss: 1.1527 +2023-12-25 07:26:18,140 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 13:11:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 1.1638, loss: 1.1638 +2023-12-25 07:26:41,384 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 13:11:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9856, loss_cls: 1.1883, loss: 1.1883 +2023-12-25 07:27:04,626 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 13:10:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 1.2101, loss: 1.2101 +2023-12-25 07:27:27,880 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 13:10:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 1.1785, loss: 1.1785 +2023-12-25 07:27:51,185 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 13:09:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.0560, loss: 1.0560 +2023-12-25 07:28:03,968 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-25 07:29:36,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:29:36,984 - pyskl - INFO - +top1_acc 0.8731 +top5_acc 0.9884 +2023-12-25 07:29:36,988 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8731, top5_acc: 0.9884 +2023-12-25 07:30:18,066 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 13:09:29, time: 0.411, data_time: 0.179, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.0720, loss: 1.0720 +2023-12-25 07:30:41,278 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 13:09:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 1.1246, loss: 1.1246 +2023-12-25 07:31:04,513 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 13:08:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 1.0577, loss: 1.0577 +2023-12-25 07:31:27,769 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 13:08:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 1.1903, loss: 1.1903 +2023-12-25 07:31:51,022 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 13:07:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 1.1373, loss: 1.1373 +2023-12-25 07:32:14,288 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 13:07:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 1.1509, loss: 1.1509 +2023-12-25 07:32:37,564 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 13:07:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 1.1612, loss: 1.1612 +2023-12-25 07:33:00,835 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 13:06:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 1.1180, loss: 1.1180 +2023-12-25 07:33:24,091 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 13:06:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 1.2119, loss: 1.2119 +2023-12-25 07:33:47,337 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 13:05:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 1.1626, loss: 1.1626 +2023-12-25 07:34:10,624 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 13:05:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 1.1400, loss: 1.1400 +2023-12-25 07:34:33,856 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 13:05:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 1.0974, loss: 1.0974 +2023-12-25 07:34:57,059 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 13:04:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.1212, loss: 1.1212 +2023-12-25 07:35:20,330 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 13:04:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 1.2122, loss: 1.2122 +2023-12-25 07:35:43,592 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 13:03:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 1.1625, loss: 1.1625 +2023-12-25 07:36:06,900 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 13:03:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 1.2023, loss: 1.2023 +2023-12-25 07:36:30,231 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 13:03:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 1.1059, loss: 1.1059 +2023-12-25 07:36:53,520 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 13:02:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 1.1897, loss: 1.1897 +2023-12-25 07:37:16,854 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 13:02:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 1.0943, loss: 1.0943 +2023-12-25 07:37:40,212 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 13:01:49, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 1.1207, loss: 1.1207 +2023-12-25 07:38:03,520 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 13:01:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 1.1156, loss: 1.1156 +2023-12-25 07:38:26,823 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 13:01:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 1.1512, loss: 1.1512 +2023-12-25 07:38:50,191 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 13:00:36, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 1.1986, loss: 1.1986 +2023-12-25 07:39:02,967 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-25 07:40:36,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:40:36,462 - pyskl - INFO - +top1_acc 0.8930 +top5_acc 0.9899 +2023-12-25 07:40:36,466 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_64.pth was removed +2023-12-25 07:40:36,609 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2023-12-25 07:40:36,610 - pyskl - INFO - Best top1_acc is 0.8930 at 66 epoch. +2023-12-25 07:40:36,614 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8930, top5_acc: 0.9899 +2023-12-25 07:41:17,573 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 13:00:06, time: 0.410, data_time: 0.177, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 1.1533, loss: 1.1533 +2023-12-25 07:41:40,848 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 12:59:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 1.1429, loss: 1.1429 +2023-12-25 07:42:04,102 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 12:59:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 1.1433, loss: 1.1433 +2023-12-25 07:42:27,380 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 12:58:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 1.1281, loss: 1.1281 +2023-12-25 07:42:50,667 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 12:58:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 1.0812, loss: 1.0812 +2023-12-25 07:43:13,901 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 12:58:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 1.1128, loss: 1.1128 +2023-12-25 07:43:37,136 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 12:57:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 1.0308, loss: 1.0308 +2023-12-25 07:44:00,410 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 12:57:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 1.1137, loss: 1.1137 +2023-12-25 07:44:23,609 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 12:56:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 1.0985, loss: 1.0985 +2023-12-25 07:44:46,813 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 12:56:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 1.1486, loss: 1.1486 +2023-12-25 07:45:10,014 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 12:56:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 1.1083, loss: 1.1083 +2023-12-25 07:45:33,188 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 12:55:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 1.1801, loss: 1.1801 +2023-12-25 07:45:56,371 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 12:55:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 1.1298, loss: 1.1298 +2023-12-25 07:46:19,510 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 12:54:50, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 1.1165, loss: 1.1165 +2023-12-25 07:46:42,700 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 12:54:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 1.1612, loss: 1.1612 +2023-12-25 07:47:05,940 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 12:54:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 1.1095, loss: 1.1095 +2023-12-25 07:47:29,178 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 12:53:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 1.0948, loss: 1.0948 +2023-12-25 07:47:52,414 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 12:53:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 1.0993, loss: 1.0993 +2023-12-25 07:48:15,569 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 12:52:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 1.1935, loss: 1.1935 +2023-12-25 07:48:38,728 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 12:52:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 1.1502, loss: 1.1502 +2023-12-25 07:49:01,908 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 12:52:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 1.1835, loss: 1.1835 +2023-12-25 07:49:25,102 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 12:51:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 1.1394, loss: 1.1394 +2023-12-25 07:49:48,464 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 12:51:12, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 1.0795, loss: 1.0795 +2023-12-25 07:50:01,262 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-25 07:51:34,072 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:51:34,153 - pyskl - INFO - +top1_acc 0.8744 +top5_acc 0.9874 +2023-12-25 07:51:34,157 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8744, top5_acc: 0.9874 +2023-12-25 07:52:15,009 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 12:50:41, time: 0.408, data_time: 0.175, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 1.0322, loss: 1.0322 +2023-12-25 07:52:38,279 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 12:50:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 1.0954, loss: 1.0954 +2023-12-25 07:53:01,497 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 12:49:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 1.1294, loss: 1.1294 +2023-12-25 07:53:24,709 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 12:49:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 1.1190, loss: 1.1190 +2023-12-25 07:53:47,958 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 12:49:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 1.0835, loss: 1.0835 +2023-12-25 07:54:11,252 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 12:48:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9825, loss_cls: 1.0591, loss: 1.0591 +2023-12-25 07:54:34,512 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 12:48:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 1.1411, loss: 1.1411 +2023-12-25 07:54:57,744 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 12:47:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9888, loss_cls: 1.1102, loss: 1.1102 +2023-12-25 07:55:20,946 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 12:47:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.0608, loss: 1.0608 +2023-12-25 07:55:44,154 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 12:47:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 1.1640, loss: 1.1640 +2023-12-25 07:56:07,374 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 12:46:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 1.2062, loss: 1.2062 +2023-12-25 07:56:30,590 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 12:46:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 1.2268, loss: 1.2268 +2023-12-25 07:56:53,784 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 12:45:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 1.1491, loss: 1.1491 +2023-12-25 07:57:17,018 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 12:45:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 1.1045, loss: 1.1045 +2023-12-25 07:57:40,254 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 12:45:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 1.1570, loss: 1.1570 +2023-12-25 07:58:03,465 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 12:44:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 1.1168, loss: 1.1168 +2023-12-25 07:58:26,665 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 12:44:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 1.0950, loss: 1.0950 +2023-12-25 07:58:49,959 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 12:43:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 1.1446, loss: 1.1446 +2023-12-25 07:59:13,223 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 12:43:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 1.1237, loss: 1.1237 +2023-12-25 07:59:36,488 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 12:43:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 1.1196, loss: 1.1196 +2023-12-25 07:59:59,753 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 12:42:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 1.1609, loss: 1.1609 +2023-12-25 08:00:23,049 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 12:42:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 1.1679, loss: 1.1679 +2023-12-25 08:00:46,355 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 12:41:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 1.1960, loss: 1.1960 +2023-12-25 08:00:59,205 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-25 08:02:31,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:02:31,919 - pyskl - INFO - +top1_acc 0.8505 +top5_acc 0.9846 +2023-12-25 08:02:31,923 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8505, top5_acc: 0.9846 +2023-12-25 08:03:12,624 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 12:41:18, time: 0.407, data_time: 0.173, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 1.0843, loss: 1.0843 +2023-12-25 08:03:35,936 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 12:40:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 1.0671, loss: 1.0671 +2023-12-25 08:03:59,218 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 12:40:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 1.1001, loss: 1.1001 +2023-12-25 08:04:22,517 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 12:40:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 1.2053, loss: 1.2053 +2023-12-25 08:04:45,800 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 12:39:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 1.0468, loss: 1.0468 +2023-12-25 08:05:09,099 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 12:39:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 1.0563, loss: 1.0563 +2023-12-25 08:05:32,414 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 12:38:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 1.1513, loss: 1.1513 +2023-12-25 08:05:55,703 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 12:38:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 1.0975, loss: 1.0975 +2023-12-25 08:06:18,946 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 12:38:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 1.1202, loss: 1.1202 +2023-12-25 08:06:42,195 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 12:37:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 1.0250, loss: 1.0250 +2023-12-25 08:07:05,433 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 12:37:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 1.0853, loss: 1.0853 +2023-12-25 08:07:28,711 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 12:36:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 1.1349, loss: 1.1349 +2023-12-25 08:07:51,972 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 12:36:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.1142, loss: 1.1142 +2023-12-25 08:08:15,238 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 12:36:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 1.1028, loss: 1.1028 +2023-12-25 08:08:38,520 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 12:35:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 1.1520, loss: 1.1520 +2023-12-25 08:09:01,814 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 12:35:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 1.1277, loss: 1.1277 +2023-12-25 08:09:25,100 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 12:34:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 1.1603, loss: 1.1603 +2023-12-25 08:09:48,370 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 12:34:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 1.2034, loss: 1.2034 +2023-12-25 08:10:11,661 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 12:34:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 1.2141, loss: 1.2141 +2023-12-25 08:10:34,973 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 12:33:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 1.1325, loss: 1.1325 +2023-12-25 08:10:58,299 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 12:33:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 1.1498, loss: 1.1498 +2023-12-25 08:11:21,601 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 12:32:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 1.1512, loss: 1.1512 +2023-12-25 08:11:44,846 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 12:32:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9881, loss_cls: 1.1036, loss: 1.1036 +2023-12-25 08:11:57,719 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-25 08:13:30,572 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:13:30,662 - pyskl - INFO - +top1_acc 0.8734 +top5_acc 0.9879 +2023-12-25 08:13:30,666 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8734, top5_acc: 0.9879 +2023-12-25 08:14:11,726 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 12:31:55, time: 0.411, data_time: 0.178, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 1.0898, loss: 1.0898 +2023-12-25 08:14:34,934 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 12:31:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.9778, loss: 0.9778 +2023-12-25 08:14:58,144 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 12:31:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 1.0774, loss: 1.0774 +2023-12-25 08:15:21,407 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 12:30:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 1.1182, loss: 1.1182 +2023-12-25 08:15:44,610 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 12:30:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 1.0329, loss: 1.0329 +2023-12-25 08:16:07,832 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 12:29:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.1012, loss: 1.1012 +2023-12-25 08:16:31,050 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 12:29:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9894, loss_cls: 1.1198, loss: 1.1198 +2023-12-25 08:16:54,282 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 12:29:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 1.1267, loss: 1.1267 +2023-12-25 08:17:17,497 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 12:28:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 1.1020, loss: 1.1020 +2023-12-25 08:17:40,710 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 12:28:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 1.0682, loss: 1.0682 +2023-12-25 08:18:03,899 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 12:27:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 1.0928, loss: 1.0928 +2023-12-25 08:18:27,113 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 12:27:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 1.1385, loss: 1.1385 +2023-12-25 08:18:50,325 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 12:27:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 1.0556, loss: 1.0556 +2023-12-25 08:19:13,559 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 12:26:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 1.1056, loss: 1.1056 +2023-12-25 08:19:36,797 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 12:26:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 1.1183, loss: 1.1183 +2023-12-25 08:20:00,010 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 12:25:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 1.0984, loss: 1.0984 +2023-12-25 08:20:23,200 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 12:25:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9869, loss_cls: 1.1605, loss: 1.1605 +2023-12-25 08:20:46,356 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 12:25:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.1329, loss: 1.1329 +2023-12-25 08:21:09,562 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 12:24:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9856, loss_cls: 1.1725, loss: 1.1725 +2023-12-25 08:21:32,746 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 12:24:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 1.1408, loss: 1.1408 +2023-12-25 08:21:56,009 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 12:23:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 1.1310, loss: 1.1310 +2023-12-25 08:22:19,245 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 12:23:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 1.1129, loss: 1.1129 +2023-12-25 08:22:42,449 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 12:23:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 1.1147, loss: 1.1147 +2023-12-25 08:22:55,170 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-25 08:24:28,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:24:28,182 - pyskl - INFO - +top1_acc 0.8896 +top5_acc 0.9889 +2023-12-25 08:24:28,186 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8896, top5_acc: 0.9889 +2023-12-25 08:25:09,747 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 12:22:32, time: 0.416, data_time: 0.182, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 1.0378, loss: 1.0378 +2023-12-25 08:25:33,027 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 12:22:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 1.0971, loss: 1.0971 +2023-12-25 08:25:56,345 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 12:21:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 1.0319, loss: 1.0319 +2023-12-25 08:26:19,605 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 12:21:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 1.0542, loss: 1.0542 +2023-12-25 08:26:42,829 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 12:20:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 1.1140, loss: 1.1140 +2023-12-25 08:27:06,076 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 12:20:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 1.0494, loss: 1.0494 +2023-12-25 08:27:29,270 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 12:20:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 1.0678, loss: 1.0678 +2023-12-25 08:27:52,476 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 12:19:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 1.0535, loss: 1.0535 +2023-12-25 08:28:15,733 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 12:19:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 1.1031, loss: 1.1031 +2023-12-25 08:28:38,992 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 12:18:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 1.0624, loss: 1.0624 +2023-12-25 08:29:02,226 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 12:18:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 1.0921, loss: 1.0921 +2023-12-25 08:29:25,493 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 12:18:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 1.0652, loss: 1.0652 +2023-12-25 08:29:48,764 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 12:17:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 1.1132, loss: 1.1132 +2023-12-25 08:30:12,051 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 12:17:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 1.1229, loss: 1.1229 +2023-12-25 08:30:35,323 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 12:16:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 1.1097, loss: 1.1097 +2023-12-25 08:30:58,593 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 12:16:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 1.1059, loss: 1.1059 +2023-12-25 08:31:21,864 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 12:16:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 1.1212, loss: 1.1212 +2023-12-25 08:31:45,162 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 12:15:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 1.1221, loss: 1.1221 +2023-12-25 08:32:08,434 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 12:15:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 1.0537, loss: 1.0537 +2023-12-25 08:32:31,688 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 12:14:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 1.1477, loss: 1.1477 +2023-12-25 08:32:54,984 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 12:14:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 1.1255, loss: 1.1255 +2023-12-25 08:33:18,230 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 12:14:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 1.1244, loss: 1.1244 +2023-12-25 08:33:41,478 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 12:13:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 1.1676, loss: 1.1676 +2023-12-25 08:33:54,235 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-25 08:35:27,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:35:27,407 - pyskl - INFO - +top1_acc 0.8844 +top5_acc 0.9896 +2023-12-25 08:35:27,412 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8844, top5_acc: 0.9896 +2023-12-25 08:36:08,864 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 12:13:11, time: 0.414, data_time: 0.181, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.0201, loss: 1.0201 +2023-12-25 08:36:32,394 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 12:12:47, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.0196, loss: 1.0196 +2023-12-25 08:36:55,634 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 12:12:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 1.0873, loss: 1.0873 +2023-12-25 08:37:18,862 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 12:11:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 1.1405, loss: 1.1405 +2023-12-25 08:37:42,110 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 12:11:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 1.0461, loss: 1.0461 +2023-12-25 08:38:05,356 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 12:11:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 1.1008, loss: 1.1008 +2023-12-25 08:38:28,592 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 12:10:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 1.0188, loss: 1.0188 +2023-12-25 08:38:51,839 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 12:10:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 1.0865, loss: 1.0865 +2023-12-25 08:39:15,040 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 12:09:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 1.0620, loss: 1.0620 +2023-12-25 08:39:38,246 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 12:09:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 1.0817, loss: 1.0817 +2023-12-25 08:40:01,486 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 12:09:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 1.1539, loss: 1.1539 +2023-12-25 08:40:24,714 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 12:08:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.1015, loss: 1.1015 +2023-12-25 08:40:47,941 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 12:08:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 1.0466, loss: 1.0466 +2023-12-25 08:41:11,243 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 12:07:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9881, loss_cls: 1.1361, loss: 1.1361 +2023-12-25 08:41:34,450 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 12:07:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 1.1066, loss: 1.1066 +2023-12-25 08:41:57,666 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 12:07:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 1.1084, loss: 1.1084 +2023-12-25 08:42:20,894 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 12:06:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 1.0931, loss: 1.0931 +2023-12-25 08:42:44,085 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 12:06:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 1.1474, loss: 1.1474 +2023-12-25 08:43:07,338 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 12:05:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 1.1055, loss: 1.1055 +2023-12-25 08:43:30,600 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 12:05:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 1.0907, loss: 1.0907 +2023-12-25 08:43:53,830 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 12:05:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 1.0690, loss: 1.0690 +2023-12-25 08:44:17,084 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 12:04:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 1.1254, loss: 1.1254 +2023-12-25 08:44:40,326 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 12:04:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 1.1347, loss: 1.1347 +2023-12-25 08:44:53,191 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-25 08:46:26,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:46:26,650 - pyskl - INFO - +top1_acc 0.8463 +top5_acc 0.9871 +2023-12-25 08:46:26,654 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.8463, top5_acc: 0.9871 +2023-12-25 08:47:07,863 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 12:03:49, time: 0.412, data_time: 0.178, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 1.0836, loss: 1.0836 +2023-12-25 08:47:31,172 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 12:03:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 1.0420, loss: 1.0420 +2023-12-25 08:47:54,476 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 12:03:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 1.0254, loss: 1.0254 +2023-12-25 08:48:17,727 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 12:02:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 1.0549, loss: 1.0549 +2023-12-25 08:48:40,960 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 12:02:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 1.0532, loss: 1.0532 +2023-12-25 08:49:04,190 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 12:01:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 1.1224, loss: 1.1224 +2023-12-25 08:49:27,469 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 12:01:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 1.0871, loss: 1.0871 +2023-12-25 08:49:50,734 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 12:01:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.0911, loss: 1.0911 +2023-12-25 08:50:13,992 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 12:00:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 1.0953, loss: 1.0953 +2023-12-25 08:50:37,279 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 12:00:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 1.0868, loss: 1.0868 +2023-12-25 08:51:00,516 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 11:59:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 1.0255, loss: 1.0255 +2023-12-25 08:51:23,813 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 11:59:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 1.0807, loss: 1.0807 +2023-12-25 08:51:47,145 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 11:58:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 1.1228, loss: 1.1228 +2023-12-25 08:52:10,424 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 11:58:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 1.0688, loss: 1.0688 +2023-12-25 08:52:33,652 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 11:58:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 1.0597, loss: 1.0597 +2023-12-25 08:52:56,926 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 11:57:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 1.1514, loss: 1.1514 +2023-12-25 08:53:20,172 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 11:57:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 1.1165, loss: 1.1165 +2023-12-25 08:53:43,367 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 11:56:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 1.0449, loss: 1.0449 +2023-12-25 08:54:06,605 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 11:56:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 1.0912, loss: 1.0912 +2023-12-25 08:54:29,937 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 11:56:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9900, loss_cls: 1.0824, loss: 1.0824 +2023-12-25 08:54:53,157 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 11:55:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 1.1026, loss: 1.1026 +2023-12-25 08:55:16,389 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 11:55:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 1.0920, loss: 1.0920 +2023-12-25 08:55:39,657 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 11:54:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 1.0996, loss: 1.0996 +2023-12-25 08:55:52,527 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-25 08:57:26,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:57:26,151 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9903 +2023-12-25 08:57:26,155 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8919, top5_acc: 0.9903 +2023-12-25 08:58:07,650 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 11:54:28, time: 0.415, data_time: 0.182, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 1.0881, loss: 1.0881 +2023-12-25 08:58:30,864 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 11:54:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 1.0305, loss: 1.0305 +2023-12-25 08:58:54,020 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 11:53:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 1.0292, loss: 1.0292 +2023-12-25 08:59:17,194 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 11:53:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 1.0788, loss: 1.0788 +2023-12-25 08:59:40,340 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 11:52:51, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 1.0492, loss: 1.0492 +2023-12-25 09:00:03,520 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 11:52:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9912, loss_cls: 1.0262, loss: 1.0262 +2023-12-25 09:00:26,719 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 11:52:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 1.0759, loss: 1.0759 +2023-12-25 09:00:49,970 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 11:51:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 1.0595, loss: 1.0595 +2023-12-25 09:01:13,179 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 11:51:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 1.1107, loss: 1.1107 +2023-12-25 09:01:36,398 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 11:50:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 1.1015, loss: 1.1015 +2023-12-25 09:01:59,626 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 11:50:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9919, loss_cls: 1.0765, loss: 1.0765 +2023-12-25 09:02:22,827 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 11:50:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 1.1290, loss: 1.1290 +2023-12-25 09:02:46,000 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 11:49:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 1.0473, loss: 1.0473 +2023-12-25 09:03:09,192 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 11:49:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.0446, loss: 1.0446 +2023-12-25 09:03:32,406 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 11:48:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 1.1135, loss: 1.1135 +2023-12-25 09:03:55,627 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 11:48:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 1.1114, loss: 1.1114 +2023-12-25 09:04:18,831 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 11:48:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 1.1108, loss: 1.1108 +2023-12-25 09:04:42,051 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 11:47:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.0809, loss: 1.0809 +2023-12-25 09:05:05,274 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 11:47:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 1.1299, loss: 1.1299 +2023-12-25 09:05:28,498 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 11:46:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 1.1307, loss: 1.1307 +2023-12-25 09:05:51,706 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 11:46:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9844, loss_cls: 1.0643, loss: 1.0643 +2023-12-25 09:06:14,940 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 11:46:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 1.1183, loss: 1.1183 +2023-12-25 09:06:38,265 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 11:45:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9956, loss_cls: 1.0816, loss: 1.0816 +2023-12-25 09:06:51,092 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-25 09:08:24,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:08:24,919 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9902 +2023-12-25 09:08:24,923 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_66.pth was removed +2023-12-25 09:08:25,065 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2023-12-25 09:08:25,065 - pyskl - INFO - Best top1_acc is 0.8937 at 74 epoch. +2023-12-25 09:08:25,070 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8937, top5_acc: 0.9902 +2023-12-25 09:09:06,887 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 11:45:06, time: 0.418, data_time: 0.183, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.0209, loss: 1.0209 +2023-12-25 09:09:30,342 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 11:44:42, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 1.0063, loss: 1.0063 +2023-12-25 09:09:53,815 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 11:44:18, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 1.0141, loss: 1.0141 +2023-12-25 09:10:17,279 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 11:43:54, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 1.0118, loss: 1.0118 +2023-12-25 09:10:40,479 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 11:43:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 1.0178, loss: 1.0178 +2023-12-25 09:11:03,680 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 11:43:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 1.0739, loss: 1.0739 +2023-12-25 09:11:26,939 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 11:42:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 1.0777, loss: 1.0777 +2023-12-25 09:11:50,192 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 11:42:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 1.1126, loss: 1.1126 +2023-12-25 09:12:13,397 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 11:41:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 1.0884, loss: 1.0884 +2023-12-25 09:12:36,669 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 11:41:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 1.0693, loss: 1.0693 +2023-12-25 09:12:59,879 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 11:41:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.1229, loss: 1.1229 +2023-12-25 09:13:23,087 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 11:40:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 1.0811, loss: 1.0811 +2023-12-25 09:13:46,321 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 11:40:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 1.1217, loss: 1.1217 +2023-12-25 09:14:09,622 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 11:39:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 1.0201, loss: 1.0201 +2023-12-25 09:14:32,886 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 11:39:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9812, loss_cls: 1.0572, loss: 1.0572 +2023-12-25 09:14:56,066 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 11:39:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 1.0346, loss: 1.0346 +2023-12-25 09:15:19,299 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 11:38:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 1.0325, loss: 1.0325 +2023-12-25 09:15:42,583 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 11:38:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 1.0760, loss: 1.0760 +2023-12-25 09:16:05,890 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 11:37:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 1.0790, loss: 1.0790 +2023-12-25 09:16:29,185 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 11:37:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 1.0496, loss: 1.0496 +2023-12-25 09:16:52,469 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 11:37:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 1.1163, loss: 1.1163 +2023-12-25 09:17:15,875 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 11:36:41, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 1.0876, loss: 1.0876 +2023-12-25 09:17:39,222 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 11:36:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 1.0666, loss: 1.0666 +2023-12-25 09:17:52,045 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-25 09:19:25,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:19:25,689 - pyskl - INFO - +top1_acc 0.8779 +top5_acc 0.9894 +2023-12-25 09:19:25,694 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8779, top5_acc: 0.9894 +2023-12-25 09:20:07,049 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 11:35:46, time: 0.413, data_time: 0.181, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 1.0763, loss: 1.0763 +2023-12-25 09:20:30,374 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 11:35:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 1.0514, loss: 1.0514 +2023-12-25 09:20:53,633 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 11:34:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.9760, loss: 0.9760 +2023-12-25 09:21:16,889 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 11:34:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 1.0320, loss: 1.0320 +2023-12-25 09:21:40,127 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 11:34:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.0761, loss: 1.0761 +2023-12-25 09:22:03,356 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 11:33:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 0.9768, loss: 0.9768 +2023-12-25 09:22:26,611 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 11:33:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 1.0947, loss: 1.0947 +2023-12-25 09:22:49,828 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 11:32:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 1.0533, loss: 1.0533 +2023-12-25 09:23:13,095 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 11:32:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 1.0610, loss: 1.0610 +2023-12-25 09:23:36,349 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 11:32:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 0.9996, loss: 0.9996 +2023-12-25 09:23:59,614 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 11:31:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 1.0488, loss: 1.0488 +2023-12-25 09:24:22,875 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 11:31:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 1.0465, loss: 1.0465 +2023-12-25 09:24:46,120 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 11:30:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 1.0422, loss: 1.0422 +2023-12-25 09:25:09,330 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 11:30:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 1.0779, loss: 1.0779 +2023-12-25 09:25:32,521 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 11:30:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 1.0743, loss: 1.0743 +2023-12-25 09:25:55,698 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 11:29:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 1.0378, loss: 1.0378 +2023-12-25 09:26:18,904 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 11:29:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 1.0857, loss: 1.0857 +2023-12-25 09:26:42,273 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 11:28:56, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 1.0216, loss: 1.0216 +2023-12-25 09:27:05,635 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 11:28:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 1.0627, loss: 1.0627 +2023-12-25 09:27:28,952 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 11:28:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.0691, loss: 1.0691 +2023-12-25 09:27:52,298 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 11:27:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 1.0735, loss: 1.0735 +2023-12-25 09:28:15,615 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 11:27:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 1.0331, loss: 1.0331 +2023-12-25 09:28:38,933 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 11:26:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 1.0828, loss: 1.0828 +2023-12-25 09:28:51,810 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-25 09:30:24,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:30:25,041 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9888 +2023-12-25 09:30:25,046 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8793, top5_acc: 0.9888 +2023-12-25 09:31:06,116 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 11:26:25, time: 0.411, data_time: 0.178, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.0253, loss: 1.0253 +2023-12-25 09:31:29,304 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 11:26:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 1.0314, loss: 1.0314 +2023-12-25 09:31:52,539 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 11:25:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 1.0152, loss: 1.0152 +2023-12-25 09:32:15,761 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 11:25:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 0.9869, loss: 0.9869 +2023-12-25 09:32:38,955 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 11:24:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 1.0033, loss: 1.0033 +2023-12-25 09:33:02,139 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 11:24:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 1.0173, loss: 1.0173 +2023-12-25 09:33:25,323 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 11:24:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 1.0695, loss: 1.0695 +2023-12-25 09:33:48,527 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 11:23:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 1.0713, loss: 1.0713 +2023-12-25 09:34:11,728 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 11:23:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 1.0494, loss: 1.0494 +2023-12-25 09:34:34,967 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 11:22:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 1.0861, loss: 1.0861 +2023-12-25 09:34:58,195 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 11:22:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 1.0041, loss: 1.0041 +2023-12-25 09:35:21,462 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 11:22:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 1.0479, loss: 1.0479 +2023-12-25 09:35:44,666 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 11:21:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 1.0939, loss: 1.0939 +2023-12-25 09:36:07,888 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 11:21:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 1.0319, loss: 1.0319 +2023-12-25 09:36:31,133 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 11:20:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 1.0346, loss: 1.0346 +2023-12-25 09:36:54,375 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 11:20:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 1.0826, loss: 1.0826 +2023-12-25 09:37:17,672 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 11:19:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 1.0665, loss: 1.0665 +2023-12-25 09:37:40,886 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 11:19:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 1.1027, loss: 1.1027 +2023-12-25 09:38:04,191 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 11:19:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 1.1320, loss: 1.1320 +2023-12-25 09:38:27,514 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 11:18:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 1.0721, loss: 1.0721 +2023-12-25 09:38:50,747 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 11:18:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 1.0264, loss: 1.0264 +2023-12-25 09:39:14,121 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 11:17:59, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.9980, loss: 0.9980 +2023-12-25 09:39:37,366 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 11:17:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 1.0795, loss: 1.0795 +2023-12-25 09:39:50,151 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-25 09:41:23,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:41:23,696 - pyskl - INFO - +top1_acc 0.8803 +top5_acc 0.9903 +2023-12-25 09:41:23,701 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8803, top5_acc: 0.9903 +2023-12-25 09:42:05,229 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 11:17:04, time: 0.415, data_time: 0.183, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.9665, loss: 0.9665 +2023-12-25 09:42:28,423 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 11:16:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.0209, loss: 1.0209 +2023-12-25 09:42:51,649 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 11:16:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 0.9803, loss: 0.9803 +2023-12-25 09:43:14,840 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 11:15:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 1.0230, loss: 1.0230 +2023-12-25 09:43:38,037 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 11:15:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.0536, loss: 1.0536 +2023-12-25 09:44:01,277 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 11:15:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.0093, loss: 1.0093 +2023-12-25 09:44:24,468 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 11:14:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.9497, loss: 0.9497 +2023-12-25 09:44:47,678 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 11:14:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 1.0948, loss: 1.0948 +2023-12-25 09:45:10,882 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 11:13:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 1.0681, loss: 1.0681 +2023-12-25 09:45:34,100 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 11:13:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 1.0571, loss: 1.0571 +2023-12-25 09:45:57,311 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 11:13:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 1.0142, loss: 1.0142 +2023-12-25 09:46:20,494 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 11:12:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 1.0999, loss: 1.0999 +2023-12-25 09:46:43,674 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 11:12:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 1.0316, loss: 1.0316 +2023-12-25 09:47:06,872 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 11:11:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.9783, loss: 0.9783 +2023-12-25 09:47:30,066 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 11:11:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 1.0742, loss: 1.0742 +2023-12-25 09:47:53,258 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 11:11:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.0972, loss: 1.0972 +2023-12-25 09:48:16,552 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 11:10:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 1.0667, loss: 1.0667 +2023-12-25 09:48:39,868 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 11:10:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 1.0735, loss: 1.0735 +2023-12-25 09:49:03,168 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 11:09:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 1.0616, loss: 1.0616 +2023-12-25 09:49:26,527 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 11:09:27, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9794, loss_cls: 1.1035, loss: 1.1035 +2023-12-25 09:49:49,913 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 11:09:03, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 1.0898, loss: 1.0898 +2023-12-25 09:50:13,199 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 11:08:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 1.1087, loss: 1.1087 +2023-12-25 09:50:36,557 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 11:08:15, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 1.0478, loss: 1.0478 +2023-12-25 09:50:49,426 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-25 09:52:22,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:52:23,014 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9887 +2023-12-25 09:52:23,018 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_74.pth was removed +2023-12-25 09:52:23,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2023-12-25 09:52:23,159 - pyskl - INFO - Best top1_acc is 0.8937 at 78 epoch. +2023-12-25 09:52:23,163 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8937, top5_acc: 0.9887 +2023-12-25 09:53:04,590 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 11:07:43, time: 0.414, data_time: 0.181, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 1.0299, loss: 1.0299 +2023-12-25 09:53:27,954 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 11:07:19, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.9716, loss: 0.9716 +2023-12-25 09:53:51,318 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 11:06:55, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.9685, loss: 0.9685 +2023-12-25 09:54:14,649 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 11:06:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.9827, loss: 0.9827 +2023-12-25 09:54:37,972 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 11:06:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.9973, loss: 0.9973 +2023-12-25 09:55:01,278 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 11:05:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 1.0159, loss: 1.0159 +2023-12-25 09:55:24,543 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 11:05:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 1.0043, loss: 1.0043 +2023-12-25 09:55:47,843 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 11:04:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 1.0672, loss: 1.0672 +2023-12-25 09:56:11,158 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 11:04:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9919, loss_cls: 1.0583, loss: 1.0583 +2023-12-25 09:56:34,449 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 11:04:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 1.0675, loss: 1.0675 +2023-12-25 09:56:57,768 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 11:03:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.9664, loss: 0.9664 +2023-12-25 09:57:21,110 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 11:03:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 1.0034, loss: 1.0034 +2023-12-25 09:57:44,400 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 11:02:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.9567, loss: 0.9567 +2023-12-25 09:58:07,647 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 11:02:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 1.0427, loss: 1.0427 +2023-12-25 09:58:30,893 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 11:02:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.0797, loss: 1.0797 +2023-12-25 09:58:54,181 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 11:01:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.0687, loss: 1.0687 +2023-12-25 09:59:17,583 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 11:01:20, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 1.0050, loss: 1.0050 +2023-12-25 09:59:40,961 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 11:00:56, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 1.0402, loss: 1.0402 +2023-12-25 10:00:04,274 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 11:00:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 1.0138, loss: 1.0138 +2023-12-25 10:00:27,689 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 11:00:08, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 1.0909, loss: 1.0909 +2023-12-25 10:00:51,120 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 10:59:44, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 1.0462, loss: 1.0462 +2023-12-25 10:01:14,437 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 10:59:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 1.0174, loss: 1.0174 +2023-12-25 10:01:37,761 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 10:58:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 1.0734, loss: 1.0734 +2023-12-25 10:01:50,627 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-25 10:03:23,894 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:03:23,976 - pyskl - INFO - +top1_acc 0.8986 +top5_acc 0.9910 +2023-12-25 10:03:23,980 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_78.pth was removed +2023-12-25 10:03:24,126 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2023-12-25 10:03:24,126 - pyskl - INFO - Best top1_acc is 0.8986 at 79 epoch. +2023-12-25 10:03:24,131 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8986, top5_acc: 0.9910 +2023-12-25 10:04:05,211 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 10:58:24, time: 0.411, data_time: 0.177, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.9613, loss: 0.9613 +2023-12-25 10:04:28,526 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 10:58:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.0293, loss: 1.0293 +2023-12-25 10:04:51,811 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 10:57:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 0.9174, loss: 0.9174 +2023-12-25 10:05:15,101 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 10:57:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.0354, loss: 1.0354 +2023-12-25 10:05:38,459 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 10:56:48, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.9723, loss: 0.9723 +2023-12-25 10:06:01,734 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 10:56:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.9951, loss: 0.9951 +2023-12-25 10:06:24,989 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 10:56:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.9853, loss: 0.9853 +2023-12-25 10:06:48,274 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 10:55:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.9837, loss: 0.9837 +2023-12-25 10:07:11,653 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 10:55:13, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 1.0164, loss: 1.0164 +2023-12-25 10:07:35,004 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 10:54:49, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 1.0010, loss: 1.0010 +2023-12-25 10:07:58,235 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 10:54:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 1.0530, loss: 1.0530 +2023-12-25 10:08:21,459 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 10:54:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 1.0338, loss: 1.0338 +2023-12-25 10:08:44,650 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 10:53:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9931, loss_cls: 1.0381, loss: 1.0381 +2023-12-25 10:09:07,894 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 10:53:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 1.0539, loss: 1.0539 +2023-12-25 10:09:31,320 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 10:52:49, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 1.0645, loss: 1.0645 +2023-12-25 10:09:54,697 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 10:52:25, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 1.1090, loss: 1.1090 +2023-12-25 10:10:18,052 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 10:52:01, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 1.0501, loss: 1.0501 +2023-12-25 10:10:41,389 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 10:51:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.9828, loss: 0.9828 +2023-12-25 10:11:04,783 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 10:51:13, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 1.0635, loss: 1.0635 +2023-12-25 10:11:28,158 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 10:50:49, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9875, loss_cls: 1.1259, loss: 1.1259 +2023-12-25 10:11:51,463 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 10:50:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.0475, loss: 1.0475 +2023-12-25 10:12:14,740 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 10:50:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 1.0396, loss: 1.0396 +2023-12-25 10:12:38,062 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 10:49:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 1.0242, loss: 1.0242 +2023-12-25 10:12:50,883 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-25 10:14:23,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:14:23,913 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9909 +2023-12-25 10:14:23,918 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8921, top5_acc: 0.9909 +2023-12-25 10:15:04,995 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 10:49:05, time: 0.411, data_time: 0.178, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9956, loss_cls: 0.9502, loss: 0.9502 +2023-12-25 10:15:28,239 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 10:48:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 1.0014, loss: 1.0014 +2023-12-25 10:15:51,442 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 10:48:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 1.0065, loss: 1.0065 +2023-12-25 10:16:14,623 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 10:47:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.9331, loss: 0.9331 +2023-12-25 10:16:37,779 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 10:47:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.9606, loss: 0.9606 +2023-12-25 10:17:00,917 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 10:47:05, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 1.0059, loss: 1.0059 +2023-12-25 10:17:24,084 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 10:46:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 1.0385, loss: 1.0385 +2023-12-25 10:17:47,240 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 10:46:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.9919, loss: 0.9919 +2023-12-25 10:18:10,420 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 10:45:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 1.0475, loss: 1.0475 +2023-12-25 10:18:33,621 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 10:45:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 1.0051, loss: 1.0051 +2023-12-25 10:18:56,805 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 10:45:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 1.0422, loss: 1.0422 +2023-12-25 10:19:19,986 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 10:44:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 1.0211, loss: 1.0211 +2023-12-25 10:19:43,180 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 10:44:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 1.0391, loss: 1.0391 +2023-12-25 10:20:06,458 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 10:43:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 1.0520, loss: 1.0520 +2023-12-25 10:20:29,710 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 10:43:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 1.0368, loss: 1.0368 +2023-12-25 10:20:53,037 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 10:43:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9894, loss_cls: 1.0190, loss: 1.0190 +2023-12-25 10:21:16,314 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 10:42:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 1.0210, loss: 1.0210 +2023-12-25 10:21:39,576 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 10:42:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 1.0329, loss: 1.0329 +2023-12-25 10:22:02,794 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 10:41:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 1.0658, loss: 1.0658 +2023-12-25 10:22:26,117 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 10:41:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9900, loss_cls: 1.0909, loss: 1.0909 +2023-12-25 10:22:49,343 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 10:41:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 1.1032, loss: 1.1032 +2023-12-25 10:23:12,545 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 10:40:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 1.0631, loss: 1.0631 +2023-12-25 10:23:35,749 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 10:40:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 1.0940, loss: 1.0940 +2023-12-25 10:23:48,547 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-25 10:25:21,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:25:21,497 - pyskl - INFO - +top1_acc 0.9005 +top5_acc 0.9895 +2023-12-25 10:25:21,501 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_79.pth was removed +2023-12-25 10:25:21,646 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2023-12-25 10:25:21,646 - pyskl - INFO - Best top1_acc is 0.9005 at 81 epoch. +2023-12-25 10:25:21,651 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.9005, top5_acc: 0.9895 +2023-12-25 10:26:02,947 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 10:39:44, time: 0.413, data_time: 0.180, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 1.1246, loss: 1.1246 +2023-12-25 10:26:26,224 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 10:39:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.9676, loss: 0.9676 +2023-12-25 10:26:49,483 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 10:38:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 1.0147, loss: 1.0147 +2023-12-25 10:27:12,694 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 10:38:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.9428, loss: 0.9428 +2023-12-25 10:27:35,923 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 10:38:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 1.0202, loss: 1.0202 +2023-12-25 10:27:59,140 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 10:37:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 1.0484, loss: 1.0484 +2023-12-25 10:28:22,393 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 10:37:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 1.0527, loss: 1.0527 +2023-12-25 10:28:45,651 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 10:36:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 1.0208, loss: 1.0208 +2023-12-25 10:29:08,902 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 10:36:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 1.0350, loss: 1.0350 +2023-12-25 10:29:32,129 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 10:36:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 1.0737, loss: 1.0737 +2023-12-25 10:29:55,382 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 10:35:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.0024, loss: 1.0024 +2023-12-25 10:30:18,629 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 10:35:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9912, loss_cls: 1.0420, loss: 1.0420 +2023-12-25 10:30:41,866 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 10:34:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 1.0462, loss: 1.0462 +2023-12-25 10:31:05,120 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 10:34:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 1.0035, loss: 1.0035 +2023-12-25 10:31:28,422 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 10:34:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 1.0111, loss: 1.0111 +2023-12-25 10:31:51,747 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 10:33:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.0158, loss: 1.0158 +2023-12-25 10:32:15,175 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 10:33:21, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 1.0363, loss: 1.0363 +2023-12-25 10:32:38,519 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 10:32:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 1.0161, loss: 1.0161 +2023-12-25 10:33:01,825 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 10:32:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.0396, loss: 1.0396 +2023-12-25 10:33:25,002 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 10:32:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.9766, loss: 0.9766 +2023-12-25 10:33:48,154 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 10:31:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 1.0637, loss: 1.0637 +2023-12-25 10:34:11,313 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 10:31:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 1.0379, loss: 1.0379 +2023-12-25 10:34:34,439 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 10:30:57, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 1.0182, loss: 1.0182 +2023-12-25 10:34:47,178 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-25 10:36:19,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:36:20,059 - pyskl - INFO - +top1_acc 0.8940 +top5_acc 0.9911 +2023-12-25 10:36:20,063 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8940, top5_acc: 0.9911 +2023-12-25 10:37:00,572 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 10:30:24, time: 0.405, data_time: 0.172, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9944, loss_cls: 0.9986, loss: 0.9986 +2023-12-25 10:37:23,929 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 10:30:00, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.9889, loss: 0.9889 +2023-12-25 10:37:47,204 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 10:29:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.9372, loss: 0.9372 +2023-12-25 10:38:10,512 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 10:29:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.9773, loss: 0.9773 +2023-12-25 10:38:33,801 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 10:28:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.9425, loss: 0.9425 +2023-12-25 10:38:57,128 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 10:28:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.9900, loss: 0.9900 +2023-12-25 10:39:20,343 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 10:28:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.9893, loss: 0.9893 +2023-12-25 10:39:43,546 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 10:27:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.9861, loss: 0.9861 +2023-12-25 10:40:06,738 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 10:27:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 0.9645, loss: 0.9645 +2023-12-25 10:40:29,948 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 10:26:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.9980, loss: 0.9980 +2023-12-25 10:40:53,268 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 10:26:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.9841, loss: 0.9841 +2023-12-25 10:41:16,521 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 10:26:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.9803, loss: 0.9803 +2023-12-25 10:41:39,762 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 10:25:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 1.0340, loss: 1.0340 +2023-12-25 10:42:03,140 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 10:25:12, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9938, loss_cls: 1.0586, loss: 1.0586 +2023-12-25 10:42:26,546 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 10:24:49, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 1.0922, loss: 1.0922 +2023-12-25 10:42:49,780 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 10:24:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 1.0213, loss: 1.0213 +2023-12-25 10:43:13,094 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 10:24:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 1.0577, loss: 1.0577 +2023-12-25 10:43:36,398 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 10:23:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.9842, loss: 0.9842 +2023-12-25 10:43:59,695 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 10:23:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 1.0047, loss: 1.0047 +2023-12-25 10:44:22,943 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 10:22:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 1.0481, loss: 1.0481 +2023-12-25 10:44:46,208 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 10:22:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 1.0012, loss: 1.0012 +2023-12-25 10:45:09,462 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 10:22:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.9752, loss: 0.9752 +2023-12-25 10:45:32,724 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 10:21:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 1.0361, loss: 1.0361 +2023-12-25 10:45:45,510 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-25 10:47:18,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:47:18,213 - pyskl - INFO - +top1_acc 0.9146 +top5_acc 0.9927 +2023-12-25 10:47:18,217 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_81.pth was removed +2023-12-25 10:47:18,358 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2023-12-25 10:47:18,359 - pyskl - INFO - Best top1_acc is 0.9146 at 83 epoch. +2023-12-25 10:47:18,363 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9146, top5_acc: 0.9927 +2023-12-25 10:47:58,937 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 10:21:04, time: 0.406, data_time: 0.173, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.9213, loss: 0.9213 +2023-12-25 10:48:22,197 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 10:20:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 10:48:45,425 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 10:20:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.9196, loss: 0.9196 +2023-12-25 10:49:08,666 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 10:19:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 0.9536, loss: 0.9536 +2023-12-25 10:49:31,929 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 10:19:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.9409, loss: 0.9409 +2023-12-25 10:49:55,190 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 10:19:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 0.9639, loss: 0.9639 +2023-12-25 10:50:18,457 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 10:18:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.8875, loss: 0.8875 +2023-12-25 10:50:41,729 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 10:18:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.9746, loss: 0.9746 +2023-12-25 10:51:05,022 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 10:17:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 1.0164, loss: 1.0164 +2023-12-25 10:51:28,346 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 10:17:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 0.9821, loss: 0.9821 +2023-12-25 10:51:51,582 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 10:17:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 1.0038, loss: 1.0038 +2023-12-25 10:52:14,902 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 10:16:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.9830, loss: 0.9830 +2023-12-25 10:52:38,245 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 10:16:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.9420, loss: 0.9420 +2023-12-25 10:53:01,580 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 10:15:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.9806, loss: 0.9806 +2023-12-25 10:53:24,980 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 10:15:29, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9944, loss_cls: 0.9747, loss: 0.9747 +2023-12-25 10:53:48,415 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 10:15:05, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.9657, loss: 0.9657 +2023-12-25 10:54:11,796 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 10:14:41, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 1.0234, loss: 1.0234 +2023-12-25 10:54:35,146 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 10:14:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.0729, loss: 1.0729 +2023-12-25 10:54:58,400 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 10:13:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 1.0491, loss: 1.0491 +2023-12-25 10:55:21,636 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 10:13:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9844, loss_cls: 1.0733, loss: 1.0733 +2023-12-25 10:55:44,898 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 10:13:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.9833, loss: 0.9833 +2023-12-25 10:56:08,116 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 10:12:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 1.0156, loss: 1.0156 +2023-12-25 10:56:31,352 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 10:12:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 1.0464, loss: 1.0464 +2023-12-25 10:56:44,101 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-25 10:58:16,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:58:16,286 - pyskl - INFO - +top1_acc 0.8886 +top5_acc 0.9905 +2023-12-25 10:58:16,291 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.8886, top5_acc: 0.9905 +2023-12-25 10:58:56,947 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 10:11:45, time: 0.407, data_time: 0.173, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.9459, loss: 0.9459 +2023-12-25 10:59:20,235 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 10:11:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.9452, loss: 0.9452 +2023-12-25 10:59:43,570 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 10:10:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.9481, loss: 0.9481 +2023-12-25 11:00:07,027 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 10:10:33, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.9215, loss: 0.9215 +2023-12-25 11:00:30,384 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 10:10:09, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.9527, loss: 0.9527 +2023-12-25 11:00:53,688 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 10:09:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.9419, loss: 0.9419 +2023-12-25 11:01:16,996 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 10:09:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9969, loss_cls: 0.9735, loss: 0.9735 +2023-12-25 11:01:40,301 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 10:08:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 0.9732, loss: 0.9732 +2023-12-25 11:02:03,601 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 10:08:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 0.9740, loss: 0.9740 +2023-12-25 11:02:26,903 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 10:08:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.9851, loss: 0.9851 +2023-12-25 11:02:50,168 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 10:07:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.9612, loss: 0.9612 +2023-12-25 11:03:13,527 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 10:07:22, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.9536, loss: 0.9536 +2023-12-25 11:03:36,879 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 10:06:58, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9900, loss_cls: 1.0547, loss: 1.0547 +2023-12-25 11:04:00,270 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 10:06:34, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.9971, loss: 0.9971 +2023-12-25 11:04:23,563 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 10:06:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.9445, loss: 0.9445 +2023-12-25 11:04:46,861 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 10:05:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 1.0768, loss: 1.0768 +2023-12-25 11:05:10,148 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 10:05:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 1.0073, loss: 1.0073 +2023-12-25 11:05:33,493 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 10:04:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 1.0377, loss: 1.0377 +2023-12-25 11:05:56,760 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 10:04:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 1.0352, loss: 1.0352 +2023-12-25 11:06:20,014 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 10:04:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.9509, loss: 0.9509 +2023-12-25 11:06:43,292 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 10:03:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.9759, loss: 0.9759 +2023-12-25 11:07:06,549 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 10:03:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9831, loss_cls: 1.0028, loss: 1.0028 +2023-12-25 11:07:29,810 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 10:02:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 1.0389, loss: 1.0389 +2023-12-25 11:07:42,617 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-25 11:09:15,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:09:15,265 - pyskl - INFO - +top1_acc 0.8930 +top5_acc 0.9912 +2023-12-25 11:09:15,269 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8930, top5_acc: 0.9912 +2023-12-25 11:09:55,843 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 10:02:26, time: 0.406, data_time: 0.172, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.9228, loss: 0.9228 +2023-12-25 11:10:19,167 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 10:02:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.9256, loss: 0.9256 +2023-12-25 11:10:42,540 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 10:01:38, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.9701, loss: 0.9701 +2023-12-25 11:11:05,864 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 10:01:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.9728, loss: 0.9728 +2023-12-25 11:11:29,210 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 10:00:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.9125, loss: 0.9125 +2023-12-25 11:11:52,515 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 10:00:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.9456, loss: 0.9456 +2023-12-25 11:12:15,793 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 10:00:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.9752, loss: 0.9752 +2023-12-25 11:12:39,049 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 9:59:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 1.0173, loss: 1.0173 +2023-12-25 11:13:02,258 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 9:59:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9925, loss_cls: 0.9489, loss: 0.9489 +2023-12-25 11:13:25,484 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 9:58:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 0.9609, loss: 0.9609 +2023-12-25 11:13:48,860 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 9:58:27, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.9635, loss: 0.9635 +2023-12-25 11:14:12,165 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 9:58:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9925, loss_cls: 1.0482, loss: 1.0482 +2023-12-25 11:14:35,468 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 9:57:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.9991, loss: 0.9991 +2023-12-25 11:14:58,750 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 9:57:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.9569, loss: 0.9569 +2023-12-25 11:15:22,010 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 9:56:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 0.9663, loss: 0.9663 +2023-12-25 11:15:45,308 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 9:56:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.9364, loss: 0.9364 +2023-12-25 11:16:08,644 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 9:56:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.9877, loss: 0.9877 +2023-12-25 11:16:31,952 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 9:55:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 1.0445, loss: 1.0445 +2023-12-25 11:16:55,242 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 9:55:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 1.0363, loss: 1.0363 +2023-12-25 11:17:18,569 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 9:54:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.9847, loss: 0.9847 +2023-12-25 11:17:41,866 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 9:54:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 1.0228, loss: 1.0228 +2023-12-25 11:18:05,163 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 9:54:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 1.0296, loss: 1.0296 +2023-12-25 11:18:28,390 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 9:53:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.9798, loss: 0.9798 +2023-12-25 11:18:41,132 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-25 11:20:13,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:20:13,872 - pyskl - INFO - +top1_acc 0.9096 +top5_acc 0.9923 +2023-12-25 11:20:13,877 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9096, top5_acc: 0.9923 +2023-12-25 11:20:54,531 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 9:53:07, time: 0.406, data_time: 0.174, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.9064, loss: 0.9064 +2023-12-25 11:21:17,725 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 9:52:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.8949, loss: 0.8949 +2023-12-25 11:21:40,887 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 9:52:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.9545, loss: 0.9545 +2023-12-25 11:22:04,073 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 9:51:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.9792, loss: 0.9792 +2023-12-25 11:22:27,229 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 9:51:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 0.9615, loss: 0.9615 +2023-12-25 11:22:50,423 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 9:51:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.9836, loss: 0.9836 +2023-12-25 11:23:13,645 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 9:50:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.9627, loss: 0.9627 +2023-12-25 11:23:37,074 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 9:50:19, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.9801, loss: 0.9801 +2023-12-25 11:24:00,437 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 9:49:56, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.9557, loss: 0.9557 +2023-12-25 11:24:23,715 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 9:49:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.9856, loss: 0.9856 +2023-12-25 11:24:47,000 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 9:49:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.9314, loss: 0.9314 +2023-12-25 11:25:10,262 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 9:48:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.9558, loss: 0.9558 +2023-12-25 11:25:33,607 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 9:48:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.9092, loss: 0.9092 +2023-12-25 11:25:56,986 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 9:47:56, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.9595, loss: 0.9595 +2023-12-25 11:26:20,264 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 9:47:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 1.0301, loss: 1.0301 +2023-12-25 11:26:43,480 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 9:47:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.9512, loss: 0.9512 +2023-12-25 11:27:06,784 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 9:46:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 1.0310, loss: 1.0310 +2023-12-25 11:27:29,984 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 9:46:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9944, loss_cls: 0.9640, loss: 0.9640 +2023-12-25 11:27:53,177 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 9:45:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 1.0251, loss: 1.0251 +2023-12-25 11:28:16,359 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 9:45:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.9540, loss: 0.9540 +2023-12-25 11:28:39,517 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 9:45:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.9542, loss: 0.9542 +2023-12-25 11:29:02,686 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 9:44:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.8976, loss: 0.8976 +2023-12-25 11:29:25,862 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 9:44:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 0.9445, loss: 0.9445 +2023-12-25 11:29:38,580 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-25 11:31:11,096 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:31:11,177 - pyskl - INFO - +top1_acc 0.8917 +top5_acc 0.9892 +2023-12-25 11:31:11,181 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.8917, top5_acc: 0.9892 +2023-12-25 11:31:51,520 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 9:43:47, time: 0.403, data_time: 0.171, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.9233, loss: 0.9233 +2023-12-25 11:32:14,754 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 9:43:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 0.8723, loss: 0.8723 +2023-12-25 11:32:37,995 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 9:42:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 0.9448, loss: 0.9448 +2023-12-25 11:33:01,271 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 9:42:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9944, loss_cls: 0.9555, loss: 0.9555 +2023-12-25 11:33:24,622 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 9:42:12, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.9017, loss: 0.9017 +2023-12-25 11:33:47,886 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 9:41:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.9402, loss: 0.9402 +2023-12-25 11:34:11,059 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 9:41:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 0.9530, loss: 0.9530 +2023-12-25 11:34:34,303 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 9:41:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.9479, loss: 0.9479 +2023-12-25 11:34:57,613 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 9:40:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.9818, loss: 0.9818 +2023-12-25 11:35:20,778 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 9:40:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 0.9657, loss: 0.9657 +2023-12-25 11:35:44,031 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 9:39:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.9936, loss: 0.9936 +2023-12-25 11:36:07,300 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 9:39:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 1.0162, loss: 1.0162 +2023-12-25 11:36:30,577 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 9:39:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.9667, loss: 0.9667 +2023-12-25 11:36:53,816 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 9:38:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.9898, loss: 0.9898 +2023-12-25 11:37:17,054 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 9:38:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.9681, loss: 0.9681 +2023-12-25 11:37:40,297 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 9:37:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.9378, loss: 0.9378 +2023-12-25 11:38:03,555 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 9:37:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.9615, loss: 0.9615 +2023-12-25 11:38:26,753 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 9:37:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.9537, loss: 0.9537 +2023-12-25 11:38:49,992 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 9:36:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.9510, loss: 0.9510 +2023-12-25 11:39:13,197 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 9:36:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.9759, loss: 0.9759 +2023-12-25 11:39:36,355 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 9:35:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.9382, loss: 0.9382 +2023-12-25 11:39:59,511 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 9:35:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.9810, loss: 0.9810 +2023-12-25 11:40:22,619 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 9:35:01, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 1.0214, loss: 1.0214 +2023-12-25 11:40:35,338 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-25 11:42:08,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:42:08,385 - pyskl - INFO - +top1_acc 0.8856 +top5_acc 0.9912 +2023-12-25 11:42:08,389 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.8856, top5_acc: 0.9912 +2023-12-25 11:42:48,865 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 9:34:28, time: 0.405, data_time: 0.172, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 0.9261, loss: 0.9261 +2023-12-25 11:43:12,089 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 9:34:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 0.9596, loss: 0.9596 +2023-12-25 11:43:35,300 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 9:33:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 0.9078, loss: 0.9078 +2023-12-25 11:43:58,511 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 9:33:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.9135, loss: 0.9135 +2023-12-25 11:44:21,728 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 9:32:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.9100, loss: 0.9100 +2023-12-25 11:44:44,951 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 9:32:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.9283, loss: 0.9283 +2023-12-25 11:45:08,193 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 9:32:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 1.0109, loss: 1.0109 +2023-12-25 11:45:31,506 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 9:31:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.9610, loss: 0.9610 +2023-12-25 11:45:54,753 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 9:31:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.9109, loss: 0.9109 +2023-12-25 11:46:18,015 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 9:30:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 0.9566, loss: 0.9566 +2023-12-25 11:46:41,289 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 9:30:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 1.0026, loss: 1.0026 +2023-12-25 11:47:04,642 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 9:30:04, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.9449, loss: 0.9449 +2023-12-25 11:47:27,892 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 9:29:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.9477, loss: 0.9477 +2023-12-25 11:47:51,107 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 9:29:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.9188, loss: 0.9188 +2023-12-25 11:48:14,318 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 9:28:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 1.0416, loss: 1.0416 +2023-12-25 11:48:37,544 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 9:28:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.9698, loss: 0.9698 +2023-12-25 11:49:00,737 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 9:28:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.9474, loss: 0.9474 +2023-12-25 11:49:23,913 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 9:27:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.9813, loss: 0.9813 +2023-12-25 11:49:47,095 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 9:27:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9962, loss_cls: 0.9367, loss: 0.9367 +2023-12-25 11:50:10,290 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 9:26:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.9766, loss: 0.9766 +2023-12-25 11:50:33,529 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 9:26:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9944, loss_cls: 0.9823, loss: 0.9823 +2023-12-25 11:50:56,751 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 9:26:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.9276, loss: 0.9276 +2023-12-25 11:51:19,987 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 9:25:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.9793, loss: 0.9793 +2023-12-25 11:51:32,791 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-25 11:53:05,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:53:05,420 - pyskl - INFO - +top1_acc 0.8975 +top5_acc 0.9914 +2023-12-25 11:53:05,424 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.8975, top5_acc: 0.9914 +2023-12-25 11:53:46,044 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 9:25:08, time: 0.406, data_time: 0.174, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.9440, loss: 0.9440 +2023-12-25 11:54:09,227 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 9:24:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9981, loss_cls: 0.8866, loss: 0.8866 +2023-12-25 11:54:32,547 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 9:24:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.8660, loss: 0.8660 +2023-12-25 11:54:55,792 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 9:23:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.9357, loss: 0.9357 +2023-12-25 11:55:19,000 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 9:23:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9956, loss_cls: 0.9339, loss: 0.9339 +2023-12-25 11:55:42,251 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 9:23:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.9650, loss: 0.9650 +2023-12-25 11:56:05,590 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 9:22:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 0.9545, loss: 0.9545 +2023-12-25 11:56:28,822 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 9:22:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.9481, loss: 0.9481 +2023-12-25 11:56:52,053 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 9:21:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.9324, loss: 0.9324 +2023-12-25 11:57:15,286 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 9:21:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.9137, loss: 0.9137 +2023-12-25 11:57:38,538 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 9:21:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.9354, loss: 0.9354 +2023-12-25 11:58:01,785 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 9:20:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.9714, loss: 0.9714 +2023-12-25 11:58:25,030 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 9:20:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 0.9445, loss: 0.9445 +2023-12-25 11:58:48,270 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 9:19:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 0.9776, loss: 0.9776 +2023-12-25 11:59:11,488 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 9:19:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.9519, loss: 0.9519 +2023-12-25 11:59:34,751 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 9:19:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.9542, loss: 0.9542 +2023-12-25 11:59:57,991 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 9:18:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 1.0051, loss: 1.0051 +2023-12-25 12:00:21,198 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 9:18:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.9498, loss: 0.9498 +2023-12-25 12:00:44,402 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 9:17:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.9624, loss: 0.9624 +2023-12-25 12:01:07,616 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 9:17:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.9877, loss: 0.9877 +2023-12-25 12:01:30,810 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 9:17:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.9870, loss: 0.9870 +2023-12-25 12:01:53,981 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 9:16:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.9800, loss: 0.9800 +2023-12-25 12:02:17,180 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 9:16:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.9639, loss: 0.9639 +2023-12-25 12:02:29,992 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-25 12:04:02,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:04:03,016 - pyskl - INFO - +top1_acc 0.9097 +top5_acc 0.9931 +2023-12-25 12:04:03,020 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9097, top5_acc: 0.9931 +2023-12-25 12:04:43,767 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 9:15:49, time: 0.407, data_time: 0.174, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 0.9003, loss: 0.9003 +2023-12-25 12:05:07,040 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 9:15:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 0.8669, loss: 0.8669 +2023-12-25 12:05:30,248 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 9:15:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.8708, loss: 0.8708 +2023-12-25 12:05:53,494 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 9:14:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.9197, loss: 0.9197 +2023-12-25 12:06:16,883 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 9:14:13, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.9197, loss: 0.9197 +2023-12-25 12:06:40,310 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 9:13:50, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 0.9144, loss: 0.9144 +2023-12-25 12:07:03,588 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 9:13:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.8990, loss: 0.8990 +2023-12-25 12:07:26,876 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 9:13:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.9159, loss: 0.9159 +2023-12-25 12:07:50,157 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 9:12:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 0.8940, loss: 0.8940 +2023-12-25 12:08:13,448 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 9:12:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 0.9203, loss: 0.9203 +2023-12-25 12:08:36,776 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 9:11:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.9644, loss: 0.9644 +2023-12-25 12:09:00,015 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 9:11:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 1.0012, loss: 1.0012 +2023-12-25 12:09:23,219 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 9:11:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.9790, loss: 0.9790 +2023-12-25 12:09:46,429 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 9:10:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 0.9271, loss: 0.9271 +2023-12-25 12:10:09,726 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 9:10:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 0.9333, loss: 0.9333 +2023-12-25 12:10:32,969 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 9:09:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 1.0219, loss: 1.0219 +2023-12-25 12:10:56,154 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 9:09:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.9417, loss: 0.9417 +2023-12-25 12:11:19,379 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 9:09:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.9364, loss: 0.9364 +2023-12-25 12:11:42,621 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 9:08:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 0.9691, loss: 0.9691 +2023-12-25 12:12:05,871 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 9:08:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.8929, loss: 0.8929 +2023-12-25 12:12:29,099 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 9:07:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 1.0033, loss: 1.0033 +2023-12-25 12:12:52,354 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 9:07:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.8859, loss: 0.8859 +2023-12-25 12:13:15,594 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 9:07:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.9499, loss: 0.9499 +2023-12-25 12:13:28,343 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-25 12:15:01,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:15:01,422 - pyskl - INFO - +top1_acc 0.8831 +top5_acc 0.9890 +2023-12-25 12:15:01,428 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.8831, top5_acc: 0.9890 +2023-12-25 12:15:41,971 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 9:06:30, time: 0.405, data_time: 0.173, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.8866, loss: 0.8866 +2023-12-25 12:16:05,161 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 9:06:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 0.8513, loss: 0.8513 +2023-12-25 12:16:28,345 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 9:05:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 0.8694, loss: 0.8694 +2023-12-25 12:16:51,528 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 9:05:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.8760, loss: 0.8760 +2023-12-25 12:17:14,767 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 9:04:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.8820, loss: 0.8820 +2023-12-25 12:17:38,064 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 9:04:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.8944, loss: 0.8944 +2023-12-25 12:18:01,436 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 9:04:07, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.9147, loss: 0.9147 +2023-12-25 12:18:24,662 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 9:03:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.8576, loss: 0.8576 +2023-12-25 12:18:47,891 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 9:03:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 0.8990, loss: 0.8990 +2023-12-25 12:19:11,112 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 9:02:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.9317, loss: 0.9317 +2023-12-25 12:19:34,443 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 9:02:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.9460, loss: 0.9460 +2023-12-25 12:19:57,969 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 9:02:08, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.9533, loss: 0.9533 +2023-12-25 12:20:21,180 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 9:01:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.9560, loss: 0.9560 +2023-12-25 12:20:44,381 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 9:01:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.9022, loss: 0.9022 +2023-12-25 12:21:07,582 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 9:00:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.9029, loss: 0.9029 +2023-12-25 12:21:30,808 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 9:00:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.9243, loss: 0.9243 +2023-12-25 12:21:54,127 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 9:00:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.8737, loss: 0.8737 +2023-12-25 12:22:17,440 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 8:59:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 0.9533, loss: 0.9533 +2023-12-25 12:22:40,668 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 8:59:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.9372, loss: 0.9372 +2023-12-25 12:23:03,893 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 8:58:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.8951, loss: 0.8951 +2023-12-25 12:23:27,029 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 8:58:33, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.9424, loss: 0.9424 +2023-12-25 12:23:50,161 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 8:58:09, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.9497, loss: 0.9497 +2023-12-25 12:24:13,302 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 8:57:45, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.9715, loss: 0.9715 +2023-12-25 12:24:26,027 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-25 12:25:58,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:25:58,875 - pyskl - INFO - +top1_acc 0.9118 +top5_acc 0.9918 +2023-12-25 12:25:58,879 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9118, top5_acc: 0.9918 +2023-12-25 12:26:39,225 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 8:57:11, time: 0.403, data_time: 0.169, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 0.8978, loss: 0.8978 +2023-12-25 12:27:02,605 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 8:56:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 0.8456, loss: 0.8456 +2023-12-25 12:27:25,973 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 8:56:24, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.8973, loss: 0.8973 +2023-12-25 12:27:49,374 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 8:56:00, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 0.8748, loss: 0.8748 +2023-12-25 12:28:12,676 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 8:55:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.9206, loss: 0.9206 +2023-12-25 12:28:35,950 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 8:55:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9938, loss_cls: 0.8974, loss: 0.8974 +2023-12-25 12:28:59,241 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 8:54:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.9122, loss: 0.9122 +2023-12-25 12:29:22,541 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 8:54:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9981, loss_cls: 0.8994, loss: 0.8994 +2023-12-25 12:29:45,832 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 8:54:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.8906, loss: 0.8906 +2023-12-25 12:30:09,155 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 8:53:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.8814, loss: 0.8814 +2023-12-25 12:30:32,456 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 8:53:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.9063, loss: 0.9063 +2023-12-25 12:30:55,706 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 8:52:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.9222, loss: 0.9222 +2023-12-25 12:31:18,994 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 8:52:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.9554, loss: 0.9554 +2023-12-25 12:31:42,314 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 8:52:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.9182, loss: 0.9182 +2023-12-25 12:32:05,585 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 8:51:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.9312, loss: 0.9312 +2023-12-25 12:32:28,888 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 8:51:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 0.9412, loss: 0.9412 +2023-12-25 12:32:52,159 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 8:50:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.9576, loss: 0.9576 +2023-12-25 12:33:15,455 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 8:50:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.8703, loss: 0.8703 +2023-12-25 12:33:38,787 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 8:50:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.9045, loss: 0.9045 +2023-12-25 12:34:02,077 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 8:49:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.9316, loss: 0.9316 +2023-12-25 12:34:25,365 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 8:49:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.8741, loss: 0.8741 +2023-12-25 12:34:48,612 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 8:48:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.9302, loss: 0.9302 +2023-12-25 12:35:11,927 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 8:48:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.9621, loss: 0.9621 +2023-12-25 12:35:24,764 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-25 12:36:57,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:36:57,832 - pyskl - INFO - +top1_acc 0.9144 +top5_acc 0.9924 +2023-12-25 12:36:57,836 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9144, top5_acc: 0.9924 +2023-12-25 12:37:38,725 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 8:47:53, time: 0.409, data_time: 0.177, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.9039, loss: 0.9039 +2023-12-25 12:38:01,890 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 8:47:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.8807, loss: 0.8807 +2023-12-25 12:38:25,179 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 8:47:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.8582, loss: 0.8582 +2023-12-25 12:38:48,363 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 8:46:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.8499, loss: 0.8499 +2023-12-25 12:39:11,556 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 8:46:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.8420, loss: 0.8420 +2023-12-25 12:39:34,758 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 8:45:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.8341, loss: 0.8341 +2023-12-25 12:39:58,019 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 8:45:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.9390, loss: 0.9390 +2023-12-25 12:40:21,175 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 8:45:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.9154, loss: 0.9154 +2023-12-25 12:40:44,314 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 8:44:42, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.8580, loss: 0.8580 +2023-12-25 12:41:07,510 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 8:44:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.8786, loss: 0.8786 +2023-12-25 12:41:30,686 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 8:43:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9862, loss_cls: 0.9806, loss: 0.9806 +2023-12-25 12:41:53,902 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 8:43:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.8908, loss: 0.8908 +2023-12-25 12:42:17,088 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 8:43:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.9171, loss: 0.9171 +2023-12-25 12:42:40,385 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 8:42:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.9058, loss: 0.9058 +2023-12-25 12:43:03,601 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 8:42:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 0.9465, loss: 0.9465 +2023-12-25 12:43:26,787 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 8:41:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.9018, loss: 0.9018 +2023-12-25 12:43:49,951 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 8:41:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.8756, loss: 0.8756 +2023-12-25 12:44:13,157 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 8:41:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.9097, loss: 0.9097 +2023-12-25 12:44:36,332 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 8:40:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.9399, loss: 0.9399 +2023-12-25 12:44:59,516 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 8:40:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.9067, loss: 0.9067 +2023-12-25 12:45:22,704 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 8:39:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.9041, loss: 0.9041 +2023-12-25 12:45:45,865 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 8:39:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.9181, loss: 0.9181 +2023-12-25 12:46:09,020 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 8:39:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 0.8786, loss: 0.8786 +2023-12-25 12:46:21,761 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-25 12:47:54,930 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:47:55,011 - pyskl - INFO - +top1_acc 0.9100 +top5_acc 0.9931 +2023-12-25 12:47:55,015 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9100, top5_acc: 0.9931 +2023-12-25 12:48:35,801 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 8:38:34, time: 0.408, data_time: 0.176, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 0.8599, loss: 0.8599 +2023-12-25 12:48:59,076 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 8:38:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.8329, loss: 0.8329 +2023-12-25 12:49:22,322 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 8:37:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.8339, loss: 0.8339 +2023-12-25 12:49:45,549 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 8:37:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.8390, loss: 0.8390 +2023-12-25 12:50:08,805 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 8:36:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.8535, loss: 0.8535 +2023-12-25 12:50:32,022 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 8:36:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 0.8873, loss: 0.8873 +2023-12-25 12:50:55,248 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 8:36:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 0.8127, loss: 0.8127 +2023-12-25 12:51:18,439 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 8:35:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.8796, loss: 0.8796 +2023-12-25 12:51:41,658 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 8:35:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.8778, loss: 0.8778 +2023-12-25 12:52:04,947 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 8:35:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.8830, loss: 0.8830 +2023-12-25 12:52:28,221 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 8:34:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.9198, loss: 0.9198 +2023-12-25 12:52:51,436 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 8:34:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.8898, loss: 0.8898 +2023-12-25 12:53:14,674 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 8:33:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 0.8990, loss: 0.8990 +2023-12-25 12:53:37,857 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 8:33:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 0.8965, loss: 0.8965 +2023-12-25 12:54:01,049 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 8:33:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.9323, loss: 0.9323 +2023-12-25 12:54:24,292 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 8:32:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.8659, loss: 0.8659 +2023-12-25 12:54:47,651 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 8:32:13, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.8904, loss: 0.8904 +2023-12-25 12:55:10,836 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 8:31:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.8730, loss: 0.8730 +2023-12-25 12:55:34,027 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 8:31:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.8768, loss: 0.8768 +2023-12-25 12:55:57,202 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 8:31:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.9565, loss: 0.9565 +2023-12-25 12:56:20,416 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 8:30:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.9052, loss: 0.9052 +2023-12-25 12:56:43,653 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 8:30:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.9140, loss: 0.9140 +2023-12-25 12:57:06,962 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 8:29:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 0.9150, loss: 0.9150 +2023-12-25 12:57:19,820 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-25 12:58:52,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:58:52,426 - pyskl - INFO - +top1_acc 0.9058 +top5_acc 0.9921 +2023-12-25 12:58:52,430 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9058, top5_acc: 0.9921 +2023-12-25 12:59:32,797 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 8:29:16, time: 0.404, data_time: 0.171, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 0.8379, loss: 0.8379 +2023-12-25 12:59:56,009 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 8:28:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.8680, loss: 0.8680 +2023-12-25 13:00:19,193 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 8:28:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.8058, loss: 0.8058 +2023-12-25 13:00:42,396 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 8:28:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.8390, loss: 0.8390 +2023-12-25 13:01:05,633 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 8:27:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.8848, loss: 0.8848 +2023-12-25 13:01:28,886 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 8:27:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.8333, loss: 0.8333 +2023-12-25 13:01:52,189 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 8:26:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.8491, loss: 0.8491 +2023-12-25 13:02:15,441 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 8:26:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.8824, loss: 0.8824 +2023-12-25 13:02:38,768 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 8:26:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 0.8803, loss: 0.8803 +2023-12-25 13:03:02,029 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 8:25:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.8684, loss: 0.8684 +2023-12-25 13:03:25,251 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 8:25:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.8854, loss: 0.8854 +2023-12-25 13:03:48,470 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 8:24:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.8762, loss: 0.8762 +2023-12-25 13:04:11,783 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 8:24:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.8685, loss: 0.8685 +2023-12-25 13:04:35,032 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 8:24:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.8768, loss: 0.8768 +2023-12-25 13:04:58,230 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 8:23:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.8620, loss: 0.8620 +2023-12-25 13:05:21,458 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 8:23:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.9148, loss: 0.9148 +2023-12-25 13:05:44,620 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 8:22:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 0.9376, loss: 0.9376 +2023-12-25 13:06:07,972 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 8:22:30, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.8528, loss: 0.8528 +2023-12-25 13:06:31,197 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 8:22:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.8950, loss: 0.8950 +2023-12-25 13:06:54,408 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 8:21:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 0.9314, loss: 0.9314 +2023-12-25 13:07:17,666 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 8:21:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.8818, loss: 0.8818 +2023-12-25 13:07:41,055 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 8:20:55, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.9450, loss: 0.9450 +2023-12-25 13:08:04,408 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 8:20:31, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 0.9323, loss: 0.9323 +2023-12-25 13:08:17,235 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-25 13:09:50,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:09:50,207 - pyskl - INFO - +top1_acc 0.8998 +top5_acc 0.9912 +2023-12-25 13:09:50,211 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.8998, top5_acc: 0.9912 +2023-12-25 13:10:30,977 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 8:19:58, time: 0.408, data_time: 0.175, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.8796, loss: 0.8796 +2023-12-25 13:10:54,299 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 8:19:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.8430, loss: 0.8430 +2023-12-25 13:11:17,626 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 8:19:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.8443, loss: 0.8443 +2023-12-25 13:11:40,884 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 8:18:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 0.8621, loss: 0.8621 +2023-12-25 13:12:04,101 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 8:18:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.8537, loss: 0.8537 +2023-12-25 13:12:27,343 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 8:17:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 0.8324, loss: 0.8324 +2023-12-25 13:12:50,539 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 8:17:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.8747, loss: 0.8747 +2023-12-25 13:13:13,770 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 8:17:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.8597, loss: 0.8597 +2023-12-25 13:13:37,051 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 8:16:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.8403, loss: 0.8403 +2023-12-25 13:14:00,281 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 8:16:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.8500, loss: 0.8500 +2023-12-25 13:14:23,565 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 8:15:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.8467, loss: 0.8467 +2023-12-25 13:14:46,909 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 8:15:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.8419, loss: 0.8419 +2023-12-25 13:15:10,250 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 8:15:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.8541, loss: 0.8541 +2023-12-25 13:15:33,481 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 8:14:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9956, loss_cls: 0.9180, loss: 0.9180 +2023-12-25 13:15:56,730 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 8:14:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 0.8621, loss: 0.8621 +2023-12-25 13:16:20,017 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 8:14:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 0.9297, loss: 0.9297 +2023-12-25 13:16:43,330 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 8:13:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.9161, loss: 0.9161 +2023-12-25 13:17:06,579 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 8:13:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.8862, loss: 0.8862 +2023-12-25 13:17:29,805 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 8:12:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.8602, loss: 0.8602 +2023-12-25 13:17:53,073 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 8:12:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 0.8692, loss: 0.8692 +2023-12-25 13:18:16,429 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 8:12:01, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.9193, loss: 0.9193 +2023-12-25 13:18:39,571 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 8:11:37, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.9242, loss: 0.9242 +2023-12-25 13:19:02,730 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 8:11:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.9405, loss: 0.9405 +2023-12-25 13:19:15,450 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-25 13:20:48,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:20:48,513 - pyskl - INFO - +top1_acc 0.9160 +top5_acc 0.9936 +2023-12-25 13:20:48,518 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_83.pth was removed +2023-12-25 13:20:48,665 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2023-12-25 13:20:48,665 - pyskl - INFO - Best top1_acc is 0.9160 at 97 epoch. +2023-12-25 13:20:48,670 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9160, top5_acc: 0.9936 +2023-12-25 13:21:30,054 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 8:10:40, time: 0.414, data_time: 0.181, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.7839, loss: 0.7839 +2023-12-25 13:21:53,347 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 8:10:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.8082, loss: 0.8082 +2023-12-25 13:22:16,627 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 8:09:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9988, loss_cls: 0.8453, loss: 0.8453 +2023-12-25 13:22:39,907 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 8:09:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.8084, loss: 0.8084 +2023-12-25 13:23:03,189 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 8:09:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.8067, loss: 0.8067 +2023-12-25 13:23:26,486 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 8:08:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 0.9012, loss: 0.9012 +2023-12-25 13:23:49,774 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 8:08:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.8393, loss: 0.8393 +2023-12-25 13:24:13,165 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 8:07:54, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.7926, loss: 0.7926 +2023-12-25 13:24:36,553 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 8:07:30, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.8207, loss: 0.8207 +2023-12-25 13:24:59,933 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 8:07:06, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.8335, loss: 0.8335 +2023-12-25 13:25:23,255 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 8:06:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.8490, loss: 0.8490 +2023-12-25 13:25:46,665 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 8:06:19, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.8632, loss: 0.8632 +2023-12-25 13:26:10,114 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 8:05:55, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.8829, loss: 0.8829 +2023-12-25 13:26:33,465 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 8:05:31, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.8723, loss: 0.8723 +2023-12-25 13:26:56,825 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 8:05:07, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.8874, loss: 0.8874 +2023-12-25 13:27:20,183 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 8:04:43, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.8777, loss: 0.8777 +2023-12-25 13:27:43,557 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 8:04:20, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.8698, loss: 0.8698 +2023-12-25 13:28:06,891 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 8:03:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.9397, loss: 0.9397 +2023-12-25 13:28:30,281 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 8:03:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.8971, loss: 0.8971 +2023-12-25 13:28:53,618 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 8:03:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.8578, loss: 0.8578 +2023-12-25 13:29:16,932 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 8:02:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9988, loss_cls: 0.9007, loss: 0.9007 +2023-12-25 13:29:40,247 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 8:02:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.8525, loss: 0.8525 +2023-12-25 13:30:03,693 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 8:01:57, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9988, loss_cls: 0.8746, loss: 0.8746 +2023-12-25 13:30:16,632 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-25 13:31:49,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:31:49,698 - pyskl - INFO - +top1_acc 0.9180 +top5_acc 0.9923 +2023-12-25 13:31:49,702 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_97.pth was removed +2023-12-25 13:31:49,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2023-12-25 13:31:49,843 - pyskl - INFO - Best top1_acc is 0.9180 at 98 epoch. +2023-12-25 13:31:49,847 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9180, top5_acc: 0.9923 +2023-12-25 13:32:30,913 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 8:01:24, time: 0.411, data_time: 0.175, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.8356, loss: 0.8356 +2023-12-25 13:32:54,171 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 8:01:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 0.7787, loss: 0.7787 +2023-12-25 13:33:17,477 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 8:00:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 0.7971, loss: 0.7971 +2023-12-25 13:33:40,771 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 8:00:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.8041, loss: 0.8041 +2023-12-25 13:34:04,074 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 7:59:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9912, loss_cls: 0.8362, loss: 0.8362 +2023-12-25 13:34:27,359 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 7:59:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.8053, loss: 0.8053 +2023-12-25 13:34:50,638 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 7:59:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.8109, loss: 0.8109 +2023-12-25 13:35:13,958 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 7:58:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 0.8252, loss: 0.8252 +2023-12-25 13:35:37,262 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 7:58:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.8572, loss: 0.8572 +2023-12-25 13:36:00,525 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 7:57:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9981, loss_cls: 0.8806, loss: 0.8806 +2023-12-25 13:36:23,784 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 7:57:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.8462, loss: 0.8462 +2023-12-25 13:36:47,133 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 7:57:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9994, loss_cls: 0.8280, loss: 0.8280 +2023-12-25 13:37:10,490 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 7:56:38, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.8530, loss: 0.8530 +2023-12-25 13:37:33,759 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 7:56:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.8490, loss: 0.8490 +2023-12-25 13:37:57,185 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 7:55:50, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.8407, loss: 0.8407 +2023-12-25 13:38:20,527 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 7:55:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.8628, loss: 0.8628 +2023-12-25 13:38:43,834 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 7:55:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.8566, loss: 0.8566 +2023-12-25 13:39:07,207 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 7:54:39, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.8760, loss: 0.8760 +2023-12-25 13:39:30,519 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 7:54:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.8060, loss: 0.8060 +2023-12-25 13:39:53,782 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 7:53:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9888, loss_cls: 0.8470, loss: 0.8470 +2023-12-25 13:40:17,054 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 7:53:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.8499, loss: 0.8499 +2023-12-25 13:40:40,332 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 7:53:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.8873, loss: 0.8873 +2023-12-25 13:41:03,582 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 7:52:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.9139, loss: 0.9139 +2023-12-25 13:41:16,381 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-25 13:42:49,068 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:42:49,147 - pyskl - INFO - +top1_acc 0.8866 +top5_acc 0.9900 +2023-12-25 13:42:49,151 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.8866, top5_acc: 0.9900 +2023-12-25 13:43:29,781 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 7:52:06, time: 0.406, data_time: 0.173, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.8130, loss: 0.8130 +2023-12-25 13:43:53,010 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 7:51:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 0.8007, loss: 0.8007 +2023-12-25 13:44:16,255 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 7:51:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 0.8002, loss: 0.8002 +2023-12-25 13:44:39,480 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 7:50:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.8348, loss: 0.8348 +2023-12-25 13:45:02,682 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 7:50:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.7573, loss: 0.7573 +2023-12-25 13:45:25,856 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 7:50:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.8546, loss: 0.8546 +2023-12-25 13:45:49,127 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 7:49:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 0.8209, loss: 0.8209 +2023-12-25 13:46:12,376 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 7:49:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.8510, loss: 0.8510 +2023-12-25 13:46:35,641 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 7:48:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9988, loss_cls: 0.8483, loss: 0.8483 +2023-12-25 13:46:58,914 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 7:48:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.8188, loss: 0.8188 +2023-12-25 13:47:22,162 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 7:48:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.8339, loss: 0.8339 +2023-12-25 13:47:45,399 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 7:47:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.8129, loss: 0.8129 +2023-12-25 13:48:08,639 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 7:47:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.8712, loss: 0.8712 +2023-12-25 13:48:31,916 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 7:46:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.8232, loss: 0.8232 +2023-12-25 13:48:55,093 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 7:46:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 0.8366, loss: 0.8366 +2023-12-25 13:49:18,288 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 7:46:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.8907, loss: 0.8907 +2023-12-25 13:49:41,612 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 7:45:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.8293, loss: 0.8293 +2023-12-25 13:50:04,950 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 7:45:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.8471, loss: 0.8471 +2023-12-25 13:50:28,162 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 7:44:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.8237, loss: 0.8237 +2023-12-25 13:50:51,359 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 7:44:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.9029, loss: 0.9029 +2023-12-25 13:51:14,612 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 7:44:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.8330, loss: 0.8330 +2023-12-25 13:51:37,832 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 7:43:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.8864, loss: 0.8864 +2023-12-25 13:52:01,047 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 7:43:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.8498, loss: 0.8498 +2023-12-25 13:52:13,841 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-25 13:53:46,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:53:46,868 - pyskl - INFO - +top1_acc 0.9127 +top5_acc 0.9923 +2023-12-25 13:53:46,873 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9127, top5_acc: 0.9923 +2023-12-25 13:54:27,941 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 7:42:49, time: 0.411, data_time: 0.179, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 0.8253, loss: 0.8253 +2023-12-25 13:54:51,076 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 7:42:25, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.7735, loss: 0.7735 +2023-12-25 13:55:14,238 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 7:42:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.7819, loss: 0.7819 +2023-12-25 13:55:37,395 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 7:41:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 0.8116, loss: 0.8116 +2023-12-25 13:56:00,551 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 7:41:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.8028, loss: 0.8028 +2023-12-25 13:56:23,703 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 7:40:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.7705, loss: 0.7705 +2023-12-25 13:56:46,969 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 7:40:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.8049, loss: 0.8049 +2023-12-25 13:57:10,158 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 7:40:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.8116, loss: 0.8116 +2023-12-25 13:57:33,338 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 7:39:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.8192, loss: 0.8192 +2023-12-25 13:57:56,488 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 7:39:14, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 0.8562, loss: 0.8562 +2023-12-25 13:58:19,765 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 7:38:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.8380, loss: 0.8380 +2023-12-25 13:58:42,961 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 7:38:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.8486, loss: 0.8486 +2023-12-25 13:59:06,283 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 7:38:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.8023, loss: 0.8023 +2023-12-25 13:59:29,580 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 7:37:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 0.8440, loss: 0.8440 +2023-12-25 13:59:52,868 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 7:37:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.8541, loss: 0.8541 +2023-12-25 14:00:16,198 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 7:36:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.8470, loss: 0.8470 +2023-12-25 14:00:39,526 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 7:36:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.8350, loss: 0.8350 +2023-12-25 14:01:02,756 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 7:36:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.8067, loss: 0.8067 +2023-12-25 14:01:26,014 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 7:35:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.8613, loss: 0.8613 +2023-12-25 14:01:49,239 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 7:35:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.8363, loss: 0.8363 +2023-12-25 14:02:12,408 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 7:34:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.8638, loss: 0.8638 +2023-12-25 14:02:35,581 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 7:34:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.8792, loss: 0.8792 +2023-12-25 14:02:58,755 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 7:34:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.8684, loss: 0.8684 +2023-12-25 14:03:11,480 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-25 14:04:44,368 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:04:44,447 - pyskl - INFO - +top1_acc 0.9136 +top5_acc 0.9921 +2023-12-25 14:04:44,451 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9136, top5_acc: 0.9921 +2023-12-25 14:05:24,780 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 7:33:30, time: 0.403, data_time: 0.171, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.7856, loss: 0.7856 +2023-12-25 14:05:47,919 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 7:33:07, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.7679, loss: 0.7679 +2023-12-25 14:06:11,058 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 7:32:43, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.7957, loss: 0.7957 +2023-12-25 14:06:34,200 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 7:32:19, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.7672, loss: 0.7672 +2023-12-25 14:06:57,341 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 7:31:55, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.7877, loss: 0.7877 +2023-12-25 14:07:20,545 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 7:31:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 0.7811, loss: 0.7811 +2023-12-25 14:07:43,837 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 7:31:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.7696, loss: 0.7696 +2023-12-25 14:08:07,073 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 7:30:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 0.7750, loss: 0.7750 +2023-12-25 14:08:30,274 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 7:30:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.7629, loss: 0.7629 +2023-12-25 14:08:53,502 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 7:29:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.7993, loss: 0.7993 +2023-12-25 14:09:16,721 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 7:29:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 0.8021, loss: 0.8021 +2023-12-25 14:09:39,961 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 7:29:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.7905, loss: 0.7905 +2023-12-25 14:10:03,116 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 7:28:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.8538, loss: 0.8538 +2023-12-25 14:10:26,294 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 7:28:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.7980, loss: 0.7980 +2023-12-25 14:10:49,564 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 7:27:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.8556, loss: 0.8556 +2023-12-25 14:11:12,791 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 7:27:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.8328, loss: 0.8328 +2023-12-25 14:11:35,999 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 7:27:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.8710, loss: 0.8710 +2023-12-25 14:11:59,255 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 7:26:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 0.8076, loss: 0.8076 +2023-12-25 14:12:22,624 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 7:26:22, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 0.8350, loss: 0.8350 +2023-12-25 14:12:45,911 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 7:25:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.8309, loss: 0.8309 +2023-12-25 14:13:09,123 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 7:25:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.8707, loss: 0.8707 +2023-12-25 14:13:32,340 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 7:25:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.8098, loss: 0.8098 +2023-12-25 14:13:55,561 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 7:24:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.8004, loss: 0.8004 +2023-12-25 14:14:08,325 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-25 14:15:40,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:15:40,920 - pyskl - INFO - +top1_acc 0.9132 +top5_acc 0.9927 +2023-12-25 14:15:40,924 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9132, top5_acc: 0.9927 +2023-12-25 14:16:21,465 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 7:24:13, time: 0.405, data_time: 0.172, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.7665, loss: 0.7665 +2023-12-25 14:16:44,743 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 7:23:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.7501, loss: 0.7501 +2023-12-25 14:17:08,056 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 7:23:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.7651, loss: 0.7651 +2023-12-25 14:17:31,346 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 7:23:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 0.8049, loss: 0.8049 +2023-12-25 14:17:54,671 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 7:22:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.8056, loss: 0.8056 +2023-12-25 14:18:18,011 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 7:22:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.7702, loss: 0.7702 +2023-12-25 14:18:41,290 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 7:21:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.8070, loss: 0.8070 +2023-12-25 14:19:04,637 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 7:21:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.7916, loss: 0.7916 +2023-12-25 14:19:27,976 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 7:21:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.7976, loss: 0.7976 +2023-12-25 14:19:51,337 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 7:20:39, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9988, loss_cls: 0.8195, loss: 0.8195 +2023-12-25 14:20:14,764 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 7:20:15, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.8287, loss: 0.8287 +2023-12-25 14:20:38,140 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 7:19:51, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 0.8767, loss: 0.8767 +2023-12-25 14:21:01,433 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 7:19:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.8111, loss: 0.8111 +2023-12-25 14:21:24,742 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 7:19:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.8242, loss: 0.8242 +2023-12-25 14:21:48,138 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 7:18:40, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.8306, loss: 0.8306 +2023-12-25 14:22:11,513 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 7:18:16, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.7726, loss: 0.7726 +2023-12-25 14:22:34,925 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 7:17:53, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.8016, loss: 0.8016 +2023-12-25 14:22:58,253 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 7:17:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 0.8821, loss: 0.8821 +2023-12-25 14:23:21,562 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 7:17:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.7984, loss: 0.7984 +2023-12-25 14:23:44,853 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 7:16:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.8434, loss: 0.8434 +2023-12-25 14:24:08,148 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 7:16:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.8731, loss: 0.8731 +2023-12-25 14:24:31,451 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 7:15:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.8291, loss: 0.8291 +2023-12-25 14:24:54,825 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 7:15:30, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.7878, loss: 0.7878 +2023-12-25 14:25:07,650 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-25 14:26:40,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:26:40,262 - pyskl - INFO - +top1_acc 0.9253 +top5_acc 0.9929 +2023-12-25 14:26:40,266 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_98.pth was removed +2023-12-25 14:26:40,410 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2023-12-25 14:26:40,411 - pyskl - INFO - Best top1_acc is 0.9253 at 103 epoch. +2023-12-25 14:26:40,416 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9253, top5_acc: 0.9929 +2023-12-25 14:27:21,395 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 7:14:56, time: 0.410, data_time: 0.177, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 0.7979, loss: 0.7979 +2023-12-25 14:27:44,651 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 7:14:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.7679, loss: 0.7679 +2023-12-25 14:28:07,894 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 7:14:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.7741, loss: 0.7741 +2023-12-25 14:28:31,124 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 7:13:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.7800, loss: 0.7800 +2023-12-25 14:28:54,318 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 7:13:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.7598, loss: 0.7598 +2023-12-25 14:29:17,569 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 7:12:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.7717, loss: 0.7717 +2023-12-25 14:29:40,796 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 7:12:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.7638, loss: 0.7638 +2023-12-25 14:30:04,072 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 7:12:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.7856, loss: 0.7856 +2023-12-25 14:30:27,308 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 7:11:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.8391, loss: 0.8391 +2023-12-25 14:30:50,656 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 7:11:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.8080, loss: 0.8080 +2023-12-25 14:31:13,909 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 7:10:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.7583, loss: 0.7583 +2023-12-25 14:31:37,204 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 7:10:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.7824, loss: 0.7824 +2023-12-25 14:32:00,470 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 7:10:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.8105, loss: 0.8105 +2023-12-25 14:32:23,805 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 7:09:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.8364, loss: 0.8364 +2023-12-25 14:32:47,060 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 7:09:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.7809, loss: 0.7809 +2023-12-25 14:33:10,368 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 7:08:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 0.8148, loss: 0.8148 +2023-12-25 14:33:33,609 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 7:08:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.8291, loss: 0.8291 +2023-12-25 14:33:56,855 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 7:08:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.8500, loss: 0.8500 +2023-12-25 14:34:20,071 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 7:07:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.8476, loss: 0.8476 +2023-12-25 14:34:43,278 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 7:07:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.7976, loss: 0.7976 +2023-12-25 14:35:06,527 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 7:07:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.7944, loss: 0.7944 +2023-12-25 14:35:29,717 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 7:06:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 0.8119, loss: 0.8119 +2023-12-25 14:35:52,949 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 7:06:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.8329, loss: 0.8329 +2023-12-25 14:36:05,758 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-25 14:37:38,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:37:38,809 - pyskl - INFO - +top1_acc 0.9180 +top5_acc 0.9924 +2023-12-25 14:37:38,813 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9180, top5_acc: 0.9924 +2023-12-25 14:38:20,524 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 7:05:39, time: 0.417, data_time: 0.183, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.7556, loss: 0.7556 +2023-12-25 14:38:43,893 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 7:05:16, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.7365, loss: 0.7365 +2023-12-25 14:39:07,260 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 7:04:52, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.7825, loss: 0.7825 +2023-12-25 14:39:30,553 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 7:04:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9962, loss_cls: 0.7508, loss: 0.7508 +2023-12-25 14:39:54,161 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 7:04:04, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.7602, loss: 0.7602 +2023-12-25 14:40:17,448 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 7:03:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.7653, loss: 0.7653 +2023-12-25 14:40:40,795 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 7:03:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.7324, loss: 0.7324 +2023-12-25 14:41:04,144 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 7:02:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.7840, loss: 0.7840 +2023-12-25 14:41:27,606 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 7:02:30, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.8096, loss: 0.8096 +2023-12-25 14:41:50,880 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 7:02:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.7493, loss: 0.7493 +2023-12-25 14:42:14,295 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 7:01:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.8087, loss: 0.8087 +2023-12-25 14:42:37,611 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 7:01:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.7668, loss: 0.7668 +2023-12-25 14:43:00,970 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 7:00:55, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.7486, loss: 0.7486 +2023-12-25 14:43:24,338 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 7:00:31, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.7385, loss: 0.7385 +2023-12-25 14:43:47,798 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 7:00:07, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.7845, loss: 0.7845 +2023-12-25 14:44:11,097 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 6:59:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.8361, loss: 0.8361 +2023-12-25 14:44:34,374 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 6:59:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.8033, loss: 0.8033 +2023-12-25 14:44:57,641 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 6:58:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 0.8236, loss: 0.8236 +2023-12-25 14:45:21,047 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 6:58:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.7955, loss: 0.7955 +2023-12-25 14:45:44,354 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 6:58:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 0.8171, loss: 0.8171 +2023-12-25 14:46:07,666 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 6:57:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.7834, loss: 0.7834 +2023-12-25 14:46:31,010 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 6:57:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.8175, loss: 0.8175 +2023-12-25 14:46:54,287 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 6:56:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.7979, loss: 0.7979 +2023-12-25 14:47:07,156 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-25 14:48:40,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:48:40,181 - pyskl - INFO - +top1_acc 0.9292 +top5_acc 0.9933 +2023-12-25 14:48:40,185 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_103.pth was removed +2023-12-25 14:48:40,326 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2023-12-25 14:48:40,326 - pyskl - INFO - Best top1_acc is 0.9292 at 105 epoch. +2023-12-25 14:48:40,330 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9292, top5_acc: 0.9933 +2023-12-25 14:49:21,200 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 6:56:23, time: 0.409, data_time: 0.175, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.7421, loss: 0.7421 +2023-12-25 14:49:44,377 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 6:55:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.7250, loss: 0.7250 +2023-12-25 14:50:07,597 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 6:55:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.7688, loss: 0.7688 +2023-12-25 14:50:30,831 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 6:55:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.7124, loss: 0.7124 +2023-12-25 14:50:54,171 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 6:54:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.7549, loss: 0.7549 +2023-12-25 14:51:17,531 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 6:54:24, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.7332, loss: 0.7332 +2023-12-25 14:51:40,856 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 6:54:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 0.7545, loss: 0.7545 +2023-12-25 14:52:04,183 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 6:53:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.7568, loss: 0.7568 +2023-12-25 14:52:27,420 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 6:53:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.7415, loss: 0.7415 +2023-12-25 14:52:50,691 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 6:52:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.7696, loss: 0.7696 +2023-12-25 14:53:13,977 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 6:52:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.7695, loss: 0.7695 +2023-12-25 14:53:37,218 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 6:52:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 0.8135, loss: 0.8135 +2023-12-25 14:54:00,438 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 6:51:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.8073, loss: 0.8073 +2023-12-25 14:54:23,702 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 6:51:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.8455, loss: 0.8455 +2023-12-25 14:54:46,927 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 6:50:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.8074, loss: 0.8074 +2023-12-25 14:55:10,158 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 6:50:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.7991, loss: 0.7991 +2023-12-25 14:55:33,369 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 6:50:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.7774, loss: 0.7774 +2023-12-25 14:55:56,567 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 6:49:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.7888, loss: 0.7888 +2023-12-25 14:56:19,789 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 6:49:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.7866, loss: 0.7866 +2023-12-25 14:56:43,041 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 6:48:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.8023, loss: 0.8023 +2023-12-25 14:57:06,317 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 6:48:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.7974, loss: 0.7974 +2023-12-25 14:57:29,569 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 6:48:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.7607, loss: 0.7607 +2023-12-25 14:57:52,784 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 6:47:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.7738, loss: 0.7738 +2023-12-25 14:58:05,557 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-25 14:59:38,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:59:38,602 - pyskl - INFO - +top1_acc 0.9230 +top5_acc 0.9931 +2023-12-25 14:59:38,606 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9230, top5_acc: 0.9931 +2023-12-25 15:00:19,642 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 6:47:06, time: 0.410, data_time: 0.178, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.7567, loss: 0.7567 +2023-12-25 15:00:42,815 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 6:46:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.7356, loss: 0.7356 +2023-12-25 15:01:06,027 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 6:46:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.6931, loss: 0.6931 +2023-12-25 15:01:29,266 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 6:45:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.7406, loss: 0.7406 +2023-12-25 15:01:52,621 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 6:45:31, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.7165, loss: 0.7165 +2023-12-25 15:02:15,869 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 6:45:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.7311, loss: 0.7311 +2023-12-25 15:02:39,144 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 6:44:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.7150, loss: 0.7150 +2023-12-25 15:03:02,415 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 6:44:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.7476, loss: 0.7476 +2023-12-25 15:03:25,769 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 6:43:56, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.7537, loss: 0.7537 +2023-12-25 15:03:49,055 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 6:43:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 0.7815, loss: 0.7815 +2023-12-25 15:04:12,318 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 6:43:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.7948, loss: 0.7948 +2023-12-25 15:04:35,607 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 6:42:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.7439, loss: 0.7439 +2023-12-25 15:04:58,948 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 6:42:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.8156, loss: 0.8156 +2023-12-25 15:05:22,214 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 6:41:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.7809, loss: 0.7809 +2023-12-25 15:05:45,452 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 6:41:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.7573, loss: 0.7573 +2023-12-25 15:06:08,652 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 6:41:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.7271, loss: 0.7271 +2023-12-25 15:06:31,875 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 6:40:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.7444, loss: 0.7444 +2023-12-25 15:06:55,079 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 6:40:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.8191, loss: 0.8191 +2023-12-25 15:07:18,317 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 6:39:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.7768, loss: 0.7768 +2023-12-25 15:07:41,543 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 6:39:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.7402, loss: 0.7402 +2023-12-25 15:08:04,759 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 6:39:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.7344, loss: 0.7344 +2023-12-25 15:08:27,959 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 6:38:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.7518, loss: 0.7518 +2023-12-25 15:08:51,178 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 6:38:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.7996, loss: 0.7996 +2023-12-25 15:09:03,932 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-25 15:10:36,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:10:36,885 - pyskl - INFO - +top1_acc 0.9191 +top5_acc 0.9938 +2023-12-25 15:10:36,889 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9191, top5_acc: 0.9938 +2023-12-25 15:11:17,144 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 6:37:49, time: 0.403, data_time: 0.169, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.7490, loss: 0.7490 +2023-12-25 15:11:40,480 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 6:37:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.7185, loss: 0.7185 +2023-12-25 15:12:03,841 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 6:37:01, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.7595, loss: 0.7595 +2023-12-25 15:12:27,215 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 6:36:38, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.7165, loss: 0.7165 +2023-12-25 15:12:50,511 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 6:36:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.7084, loss: 0.7084 +2023-12-25 15:13:13,928 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 6:35:50, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.7391, loss: 0.7391 +2023-12-25 15:13:37,375 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 6:35:27, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 0.7515, loss: 0.7515 +2023-12-25 15:14:00,857 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 6:35:03, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.7579, loss: 0.7579 +2023-12-25 15:14:24,302 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 6:34:39, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.7468, loss: 0.7468 +2023-12-25 15:14:47,771 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 6:34:16, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.7345, loss: 0.7345 +2023-12-25 15:15:11,185 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 6:33:52, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.7139, loss: 0.7139 +2023-12-25 15:15:34,541 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 6:33:28, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.7201, loss: 0.7201 +2023-12-25 15:15:57,877 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 6:33:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.7579, loss: 0.7579 +2023-12-25 15:16:21,208 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 6:32:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.7343, loss: 0.7343 +2023-12-25 15:16:44,536 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 6:32:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.7338, loss: 0.7338 +2023-12-25 15:17:07,844 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 6:31:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.7743, loss: 0.7743 +2023-12-25 15:17:31,158 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 6:31:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.7579, loss: 0.7579 +2023-12-25 15:17:54,467 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 6:31:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.7398, loss: 0.7398 +2023-12-25 15:18:17,787 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 6:30:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.7746, loss: 0.7746 +2023-12-25 15:18:41,088 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 6:30:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.7701, loss: 0.7701 +2023-12-25 15:19:04,384 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 6:29:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.7522, loss: 0.7522 +2023-12-25 15:19:27,703 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 6:29:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.7893, loss: 0.7893 +2023-12-25 15:19:50,964 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 6:29:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.7710, loss: 0.7710 +2023-12-25 15:20:03,758 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-25 15:21:36,718 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:21:36,799 - pyskl - INFO - +top1_acc 0.9089 +top5_acc 0.9919 +2023-12-25 15:21:36,803 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9089, top5_acc: 0.9919 +2023-12-25 15:22:17,261 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 6:28:33, time: 0.405, data_time: 0.172, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.7331, loss: 0.7331 +2023-12-25 15:22:40,449 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 6:28:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 0.7248, loss: 0.7248 +2023-12-25 15:23:03,655 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 6:27:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.7323, loss: 0.7323 +2023-12-25 15:23:26,898 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 6:27:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.7287, loss: 0.7287 +2023-12-25 15:23:50,243 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 6:26:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.7066, loss: 0.7066 +2023-12-25 15:24:13,496 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 6:26:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.7759, loss: 0.7759 +2023-12-25 15:24:36,753 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 6:26:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.7420, loss: 0.7420 +2023-12-25 15:25:00,075 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 6:25:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.7377, loss: 0.7377 +2023-12-25 15:25:23,328 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 6:25:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.7379, loss: 0.7379 +2023-12-25 15:25:46,624 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 6:24:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 0.7325, loss: 0.7325 +2023-12-25 15:26:09,842 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 6:24:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.7381, loss: 0.7381 +2023-12-25 15:26:33,047 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 6:24:11, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 0.7421, loss: 0.7421 +2023-12-25 15:26:56,245 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 6:23:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.7408, loss: 0.7408 +2023-12-25 15:27:19,448 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 6:23:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.7298, loss: 0.7298 +2023-12-25 15:27:42,661 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 6:23:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.7225, loss: 0.7225 +2023-12-25 15:28:05,933 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 6:22:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.7417, loss: 0.7417 +2023-12-25 15:28:29,221 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 6:22:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.7649, loss: 0.7649 +2023-12-25 15:28:52,423 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 6:21:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9994, loss_cls: 0.7592, loss: 0.7592 +2023-12-25 15:29:15,602 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 6:21:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.7270, loss: 0.7270 +2023-12-25 15:29:38,788 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 6:21:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.7487, loss: 0.7487 +2023-12-25 15:30:01,988 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 6:20:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.7565, loss: 0.7565 +2023-12-25 15:30:25,221 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 6:20:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.7750, loss: 0.7750 +2023-12-25 15:30:48,442 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 6:19:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.7540, loss: 0.7540 +2023-12-25 15:31:01,269 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-25 15:32:33,849 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:32:33,930 - pyskl - INFO - +top1_acc 0.9254 +top5_acc 0.9936 +2023-12-25 15:32:33,934 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9254, top5_acc: 0.9936 +2023-12-25 15:33:14,459 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 6:19:16, time: 0.405, data_time: 0.173, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.6636, loss: 0.6636 +2023-12-25 15:33:37,638 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 6:18:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.6967, loss: 0.6967 +2023-12-25 15:34:00,864 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 6:18:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.7474, loss: 0.7474 +2023-12-25 15:34:24,197 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 6:18:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.7327, loss: 0.7327 +2023-12-25 15:34:47,446 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 6:17:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.6896, loss: 0.6896 +2023-12-25 15:35:10,655 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 6:17:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.7354, loss: 0.7354 +2023-12-25 15:35:34,001 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 6:16:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.7482, loss: 0.7482 +2023-12-25 15:35:57,298 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 6:16:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.7148, loss: 0.7148 +2023-12-25 15:36:20,576 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 6:16:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.7301, loss: 0.7301 +2023-12-25 15:36:43,840 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 6:15:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.7446, loss: 0.7446 +2023-12-25 15:37:07,100 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 6:15:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.7150, loss: 0.7150 +2023-12-25 15:37:30,397 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 6:14:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.7446, loss: 0.7446 +2023-12-25 15:37:53,686 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 6:14:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.7324, loss: 0.7324 +2023-12-25 15:38:16,914 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 6:14:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.7304, loss: 0.7304 +2023-12-25 15:38:40,146 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 6:13:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.7112, loss: 0.7112 +2023-12-25 15:39:03,390 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 6:13:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.7150, loss: 0.7150 +2023-12-25 15:39:26,630 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 6:12:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.7405, loss: 0.7405 +2023-12-25 15:39:49,834 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 6:12:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.7294, loss: 0.7294 +2023-12-25 15:40:13,061 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 6:12:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.7246, loss: 0.7246 +2023-12-25 15:40:36,308 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 6:11:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.6932, loss: 0.6932 +2023-12-25 15:40:59,553 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 6:11:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.7662, loss: 0.7662 +2023-12-25 15:41:22,841 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 6:10:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.7562, loss: 0.7562 +2023-12-25 15:41:46,043 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 6:10:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.7626, loss: 0.7626 +2023-12-25 15:41:58,807 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-25 15:43:31,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:43:31,750 - pyskl - INFO - +top1_acc 0.9174 +top5_acc 0.9932 +2023-12-25 15:43:31,754 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9174, top5_acc: 0.9932 +2023-12-25 15:44:12,383 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 6:09:59, time: 0.406, data_time: 0.174, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.7013, loss: 0.7013 +2023-12-25 15:44:35,588 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 6:09:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.6871, loss: 0.6871 +2023-12-25 15:44:58,896 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 6:09:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.6727, loss: 0.6727 +2023-12-25 15:45:22,205 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 6:08:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.7117, loss: 0.7117 +2023-12-25 15:45:45,529 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 6:08:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.6639, loss: 0.6639 +2023-12-25 15:46:08,936 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 6:08:00, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.7048, loss: 0.7048 +2023-12-25 15:46:32,274 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 6:07:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.6686, loss: 0.6686 +2023-12-25 15:46:55,531 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 6:07:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.6761, loss: 0.6761 +2023-12-25 15:47:18,722 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 6:06:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.7027, loss: 0.7027 +2023-12-25 15:47:42,030 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 6:06:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.7241, loss: 0.7241 +2023-12-25 15:48:05,411 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 6:06:01, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.7242, loss: 0.7242 +2023-12-25 15:48:28,716 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 6:05:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.7212, loss: 0.7212 +2023-12-25 15:48:52,019 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 6:05:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.6862, loss: 0.6862 +2023-12-25 15:49:15,341 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 6:04:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.6985, loss: 0.6985 +2023-12-25 15:49:38,550 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 6:04:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.7185, loss: 0.7185 +2023-12-25 15:50:01,920 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 6:04:03, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.6989, loss: 0.6989 +2023-12-25 15:50:25,320 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 6:03:39, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.7052, loss: 0.7052 +2023-12-25 15:50:48,614 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 6:03:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.7077, loss: 0.7077 +2023-12-25 15:51:11,923 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 6:02:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.7673, loss: 0.7673 +2023-12-25 15:51:35,302 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 6:02:28, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 0.7005, loss: 0.7005 +2023-12-25 15:51:58,638 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 6:02:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.7356, loss: 0.7356 +2023-12-25 15:52:21,962 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 6:01:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.7343, loss: 0.7343 +2023-12-25 15:52:45,252 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 6:01:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.7394, loss: 0.7394 +2023-12-25 15:52:57,987 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-25 15:54:30,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:54:31,025 - pyskl - INFO - +top1_acc 0.9329 +top5_acc 0.9939 +2023-12-25 15:54:31,029 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_105.pth was removed +2023-12-25 15:54:31,168 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2023-12-25 15:54:31,168 - pyskl - INFO - Best top1_acc is 0.9329 at 111 epoch. +2023-12-25 15:54:31,172 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9329, top5_acc: 0.9939 +2023-12-25 15:55:12,252 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 6:00:43, time: 0.411, data_time: 0.177, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.6391, loss: 0.6391 +2023-12-25 15:55:35,705 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 6:00:19, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.6958, loss: 0.6958 +2023-12-25 15:55:59,101 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 5:59:55, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.7121, loss: 0.7121 +2023-12-25 15:56:22,471 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 5:59:31, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.6885, loss: 0.6885 +2023-12-25 15:56:45,817 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 5:59:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.6883, loss: 0.6883 +2023-12-25 15:57:09,405 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 5:58:44, time: 0.236, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.6795, loss: 0.6795 +2023-12-25 15:57:32,787 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 5:58:20, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.6827, loss: 0.6827 +2023-12-25 15:57:56,126 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 5:57:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.6963, loss: 0.6963 +2023-12-25 15:58:19,400 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 5:57:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.6794, loss: 0.6794 +2023-12-25 15:58:42,810 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 5:57:09, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.6997, loss: 0.6997 +2023-12-25 15:59:06,085 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 5:56:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.7019, loss: 0.7019 +2023-12-25 15:59:29,359 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 5:56:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.6905, loss: 0.6905 +2023-12-25 15:59:52,680 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 5:55:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.6977, loss: 0.6977 +2023-12-25 16:00:15,983 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 5:55:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 0.7038, loss: 0.7038 +2023-12-25 16:00:39,298 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 5:55:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.7027, loss: 0.7027 +2023-12-25 16:01:02,576 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 5:54:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.6747, loss: 0.6747 +2023-12-25 16:01:25,905 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 5:54:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.6902, loss: 0.6902 +2023-12-25 16:01:49,214 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 5:54:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.7034, loss: 0.7034 +2023-12-25 16:02:12,524 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 5:53:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.7250, loss: 0.7250 +2023-12-25 16:02:35,770 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 5:53:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.7234, loss: 0.7234 +2023-12-25 16:02:59,099 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 5:52:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.7313, loss: 0.7313 +2023-12-25 16:03:22,343 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 5:52:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.7167, loss: 0.7167 +2023-12-25 16:03:45,617 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 5:52:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.7115, loss: 0.7115 +2023-12-25 16:03:58,397 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-25 16:05:31,682 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:05:31,764 - pyskl - INFO - +top1_acc 0.9275 +top5_acc 0.9937 +2023-12-25 16:05:31,769 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9275, top5_acc: 0.9937 +2023-12-25 16:06:12,885 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 5:51:27, time: 0.411, data_time: 0.177, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.6761, loss: 0.6761 +2023-12-25 16:06:36,248 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 5:51:03, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.6639, loss: 0.6639 +2023-12-25 16:06:59,522 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 5:50:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.6687, loss: 0.6687 +2023-12-25 16:07:22,818 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 5:50:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.7049, loss: 0.7049 +2023-12-25 16:07:46,145 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 5:49:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.6485, loss: 0.6485 +2023-12-25 16:08:09,494 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 5:49:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.6793, loss: 0.6793 +2023-12-25 16:08:32,812 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 5:49:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.7068, loss: 0.7068 +2023-12-25 16:08:56,075 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 5:48:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.7047, loss: 0.7047 +2023-12-25 16:09:19,397 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 5:48:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.6789, loss: 0.6789 +2023-12-25 16:09:42,691 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 5:47:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.6687, loss: 0.6687 +2023-12-25 16:10:05,983 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 5:47:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.6625, loss: 0.6625 +2023-12-25 16:10:29,185 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 5:47:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.6780, loss: 0.6780 +2023-12-25 16:10:52,407 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 5:46:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.7074, loss: 0.7074 +2023-12-25 16:11:15,596 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 5:46:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.6964, loss: 0.6964 +2023-12-25 16:11:38,913 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 5:45:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.6927, loss: 0.6927 +2023-12-25 16:12:02,216 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 5:45:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.6987, loss: 0.6987 +2023-12-25 16:12:25,559 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 5:45:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.6895, loss: 0.6895 +2023-12-25 16:12:48,829 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 5:44:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.7140, loss: 0.7140 +2023-12-25 16:13:12,116 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 5:44:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.6880, loss: 0.6880 +2023-12-25 16:13:35,398 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 5:43:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.7017, loss: 0.7017 +2023-12-25 16:13:58,695 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 5:43:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.7247, loss: 0.7247 +2023-12-25 16:14:21,971 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 5:43:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.7009, loss: 0.7009 +2023-12-25 16:14:45,247 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 5:42:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.7329, loss: 0.7329 +2023-12-25 16:14:58,069 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-25 16:16:31,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:16:31,437 - pyskl - INFO - +top1_acc 0.9316 +top5_acc 0.9938 +2023-12-25 16:16:31,442 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9316, top5_acc: 0.9938 +2023-12-25 16:17:11,737 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 5:42:10, time: 0.403, data_time: 0.170, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.6370, loss: 0.6370 +2023-12-25 16:17:34,978 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 5:41:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.6798, loss: 0.6798 +2023-12-25 16:17:58,246 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 5:41:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.6575, loss: 0.6575 +2023-12-25 16:18:21,590 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 5:40:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.6467, loss: 0.6467 +2023-12-25 16:18:44,915 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 5:40:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.6732, loss: 0.6732 +2023-12-25 16:19:08,166 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 5:40:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.6796, loss: 0.6796 +2023-12-25 16:19:31,593 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 5:39:48, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.6507, loss: 0.6507 +2023-12-25 16:19:54,842 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 5:39:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.6884, loss: 0.6884 +2023-12-25 16:20:18,099 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 5:39:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.6650, loss: 0.6650 +2023-12-25 16:20:41,322 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 5:38:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.6763, loss: 0.6763 +2023-12-25 16:21:04,590 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 5:38:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.6694, loss: 0.6694 +2023-12-25 16:21:27,828 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 5:37:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.6915, loss: 0.6915 +2023-12-25 16:21:51,037 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 5:37:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.6536, loss: 0.6536 +2023-12-25 16:22:14,231 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 5:37:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.6716, loss: 0.6716 +2023-12-25 16:22:37,390 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 5:36:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.6704, loss: 0.6704 +2023-12-25 16:23:00,589 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 5:36:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.6975, loss: 0.6975 +2023-12-25 16:23:23,794 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 5:35:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.6686, loss: 0.6686 +2023-12-25 16:23:46,996 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 5:35:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.6684, loss: 0.6684 +2023-12-25 16:24:10,191 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 5:35:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.7110, loss: 0.7110 +2023-12-25 16:24:33,635 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 5:34:39, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.6826, loss: 0.6826 +2023-12-25 16:24:56,897 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 5:34:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.6802, loss: 0.6802 +2023-12-25 16:25:20,094 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 5:33:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.6619, loss: 0.6619 +2023-12-25 16:25:43,319 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 5:33:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.7010, loss: 0.7010 +2023-12-25 16:25:56,071 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-25 16:27:28,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:27:29,057 - pyskl - INFO - +top1_acc 0.9307 +top5_acc 0.9937 +2023-12-25 16:27:29,062 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9307, top5_acc: 0.9937 +2023-12-25 16:28:09,873 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 5:32:54, time: 0.408, data_time: 0.175, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.6356, loss: 0.6356 +2023-12-25 16:28:33,136 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 5:32:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.6595, loss: 0.6595 +2023-12-25 16:28:56,503 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 5:32:06, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.6548, loss: 0.6548 +2023-12-25 16:29:19,769 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 5:31:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.6474, loss: 0.6474 +2023-12-25 16:29:43,074 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 5:31:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6211, loss: 0.6211 +2023-12-25 16:30:06,360 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 5:30:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.6683, loss: 0.6683 +2023-12-25 16:30:29,646 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 5:30:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.6451, loss: 0.6451 +2023-12-25 16:30:52,920 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 5:30:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.6676, loss: 0.6676 +2023-12-25 16:31:16,142 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 5:29:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.6434, loss: 0.6434 +2023-12-25 16:31:39,385 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 5:29:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.6618, loss: 0.6618 +2023-12-25 16:32:02,624 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 5:28:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.6799, loss: 0.6799 +2023-12-25 16:32:25,878 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 5:28:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.6751, loss: 0.6751 +2023-12-25 16:32:49,113 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 5:28:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.6926, loss: 0.6926 +2023-12-25 16:33:12,380 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 5:27:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.6819, loss: 0.6819 +2023-12-25 16:33:35,659 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 5:27:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.6327, loss: 0.6327 +2023-12-25 16:33:58,970 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 5:26:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.6828, loss: 0.6828 +2023-12-25 16:34:22,272 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 5:26:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.6742, loss: 0.6742 +2023-12-25 16:34:45,535 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 5:26:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.7063, loss: 0.7063 +2023-12-25 16:35:08,803 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 5:25:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.7225, loss: 0.7225 +2023-12-25 16:35:32,087 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 5:25:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.6977, loss: 0.6977 +2023-12-25 16:35:55,293 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 5:24:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.6930, loss: 0.6930 +2023-12-25 16:36:18,466 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 5:24:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.6765, loss: 0.6765 +2023-12-25 16:36:41,670 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 5:24:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.6804, loss: 0.6804 +2023-12-25 16:36:54,486 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-25 16:38:27,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:38:27,432 - pyskl - INFO - +top1_acc 0.9343 +top5_acc 0.9940 +2023-12-25 16:38:27,436 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_111.pth was removed +2023-12-25 16:38:27,585 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-25 16:38:27,586 - pyskl - INFO - Best top1_acc is 0.9343 at 115 epoch. +2023-12-25 16:38:27,590 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9343, top5_acc: 0.9940 +2023-12-25 16:39:08,292 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 5:23:37, time: 0.407, data_time: 0.173, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.6572, loss: 0.6572 +2023-12-25 16:39:31,647 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 5:23:14, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.6342, loss: 0.6342 +2023-12-25 16:39:54,904 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 5:22:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.6182, loss: 0.6182 +2023-12-25 16:40:18,199 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 5:22:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.6403, loss: 0.6403 +2023-12-25 16:40:41,480 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 5:22:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.6387, loss: 0.6387 +2023-12-25 16:41:04,710 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 5:21:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.6526, loss: 0.6526 +2023-12-25 16:41:27,921 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 5:21:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.6459, loss: 0.6459 +2023-12-25 16:41:51,119 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 5:20:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.6526, loss: 0.6526 +2023-12-25 16:42:14,330 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 5:20:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.6643, loss: 0.6643 +2023-12-25 16:42:37,569 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 5:20:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.6393, loss: 0.6393 +2023-12-25 16:43:00,761 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 5:19:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.6584, loss: 0.6584 +2023-12-25 16:43:24,003 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 5:19:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.6364, loss: 0.6364 +2023-12-25 16:43:47,293 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 5:18:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.6672, loss: 0.6672 +2023-12-25 16:44:10,553 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 5:18:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.6488, loss: 0.6488 +2023-12-25 16:44:33,796 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 5:18:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.6407, loss: 0.6407 +2023-12-25 16:44:57,048 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 5:17:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.6985, loss: 0.6985 +2023-12-25 16:45:20,286 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 5:17:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.6603, loss: 0.6603 +2023-12-25 16:45:43,525 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 5:16:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.6727, loss: 0.6727 +2023-12-25 16:46:06,785 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 5:16:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.6607, loss: 0.6607 +2023-12-25 16:46:30,039 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 5:16:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.6572, loss: 0.6572 +2023-12-25 16:46:53,299 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 5:15:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.6837, loss: 0.6837 +2023-12-25 16:47:16,555 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 5:15:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.6647, loss: 0.6647 +2023-12-25 16:47:39,861 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 5:14:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.6458, loss: 0.6458 +2023-12-25 16:47:52,692 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-25 16:49:25,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:49:26,052 - pyskl - INFO - +top1_acc 0.9406 +top5_acc 0.9938 +2023-12-25 16:49:26,056 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_115.pth was removed +2023-12-25 16:49:26,200 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-25 16:49:26,201 - pyskl - INFO - Best top1_acc is 0.9406 at 116 epoch. +2023-12-25 16:49:26,205 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9406, top5_acc: 0.9938 +2023-12-25 16:50:06,986 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 5:14:21, time: 0.408, data_time: 0.175, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.6328, loss: 0.6328 +2023-12-25 16:50:30,218 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 5:13:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6235, loss: 0.6235 +2023-12-25 16:50:53,512 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 5:13:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.6451, loss: 0.6451 +2023-12-25 16:51:16,885 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 5:13:10, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.6436, loss: 0.6436 +2023-12-25 16:51:40,196 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 5:12:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.6582, loss: 0.6582 +2023-12-25 16:52:03,483 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 5:12:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.6342, loss: 0.6342 +2023-12-25 16:52:26,846 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 5:11:59, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.6378, loss: 0.6378 +2023-12-25 16:52:50,112 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 5:11:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6147, loss: 0.6147 +2023-12-25 16:53:13,398 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 5:11:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.6537, loss: 0.6537 +2023-12-25 16:53:36,614 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 5:10:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.6485, loss: 0.6485 +2023-12-25 16:53:59,784 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 5:10:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.6557, loss: 0.6557 +2023-12-25 16:54:22,975 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 5:10:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.6611, loss: 0.6611 +2023-12-25 16:54:46,205 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 5:09:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.6426, loss: 0.6426 +2023-12-25 16:55:09,392 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 5:09:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.6250, loss: 0.6250 +2023-12-25 16:55:32,582 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 5:08:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.6549, loss: 0.6549 +2023-12-25 16:55:55,782 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 5:08:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.6562, loss: 0.6562 +2023-12-25 16:56:18,980 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 5:08:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.6406, loss: 0.6406 +2023-12-25 16:56:42,174 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 5:07:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.6564, loss: 0.6564 +2023-12-25 16:57:05,407 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 5:07:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.6458, loss: 0.6458 +2023-12-25 16:57:28,662 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 5:06:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.6738, loss: 0.6738 +2023-12-25 16:57:51,862 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 5:06:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.6569, loss: 0.6569 +2023-12-25 16:58:15,131 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 5:06:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.6647, loss: 0.6647 +2023-12-25 16:58:38,445 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 5:05:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.6558, loss: 0.6558 +2023-12-25 16:58:51,371 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-25 17:00:24,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:00:24,546 - pyskl - INFO - +top1_acc 0.9379 +top5_acc 0.9937 +2023-12-25 17:00:24,551 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9379, top5_acc: 0.9937 +2023-12-25 17:01:05,714 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 5:05:05, time: 0.412, data_time: 0.179, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.6476, loss: 0.6476 +2023-12-25 17:01:29,041 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 5:04:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.6281, loss: 0.6281 +2023-12-25 17:01:52,365 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 5:04:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6221, loss: 0.6221 +2023-12-25 17:02:15,668 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 5:03:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.6398, loss: 0.6398 +2023-12-25 17:02:38,845 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 5:03:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.6212, loss: 0.6212 +2023-12-25 17:03:02,057 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 5:03:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.6267, loss: 0.6267 +2023-12-25 17:03:25,286 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 5:02:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.6226, loss: 0.6226 +2023-12-25 17:03:48,492 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 5:02:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.6400, loss: 0.6400 +2023-12-25 17:04:11,728 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 5:01:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.6208, loss: 0.6208 +2023-12-25 17:04:34,949 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 5:01:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6043, loss: 0.6043 +2023-12-25 17:04:58,160 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 5:01:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.6166, loss: 0.6166 +2023-12-25 17:05:21,388 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 5:00:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.6278, loss: 0.6278 +2023-12-25 17:05:44,613 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 5:00:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.6169, loss: 0.6169 +2023-12-25 17:06:07,872 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 4:59:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.6278, loss: 0.6278 +2023-12-25 17:06:31,129 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 4:59:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6216, loss: 0.6216 +2023-12-25 17:06:54,336 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 4:59:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.6325, loss: 0.6325 +2023-12-25 17:07:17,571 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 4:58:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.6208, loss: 0.6208 +2023-12-25 17:07:40,837 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 4:58:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.6367, loss: 0.6367 +2023-12-25 17:08:04,078 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 4:57:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.6464, loss: 0.6464 +2023-12-25 17:08:27,306 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 4:57:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.6554, loss: 0.6554 +2023-12-25 17:08:50,606 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 4:57:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.6447, loss: 0.6447 +2023-12-25 17:09:13,992 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 4:56:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.6918, loss: 0.6918 +2023-12-25 17:09:37,386 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 4:56:23, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.6588, loss: 0.6588 +2023-12-25 17:09:50,205 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-25 17:11:23,292 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:11:23,372 - pyskl - INFO - +top1_acc 0.9319 +top5_acc 0.9936 +2023-12-25 17:11:23,377 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9319, top5_acc: 0.9936 +2023-12-25 17:12:03,990 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 4:55:48, time: 0.406, data_time: 0.173, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.6337, loss: 0.6337 +2023-12-25 17:12:27,263 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 4:55:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.6351, loss: 0.6351 +2023-12-25 17:12:50,556 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 4:55:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.6120, loss: 0.6120 +2023-12-25 17:13:13,778 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 4:54:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6203, loss: 0.6203 +2023-12-25 17:13:36,996 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 4:54:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.6351, loss: 0.6351 +2023-12-25 17:14:00,237 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 4:53:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.6353, loss: 0.6353 +2023-12-25 17:14:23,489 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 4:53:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.6485, loss: 0.6485 +2023-12-25 17:14:46,761 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 4:53:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.6408, loss: 0.6408 +2023-12-25 17:15:10,038 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 4:52:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.6320, loss: 0.6320 +2023-12-25 17:15:33,319 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 4:52:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.6316, loss: 0.6316 +2023-12-25 17:15:56,602 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 4:51:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6227, loss: 0.6227 +2023-12-25 17:16:19,887 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 4:51:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6355, loss: 0.6355 +2023-12-25 17:16:43,150 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 4:51:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6162, loss: 0.6162 +2023-12-25 17:17:06,438 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 4:50:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.6343, loss: 0.6343 +2023-12-25 17:17:29,659 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 4:50:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.6140, loss: 0.6140 +2023-12-25 17:17:52,873 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 4:49:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.6104, loss: 0.6104 +2023-12-25 17:18:16,095 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 4:49:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.6542, loss: 0.6542 +2023-12-25 17:18:39,332 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 4:49:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.6350, loss: 0.6350 +2023-12-25 17:19:02,541 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 4:48:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.6531, loss: 0.6531 +2023-12-25 17:19:25,756 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 4:48:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.6446, loss: 0.6446 +2023-12-25 17:19:49,075 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 4:47:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.6294, loss: 0.6294 +2023-12-25 17:20:12,391 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 4:47:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.6422, loss: 0.6422 +2023-12-25 17:20:35,561 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 4:47:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.6406, loss: 0.6406 +2023-12-25 17:20:48,288 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-25 17:22:21,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:22:21,265 - pyskl - INFO - +top1_acc 0.9363 +top5_acc 0.9939 +2023-12-25 17:22:21,269 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9363, top5_acc: 0.9939 +2023-12-25 17:23:01,894 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 4:46:32, time: 0.406, data_time: 0.173, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.6337, loss: 0.6337 +2023-12-25 17:23:25,187 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 4:46:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.6365, loss: 0.6365 +2023-12-25 17:23:48,544 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 4:45:45, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.6366, loss: 0.6366 +2023-12-25 17:24:11,831 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 4:45:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.6143, loss: 0.6143 +2023-12-25 17:24:35,115 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 4:44:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.6099, loss: 0.6099 +2023-12-25 17:24:58,398 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 4:44:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.6350, loss: 0.6350 +2023-12-25 17:25:21,709 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 4:44:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6273, loss: 0.6273 +2023-12-25 17:25:45,006 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 4:43:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.6329, loss: 0.6329 +2023-12-25 17:26:08,259 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 4:43:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.6484, loss: 0.6484 +2023-12-25 17:26:31,478 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 4:42:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.6318, loss: 0.6318 +2023-12-25 17:26:54,717 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 4:42:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.6463, loss: 0.6463 +2023-12-25 17:27:18,027 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 4:42:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.6377, loss: 0.6377 +2023-12-25 17:27:41,307 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 4:41:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.6158, loss: 0.6158 +2023-12-25 17:28:04,599 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 4:41:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.6071, loss: 0.6071 +2023-12-25 17:28:27,859 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 4:41:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.6163, loss: 0.6163 +2023-12-25 17:28:51,115 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 4:40:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.6134, loss: 0.6134 +2023-12-25 17:29:14,452 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 4:40:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.6197, loss: 0.6197 +2023-12-25 17:29:37,735 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 4:39:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6229, loss: 0.6229 +2023-12-25 17:30:01,042 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 4:39:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.6274, loss: 0.6274 +2023-12-25 17:30:24,306 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 4:39:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.6236, loss: 0.6236 +2023-12-25 17:30:47,618 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 4:38:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.6410, loss: 0.6410 +2023-12-25 17:31:10,861 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 4:38:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.6251, loss: 0.6251 +2023-12-25 17:31:34,108 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 4:37:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.6306, loss: 0.6306 +2023-12-25 17:31:46,882 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-25 17:33:20,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:33:20,256 - pyskl - INFO - +top1_acc 0.9487 +top5_acc 0.9949 +2023-12-25 17:33:20,260 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_116.pth was removed +2023-12-25 17:33:20,402 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2023-12-25 17:33:20,403 - pyskl - INFO - Best top1_acc is 0.9487 at 120 epoch. +2023-12-25 17:33:20,407 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9487, top5_acc: 0.9949 +2023-12-25 17:34:01,352 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 4:37:16, time: 0.409, data_time: 0.176, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6163, loss: 0.6163 +2023-12-25 17:34:24,861 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 4:36:53, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5969, loss: 0.5969 +2023-12-25 17:34:48,291 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 4:36:29, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.5982, loss: 0.5982 +2023-12-25 17:35:11,698 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 4:36:05, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.6100, loss: 0.6100 +2023-12-25 17:35:35,091 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 4:35:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.5892, loss: 0.5892 +2023-12-25 17:35:58,454 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 4:35:18, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.5939, loss: 0.5939 +2023-12-25 17:36:21,810 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 4:34:54, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.6103, loss: 0.6103 +2023-12-25 17:36:45,150 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 4:34:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.6148, loss: 0.6148 +2023-12-25 17:37:08,478 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 4:34:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.5954, loss: 0.5954 +2023-12-25 17:37:31,802 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 4:33:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.6089, loss: 0.6089 +2023-12-25 17:37:55,121 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 4:33:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.6093, loss: 0.6093 +2023-12-25 17:38:18,603 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 4:32:56, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5964, loss: 0.5964 +2023-12-25 17:38:41,956 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 4:32:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6105, loss: 0.6105 +2023-12-25 17:39:05,317 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 4:32:09, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.6026, loss: 0.6026 +2023-12-25 17:39:28,654 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 4:31:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.6195, loss: 0.6195 +2023-12-25 17:39:52,023 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 4:31:21, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.6160, loss: 0.6160 +2023-12-25 17:40:15,357 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 4:30:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6277, loss: 0.6277 +2023-12-25 17:40:38,724 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 4:30:34, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6321, loss: 0.6321 +2023-12-25 17:41:02,082 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 4:30:10, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.6125, loss: 0.6125 +2023-12-25 17:41:25,446 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 4:29:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.6097, loss: 0.6097 +2023-12-25 17:41:48,783 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 4:29:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6137, loss: 0.6137 +2023-12-25 17:42:12,191 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 4:28:59, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.6177, loss: 0.6177 +2023-12-25 17:42:35,551 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 4:28:36, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.6150, loss: 0.6150 +2023-12-25 17:42:48,481 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-25 17:44:21,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:44:21,475 - pyskl - INFO - +top1_acc 0.9479 +top5_acc 0.9948 +2023-12-25 17:44:21,479 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9479, top5_acc: 0.9948 +2023-12-25 17:45:02,265 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 4:28:01, time: 0.408, data_time: 0.174, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5799, loss: 0.5799 +2023-12-25 17:45:25,600 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 4:27:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.6002, loss: 0.6002 +2023-12-25 17:45:48,831 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 4:27:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.5909, loss: 0.5909 +2023-12-25 17:46:12,028 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 4:26:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.5912, loss: 0.5912 +2023-12-25 17:46:35,211 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 4:26:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.5996, loss: 0.5996 +2023-12-25 17:46:58,356 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 4:26:02, time: 0.231, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.5964, loss: 0.5964 +2023-12-25 17:47:21,522 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 4:25:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5981, loss: 0.5981 +2023-12-25 17:47:44,678 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 4:25:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.5886, loss: 0.5886 +2023-12-25 17:48:07,908 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 4:24:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.6047, loss: 0.6047 +2023-12-25 17:48:31,184 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 4:24:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5963, loss: 0.5963 +2023-12-25 17:48:54,444 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 4:24:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.6162, loss: 0.6162 +2023-12-25 17:49:17,745 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 4:23:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.5977, loss: 0.5977 +2023-12-25 17:49:41,012 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 4:23:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.6138, loss: 0.6138 +2023-12-25 17:50:04,279 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 4:22:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.5811, loss: 0.5811 +2023-12-25 17:50:27,562 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 4:22:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.6095, loss: 0.6095 +2023-12-25 17:50:50,861 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 4:22:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.6017, loss: 0.6017 +2023-12-25 17:51:14,240 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 4:21:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.6067, loss: 0.6067 +2023-12-25 17:51:37,571 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 4:21:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.6173, loss: 0.6173 +2023-12-25 17:52:00,903 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 4:20:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6134, loss: 0.6134 +2023-12-25 17:52:24,259 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 4:20:31, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.6065, loss: 0.6065 +2023-12-25 17:52:47,500 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 4:20:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6021, loss: 0.6021 +2023-12-25 17:53:10,766 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 4:19:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.6215, loss: 0.6215 +2023-12-25 17:53:34,086 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 4:19:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.6204, loss: 0.6204 +2023-12-25 17:53:46,869 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-25 17:55:20,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:55:20,280 - pyskl - INFO - +top1_acc 0.9450 +top5_acc 0.9940 +2023-12-25 17:55:20,284 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9450, top5_acc: 0.9940 +2023-12-25 17:56:01,139 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 4:18:45, time: 0.409, data_time: 0.175, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.5901, loss: 0.5901 +2023-12-25 17:56:24,335 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 4:18:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.5968, loss: 0.5968 +2023-12-25 17:56:47,524 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 4:17:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.6011, loss: 0.6011 +2023-12-25 17:57:10,806 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 4:17:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5872, loss: 0.5872 +2023-12-25 17:57:33,993 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 4:17:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.6051, loss: 0.6051 +2023-12-25 17:57:57,177 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 4:16:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.6010, loss: 0.6010 +2023-12-25 17:58:20,423 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 4:16:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.5994, loss: 0.5994 +2023-12-25 17:58:43,664 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 4:15:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.6031, loss: 0.6031 +2023-12-25 17:59:06,881 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 4:15:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.6070, loss: 0.6070 +2023-12-25 17:59:30,067 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 4:15:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.6000, loss: 0.6000 +2023-12-25 17:59:53,310 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 4:14:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.6172, loss: 0.6172 +2023-12-25 18:00:16,499 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 4:14:24, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.5803, loss: 0.5803 +2023-12-25 18:00:39,671 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 4:14:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.6001, loss: 0.6001 +2023-12-25 18:01:02,901 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 4:13:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.6035, loss: 0.6035 +2023-12-25 18:01:26,147 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 4:13:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.6031, loss: 0.6031 +2023-12-25 18:01:49,546 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 4:12:50, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.5999, loss: 0.5999 +2023-12-25 18:02:12,809 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 4:12:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5848, loss: 0.5848 +2023-12-25 18:02:36,158 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 4:12:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.6008, loss: 0.6008 +2023-12-25 18:02:59,459 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 4:11:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.5996, loss: 0.5996 +2023-12-25 18:03:22,817 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 4:11:15, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.5988, loss: 0.5988 +2023-12-25 18:03:46,106 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 4:10:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.6164, loss: 0.6164 +2023-12-25 18:04:09,451 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 4:10:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.6137, loss: 0.6137 +2023-12-25 18:04:32,662 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 4:10:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.6121, loss: 0.6121 +2023-12-25 18:04:45,362 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-25 18:06:18,671 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:06:18,752 - pyskl - INFO - +top1_acc 0.9438 +top5_acc 0.9946 +2023-12-25 18:06:18,756 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9438, top5_acc: 0.9946 +2023-12-25 18:06:58,967 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 4:09:29, time: 0.402, data_time: 0.170, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5948, loss: 0.5948 +2023-12-25 18:07:22,170 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 4:09:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5838, loss: 0.5838 +2023-12-25 18:07:45,364 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 4:08:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5816, loss: 0.5816 +2023-12-25 18:08:08,563 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 4:08:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5882, loss: 0.5882 +2023-12-25 18:08:31,787 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 4:07:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.6034, loss: 0.6034 +2023-12-25 18:08:54,982 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 4:07:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5834, loss: 0.5834 +2023-12-25 18:09:18,211 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 4:07:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.5806, loss: 0.5806 +2023-12-25 18:09:41,494 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 4:06:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.5946, loss: 0.5946 +2023-12-25 18:10:04,717 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 4:06:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5805, loss: 0.5805 +2023-12-25 18:10:27,985 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 4:05:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.6094, loss: 0.6094 +2023-12-25 18:10:51,254 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 4:05:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5792, loss: 0.5792 +2023-12-25 18:11:14,495 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 4:05:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5810, loss: 0.5810 +2023-12-25 18:11:37,734 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 4:04:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5800, loss: 0.5800 +2023-12-25 18:12:00,990 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 4:04:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.5738, loss: 0.5738 +2023-12-25 18:12:24,273 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 4:03:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.5973, loss: 0.5973 +2023-12-25 18:12:47,550 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 4:03:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.6093, loss: 0.6093 +2023-12-25 18:13:10,855 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 4:03:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.5863, loss: 0.5863 +2023-12-25 18:13:34,098 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 4:02:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.6249, loss: 0.6249 +2023-12-25 18:13:57,401 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 4:02:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.5995, loss: 0.5995 +2023-12-25 18:14:20,624 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 4:01:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.6067, loss: 0.6067 +2023-12-25 18:14:43,908 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 4:01:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.5962, loss: 0.5962 +2023-12-25 18:15:07,171 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 4:01:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.5940, loss: 0.5940 +2023-12-25 18:15:30,425 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 4:00:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6093, loss: 0.6093 +2023-12-25 18:15:43,216 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-25 18:17:16,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:17:16,856 - pyskl - INFO - +top1_acc 0.9501 +top5_acc 0.9950 +2023-12-25 18:17:16,860 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_120.pth was removed +2023-12-25 18:17:17,003 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2023-12-25 18:17:17,004 - pyskl - INFO - Best top1_acc is 0.9501 at 124 epoch. +2023-12-25 18:17:17,008 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9501, top5_acc: 0.9950 +2023-12-25 18:17:58,142 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 4:00:13, time: 0.411, data_time: 0.178, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5833, loss: 0.5833 +2023-12-25 18:18:21,491 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 3:59:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5799, loss: 0.5799 +2023-12-25 18:18:44,815 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 3:59:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5827, loss: 0.5827 +2023-12-25 18:19:08,054 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 3:59:02, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.5998, loss: 0.5998 +2023-12-25 18:19:31,306 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 3:58:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.5957, loss: 0.5957 +2023-12-25 18:19:54,551 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 3:58:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5903, loss: 0.5903 +2023-12-25 18:20:17,830 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 3:57:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.5926, loss: 0.5926 +2023-12-25 18:20:41,076 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 3:57:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.5944, loss: 0.5944 +2023-12-25 18:21:04,395 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 3:57:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5860, loss: 0.5860 +2023-12-25 18:21:27,611 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 3:56:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.5895, loss: 0.5895 +2023-12-25 18:21:50,863 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 3:56:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5861, loss: 0.5861 +2023-12-25 18:22:14,094 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 3:55:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5841, loss: 0.5841 +2023-12-25 18:22:37,351 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 3:55:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5716, loss: 0.5716 +2023-12-25 18:23:00,648 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 3:55:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5845, loss: 0.5845 +2023-12-25 18:23:23,915 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 3:54:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5783, loss: 0.5783 +2023-12-25 18:23:47,165 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 3:54:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5883, loss: 0.5883 +2023-12-25 18:24:10,503 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 3:53:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.6040, loss: 0.6040 +2023-12-25 18:24:33,865 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 3:53:31, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.5950, loss: 0.5950 +2023-12-25 18:24:57,198 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 3:53:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.5926, loss: 0.5926 +2023-12-25 18:25:20,589 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 3:52:43, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.6032, loss: 0.6032 +2023-12-25 18:25:43,866 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 3:52:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.6084, loss: 0.6084 +2023-12-25 18:26:07,162 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 3:51:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.6087, loss: 0.6087 +2023-12-25 18:26:30,479 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 3:51:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.6259, loss: 0.6259 +2023-12-25 18:26:43,316 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-25 18:28:16,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:28:16,554 - pyskl - INFO - +top1_acc 0.9466 +top5_acc 0.9947 +2023-12-25 18:28:16,559 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9466, top5_acc: 0.9947 +2023-12-25 18:28:56,935 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 3:50:57, time: 0.404, data_time: 0.171, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5775, loss: 0.5775 +2023-12-25 18:29:20,200 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 3:50:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5818, loss: 0.5818 +2023-12-25 18:29:43,453 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 3:50:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5768, loss: 0.5768 +2023-12-25 18:30:06,739 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 3:49:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5845, loss: 0.5845 +2023-12-25 18:30:30,007 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 3:49:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.5895, loss: 0.5895 +2023-12-25 18:30:53,295 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 3:48:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5792, loss: 0.5792 +2023-12-25 18:31:16,586 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 3:48:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5793, loss: 0.5793 +2023-12-25 18:31:39,846 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 3:48:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5635, loss: 0.5635 +2023-12-25 18:32:03,147 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 3:47:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.5896, loss: 0.5896 +2023-12-25 18:32:26,450 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 3:47:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5796, loss: 0.5796 +2023-12-25 18:32:49,740 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 3:47:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5757, loss: 0.5757 +2023-12-25 18:33:13,030 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 3:46:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5825, loss: 0.5825 +2023-12-25 18:33:36,270 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 3:46:13, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5702, loss: 0.5702 +2023-12-25 18:33:59,488 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 3:45:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5906, loss: 0.5906 +2023-12-25 18:34:22,807 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 3:45:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5818, loss: 0.5818 +2023-12-25 18:34:46,095 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 3:45:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5629, loss: 0.5629 +2023-12-25 18:35:09,361 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 3:44:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5714, loss: 0.5714 +2023-12-25 18:35:32,690 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 3:44:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.6007, loss: 0.6007 +2023-12-25 18:35:56,054 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 3:43:51, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.5915, loss: 0.5915 +2023-12-25 18:36:19,346 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 3:43:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5995, loss: 0.5995 +2023-12-25 18:36:42,584 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 3:43:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.5899, loss: 0.5899 +2023-12-25 18:37:05,832 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 3:42:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5833, loss: 0.5833 +2023-12-25 18:37:29,089 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 3:42:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.5885, loss: 0.5885 +2023-12-25 18:37:41,916 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-25 18:39:14,770 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:39:14,851 - pyskl - INFO - +top1_acc 0.9517 +top5_acc 0.9949 +2023-12-25 18:39:14,855 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_124.pth was removed +2023-12-25 18:39:15,013 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-25 18:39:15,014 - pyskl - INFO - Best top1_acc is 0.9517 at 126 epoch. +2023-12-25 18:39:15,018 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9517, top5_acc: 0.9949 +2023-12-25 18:39:55,493 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 3:41:41, time: 0.405, data_time: 0.172, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5961, loss: 0.5961 +2023-12-25 18:40:18,724 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 3:41:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5869, loss: 0.5869 +2023-12-25 18:40:41,977 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 3:40:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5565, loss: 0.5565 +2023-12-25 18:41:05,270 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 3:40:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5645, loss: 0.5645 +2023-12-25 18:41:28,586 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 3:40:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5811, loss: 0.5811 +2023-12-25 18:41:51,899 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 3:39:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5978, loss: 0.5978 +2023-12-25 18:42:15,165 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 3:39:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5740, loss: 0.5740 +2023-12-25 18:42:38,431 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 3:38:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5896, loss: 0.5896 +2023-12-25 18:43:01,717 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 3:38:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5749, loss: 0.5749 +2023-12-25 18:43:25,053 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 3:38:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5737, loss: 0.5737 +2023-12-25 18:43:48,376 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 3:37:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5830, loss: 0.5830 +2023-12-25 18:44:11,720 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 3:37:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5728, loss: 0.5728 +2023-12-25 18:44:35,058 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 3:36:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.5821, loss: 0.5821 +2023-12-25 18:44:58,444 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 3:36:34, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5760, loss: 0.5760 +2023-12-25 18:45:21,772 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 3:36:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5894, loss: 0.5894 +2023-12-25 18:45:45,040 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 3:35:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5718, loss: 0.5718 +2023-12-25 18:46:08,323 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 3:35:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5796, loss: 0.5796 +2023-12-25 18:46:31,667 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 3:34:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5736, loss: 0.5736 +2023-12-25 18:46:54,949 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 3:34:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5792, loss: 0.5792 +2023-12-25 18:47:18,178 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 3:34:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5870, loss: 0.5870 +2023-12-25 18:47:41,398 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 3:33:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5689, loss: 0.5689 +2023-12-25 18:48:04,662 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 3:33:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5802, loss: 0.5802 +2023-12-25 18:48:28,001 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 3:33:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5813, loss: 0.5813 +2023-12-25 18:48:40,867 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-25 18:50:14,036 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:50:14,115 - pyskl - INFO - +top1_acc 0.9549 +top5_acc 0.9949 +2023-12-25 18:50:14,120 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_126.pth was removed +2023-12-25 18:50:14,266 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-25 18:50:14,266 - pyskl - INFO - Best top1_acc is 0.9549 at 127 epoch. +2023-12-25 18:50:14,271 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9549, top5_acc: 0.9949 +2023-12-25 18:50:54,841 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 3:32:26, time: 0.406, data_time: 0.173, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5741, loss: 0.5741 +2023-12-25 18:51:18,127 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 3:32:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5794, loss: 0.5794 +2023-12-25 18:51:41,427 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 3:31:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5704, loss: 0.5704 +2023-12-25 18:52:04,626 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 3:31:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5994, loss: 0.5994 +2023-12-25 18:52:27,786 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 3:30:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5628, loss: 0.5628 +2023-12-25 18:52:50,947 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 3:30:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5741, loss: 0.5741 +2023-12-25 18:53:14,129 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 3:30:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5895, loss: 0.5895 +2023-12-25 18:53:37,352 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 3:29:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5686, loss: 0.5686 +2023-12-25 18:54:00,667 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 3:29:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.5771, loss: 0.5771 +2023-12-25 18:54:23,957 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 3:28:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5665, loss: 0.5665 +2023-12-25 18:54:47,277 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 3:28:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5837, loss: 0.5837 +2023-12-25 18:55:10,561 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 3:28:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5761, loss: 0.5761 +2023-12-25 18:55:34,007 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 3:27:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5772, loss: 0.5772 +2023-12-25 18:55:57,278 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 3:27:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5648, loss: 0.5648 +2023-12-25 18:56:20,606 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 3:26:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.5849, loss: 0.5849 +2023-12-25 18:56:43,950 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 3:26:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5702, loss: 0.5702 +2023-12-25 18:57:07,317 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 3:26:07, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5687, loss: 0.5687 +2023-12-25 18:57:30,521 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 3:25:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5839, loss: 0.5839 +2023-12-25 18:57:53,749 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 3:25:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5822, loss: 0.5822 +2023-12-25 18:58:16,976 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 3:24:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5820, loss: 0.5820 +2023-12-25 18:58:40,281 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 3:24:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5789, loss: 0.5789 +2023-12-25 18:59:03,556 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 3:24:09, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.5864, loss: 0.5864 +2023-12-25 18:59:26,935 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 3:23:45, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5808, loss: 0.5808 +2023-12-25 18:59:39,745 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-25 19:01:12,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:01:13,002 - pyskl - INFO - +top1_acc 0.9545 +top5_acc 0.9950 +2023-12-25 19:01:13,007 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9545, top5_acc: 0.9950 +2023-12-25 19:01:53,477 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 3:23:10, time: 0.405, data_time: 0.170, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5738, loss: 0.5738 +2023-12-25 19:02:16,721 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 3:22:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5845, loss: 0.5845 +2023-12-25 19:02:39,934 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 3:22:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5733, loss: 0.5733 +2023-12-25 19:03:03,129 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 3:21:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5725, loss: 0.5725 +2023-12-25 19:03:26,343 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 3:21:35, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5692, loss: 0.5692 +2023-12-25 19:03:49,623 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 3:21:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5626, loss: 0.5626 +2023-12-25 19:04:12,896 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 3:20:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5750, loss: 0.5750 +2023-12-25 19:04:36,201 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 3:20:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5750, loss: 0.5750 +2023-12-25 19:04:59,425 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 3:20:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5821, loss: 0.5821 +2023-12-25 19:05:22,674 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 3:19:37, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5681, loss: 0.5681 +2023-12-25 19:05:45,953 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 3:19:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5712, loss: 0.5712 +2023-12-25 19:06:09,294 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 3:18:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5629, loss: 0.5629 +2023-12-25 19:06:32,605 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 3:18:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5793, loss: 0.5793 +2023-12-25 19:06:55,883 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 3:18:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5686, loss: 0.5686 +2023-12-25 19:07:19,070 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 3:17:39, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5847, loss: 0.5847 +2023-12-25 19:07:42,300 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 3:17:15, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5793, loss: 0.5793 +2023-12-25 19:08:05,496 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 3:16:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5792, loss: 0.5792 +2023-12-25 19:08:28,696 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 3:16:28, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5786, loss: 0.5786 +2023-12-25 19:08:51,939 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 3:16:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5784, loss: 0.5784 +2023-12-25 19:09:15,154 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 3:15:41, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5653, loss: 0.5653 +2023-12-25 19:09:38,394 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 3:15:17, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5781, loss: 0.5781 +2023-12-25 19:10:01,661 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 3:14:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5734, loss: 0.5734 +2023-12-25 19:10:24,901 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 3:14:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5586, loss: 0.5586 +2023-12-25 19:10:37,648 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-25 19:12:10,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:12:10,990 - pyskl - INFO - +top1_acc 0.9547 +top5_acc 0.9952 +2023-12-25 19:12:10,994 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9547, top5_acc: 0.9952 +2023-12-25 19:12:52,044 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 3:13:54, time: 0.410, data_time: 0.177, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5711, loss: 0.5711 +2023-12-25 19:13:15,301 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 3:13:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5721, loss: 0.5721 +2023-12-25 19:13:38,547 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 3:13:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5761, loss: 0.5761 +2023-12-25 19:14:01,872 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 3:12:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5813, loss: 0.5813 +2023-12-25 19:14:25,151 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 3:12:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5671, loss: 0.5671 +2023-12-25 19:14:48,478 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 3:11:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5796, loss: 0.5796 +2023-12-25 19:15:11,825 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 3:11:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5765, loss: 0.5765 +2023-12-25 19:15:35,310 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 3:11:09, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5769, loss: 0.5769 +2023-12-25 19:15:58,817 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 3:10:45, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5894, loss: 0.5894 +2023-12-25 19:16:22,114 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 3:10:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5835, loss: 0.5835 +2023-12-25 19:16:45,423 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 3:09:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5599, loss: 0.5599 +2023-12-25 19:17:08,613 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 3:09:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5755, loss: 0.5755 +2023-12-25 19:17:31,875 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 3:09:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5730, loss: 0.5730 +2023-12-25 19:17:55,128 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 3:08:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5866, loss: 0.5866 +2023-12-25 19:18:18,400 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 3:08:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5690, loss: 0.5690 +2023-12-25 19:18:41,644 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 3:08:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5702, loss: 0.5702 +2023-12-25 19:19:05,017 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 3:07:36, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5743, loss: 0.5743 +2023-12-25 19:19:28,403 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 3:07:13, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5704, loss: 0.5704 +2023-12-25 19:19:51,714 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 3:06:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5801, loss: 0.5801 +2023-12-25 19:20:15,036 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 3:06:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5898, loss: 0.5898 +2023-12-25 19:20:38,326 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 3:06:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5570, loss: 0.5570 +2023-12-25 19:21:01,780 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 3:05:38, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5617, loss: 0.5617 +2023-12-25 19:21:25,136 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 3:05:14, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5761, loss: 0.5761 +2023-12-25 19:21:37,973 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-25 19:23:12,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:23:12,361 - pyskl - INFO - +top1_acc 0.9567 +top5_acc 0.9951 +2023-12-25 19:23:12,365 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_127.pth was removed +2023-12-25 19:23:12,514 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2023-12-25 19:23:12,514 - pyskl - INFO - Best top1_acc is 0.9567 at 130 epoch. +2023-12-25 19:23:12,519 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9567, top5_acc: 0.9951 +2023-12-25 19:23:53,474 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 3:04:39, time: 0.410, data_time: 0.177, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5610, loss: 0.5610 +2023-12-25 19:24:16,822 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 3:04:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5713, loss: 0.5713 +2023-12-25 19:24:40,109 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 3:03:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5798, loss: 0.5798 +2023-12-25 19:25:03,369 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 3:03:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5662, loss: 0.5662 +2023-12-25 19:25:26,753 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 3:03:05, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5782, loss: 0.5782 +2023-12-25 19:25:50,247 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 3:02:41, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5736, loss: 0.5736 +2023-12-25 19:26:13,631 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 3:02:17, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5693, loss: 0.5693 +2023-12-25 19:26:36,968 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 3:01:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5638, loss: 0.5638 +2023-12-25 19:27:00,379 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 3:01:30, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5859, loss: 0.5859 +2023-12-25 19:27:23,690 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 3:01:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5666, loss: 0.5666 +2023-12-25 19:27:47,038 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 3:00:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5723, loss: 0.5723 +2023-12-25 19:28:10,386 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 3:00:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5705, loss: 0.5705 +2023-12-25 19:28:33,721 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 2:59:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5633, loss: 0.5633 +2023-12-25 19:28:57,146 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 2:59:32, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5974, loss: 0.5974 +2023-12-25 19:29:20,478 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 2:59:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5751, loss: 0.5751 +2023-12-25 19:29:43,757 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 2:58:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5706, loss: 0.5706 +2023-12-25 19:30:07,047 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 2:58:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5658, loss: 0.5658 +2023-12-25 19:30:30,297 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 2:57:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5599, loss: 0.5599 +2023-12-25 19:30:53,773 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 2:57:34, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5792, loss: 0.5792 +2023-12-25 19:31:17,155 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 2:57:10, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5815, loss: 0.5815 +2023-12-25 19:31:40,501 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 2:56:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5742, loss: 0.5742 +2023-12-25 19:32:03,845 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 2:56:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5870, loss: 0.5870 +2023-12-25 19:32:27,213 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 2:55:59, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5718, loss: 0.5718 +2023-12-25 19:32:40,071 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-25 19:34:13,082 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:34:13,161 - pyskl - INFO - +top1_acc 0.9541 +top5_acc 0.9952 +2023-12-25 19:34:13,165 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9541, top5_acc: 0.9952 +2023-12-25 19:34:54,280 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 2:55:24, time: 0.411, data_time: 0.179, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5833, loss: 0.5833 +2023-12-25 19:35:17,529 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 2:55:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5615, loss: 0.5615 +2023-12-25 19:35:40,801 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 2:54:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5794, loss: 0.5794 +2023-12-25 19:36:04,272 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 2:54:13, time: 0.235, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5893, loss: 0.5893 +2023-12-25 19:36:27,498 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 2:53:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5726, loss: 0.5726 +2023-12-25 19:36:50,715 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 2:53:26, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5778, loss: 0.5778 +2023-12-25 19:37:13,976 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 2:53:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5709, loss: 0.5709 +2023-12-25 19:37:37,273 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 2:52:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5674, loss: 0.5674 +2023-12-25 19:38:00,637 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 2:52:15, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5673, loss: 0.5673 +2023-12-25 19:38:23,914 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 2:51:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5811, loss: 0.5811 +2023-12-25 19:38:47,220 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 2:51:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5798, loss: 0.5798 +2023-12-25 19:39:10,540 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 2:51:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5788, loss: 0.5788 +2023-12-25 19:39:33,862 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 2:50:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5776, loss: 0.5776 +2023-12-25 19:39:57,149 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 2:50:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5819, loss: 0.5819 +2023-12-25 19:40:20,364 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 2:49:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.5862, loss: 0.5862 +2023-12-25 19:40:43,670 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 2:49:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5631, loss: 0.5631 +2023-12-25 19:41:06,940 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 2:49:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5825, loss: 0.5825 +2023-12-25 19:41:30,228 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 2:48:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5700, loss: 0.5700 +2023-12-25 19:41:53,480 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 2:48:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5592, loss: 0.5592 +2023-12-25 19:42:16,772 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 2:47:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5650, loss: 0.5650 +2023-12-25 19:42:40,055 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 2:47:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5563, loss: 0.5563 +2023-12-25 19:43:03,327 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 2:47:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5707, loss: 0.5707 +2023-12-25 19:43:26,597 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 2:46:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5627, loss: 0.5627 +2023-12-25 19:43:39,396 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-25 19:45:12,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:45:13,044 - pyskl - INFO - +top1_acc 0.9562 +top5_acc 0.9952 +2023-12-25 19:45:13,048 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9562, top5_acc: 0.9952 +2023-12-25 19:45:53,977 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 2:46:08, time: 0.409, data_time: 0.175, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5666, loss: 0.5666 +2023-12-25 19:46:17,298 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 2:45:45, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5662, loss: 0.5662 +2023-12-25 19:46:40,642 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 2:45:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5800, loss: 0.5800 +2023-12-25 19:47:03,879 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 2:44:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5776, loss: 0.5776 +2023-12-25 19:47:27,236 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 2:44:34, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5677, loss: 0.5677 +2023-12-25 19:47:50,607 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 2:44:10, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5769, loss: 0.5769 +2023-12-25 19:48:13,876 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 2:43:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5708, loss: 0.5708 +2023-12-25 19:48:37,307 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 2:43:23, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5730, loss: 0.5730 +2023-12-25 19:49:00,712 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 2:42:59, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5760, loss: 0.5760 +2023-12-25 19:49:24,077 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 2:42:36, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5722, loss: 0.5722 +2023-12-25 19:49:47,342 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 2:42:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5648, loss: 0.5648 +2023-12-25 19:50:10,720 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 2:41:49, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5787, loss: 0.5787 +2023-12-25 19:50:34,115 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 2:41:25, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5746, loss: 0.5746 +2023-12-25 19:50:57,330 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 2:41:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5795, loss: 0.5795 +2023-12-25 19:51:20,592 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 2:40:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5671, loss: 0.5671 +2023-12-25 19:51:43,872 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 2:40:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5690, loss: 0.5690 +2023-12-25 19:52:07,148 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 2:39:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5610, loss: 0.5610 +2023-12-25 19:52:30,442 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 2:39:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5736, loss: 0.5736 +2023-12-25 19:52:53,755 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 2:39:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5696, loss: 0.5696 +2023-12-25 19:53:17,093 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 2:38:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5851, loss: 0.5851 +2023-12-25 19:53:40,371 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 2:38:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5706, loss: 0.5706 +2023-12-25 19:54:03,613 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 2:37:52, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5677, loss: 0.5677 +2023-12-25 19:54:26,815 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 2:37:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5567, loss: 0.5567 +2023-12-25 19:54:39,574 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-25 19:56:12,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:56:12,801 - pyskl - INFO - +top1_acc 0.9567 +top5_acc 0.9955 +2023-12-25 19:56:12,805 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9567, top5_acc: 0.9955 +2023-12-25 19:56:53,429 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 2:36:53, time: 0.406, data_time: 0.173, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.5653, loss: 0.5653 +2023-12-25 19:57:16,839 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 2:36:29, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5685, loss: 0.5685 +2023-12-25 19:57:40,226 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 2:36:06, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5755, loss: 0.5755 +2023-12-25 19:58:03,605 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 2:35:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5657, loss: 0.5657 +2023-12-25 19:58:26,979 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 2:35:19, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5701, loss: 0.5701 +2023-12-25 19:58:50,222 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 2:34:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5622, loss: 0.5622 +2023-12-25 19:59:13,535 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 2:34:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5783, loss: 0.5783 +2023-12-25 19:59:36,805 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 2:34:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5612, loss: 0.5612 +2023-12-25 20:00:00,111 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 2:33:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5630, loss: 0.5630 +2023-12-25 20:00:23,384 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 2:33:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5692, loss: 0.5692 +2023-12-25 20:00:46,753 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 2:32:57, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5749, loss: 0.5749 +2023-12-25 20:01:09,968 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 2:32:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5737, loss: 0.5737 +2023-12-25 20:01:33,245 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 2:32:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5639, loss: 0.5639 +2023-12-25 20:01:56,462 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 2:31:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5753, loss: 0.5753 +2023-12-25 20:02:19,772 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 2:31:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5781, loss: 0.5781 +2023-12-25 20:02:42,990 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 2:30:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5650, loss: 0.5650 +2023-12-25 20:03:06,283 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 2:30:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5570, loss: 0.5570 +2023-12-25 20:03:29,598 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 2:30:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5681, loss: 0.5681 +2023-12-25 20:03:52,898 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 2:29:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5767, loss: 0.5767 +2023-12-25 20:04:16,239 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 2:29:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5661, loss: 0.5661 +2023-12-25 20:04:39,512 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 2:29:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5757, loss: 0.5757 +2023-12-25 20:05:02,801 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 2:28:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5719, loss: 0.5719 +2023-12-25 20:05:26,054 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 2:28:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5759, loss: 0.5759 +2023-12-25 20:05:38,832 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-25 20:07:12,031 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:07:12,111 - pyskl - INFO - +top1_acc 0.9592 +top5_acc 0.9949 +2023-12-25 20:07:12,115 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_130.pth was removed +2023-12-25 20:07:12,259 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-25 20:07:12,259 - pyskl - INFO - Best top1_acc is 0.9592 at 134 epoch. +2023-12-25 20:07:12,263 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9592, top5_acc: 0.9949 +2023-12-25 20:07:53,405 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 2:27:38, time: 0.411, data_time: 0.179, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5579, loss: 0.5579 +2023-12-25 20:08:16,655 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 2:27:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5576, loss: 0.5576 +2023-12-25 20:08:39,918 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 2:26:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5734, loss: 0.5734 +2023-12-25 20:09:03,268 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 2:26:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5670, loss: 0.5670 +2023-12-25 20:09:26,464 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 2:26:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5659, loss: 0.5659 +2023-12-25 20:09:49,714 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 2:25:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5778, loss: 0.5778 +2023-12-25 20:10:12,916 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 2:25:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5738, loss: 0.5738 +2023-12-25 20:10:36,213 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 2:24:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5704, loss: 0.5704 +2023-12-25 20:10:59,470 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 2:24:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5604, loss: 0.5604 +2023-12-25 20:11:22,752 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 2:24:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5641, loss: 0.5641 +2023-12-25 20:11:46,041 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 2:23:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5587, loss: 0.5587 +2023-12-25 20:12:09,291 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 2:23:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5722, loss: 0.5722 +2023-12-25 20:12:32,522 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 2:22:54, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5648, loss: 0.5648 +2023-12-25 20:12:55,790 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 2:22:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5653, loss: 0.5653 +2023-12-25 20:13:19,055 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 2:22:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5641, loss: 0.5641 +2023-12-25 20:13:42,312 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 2:21:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5721, loss: 0.5721 +2023-12-25 20:14:05,582 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 2:21:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5651, loss: 0.5651 +2023-12-25 20:14:28,819 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 2:20:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5628, loss: 0.5628 +2023-12-25 20:14:52,014 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 2:20:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5689, loss: 0.5689 +2023-12-25 20:15:15,231 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 2:20:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5675, loss: 0.5675 +2023-12-25 20:15:38,458 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 2:19:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5612, loss: 0.5612 +2023-12-25 20:16:01,738 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 2:19:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5763, loss: 0.5763 +2023-12-25 20:16:24,957 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 2:18:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5629, loss: 0.5629 +2023-12-25 20:16:37,764 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-25 20:18:11,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:18:11,254 - pyskl - INFO - +top1_acc 0.9575 +top5_acc 0.9954 +2023-12-25 20:18:11,258 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9575, top5_acc: 0.9954 +2023-12-25 20:18:52,245 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 2:18:22, time: 0.410, data_time: 0.178, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5607, loss: 0.5607 +2023-12-25 20:19:15,510 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 2:17:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5786, loss: 0.5786 +2023-12-25 20:19:38,956 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 2:17:35, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5662, loss: 0.5662 +2023-12-25 20:20:02,224 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 2:17:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5731, loss: 0.5731 +2023-12-25 20:20:25,522 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 2:16:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5701, loss: 0.5701 +2023-12-25 20:20:48,811 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 2:16:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5675, loss: 0.5675 +2023-12-25 20:21:12,096 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 2:16:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5629, loss: 0.5629 +2023-12-25 20:21:35,425 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 2:15:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5776, loss: 0.5776 +2023-12-25 20:21:58,730 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 2:15:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5676, loss: 0.5676 +2023-12-25 20:22:21,978 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 2:14:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5702, loss: 0.5702 +2023-12-25 20:22:45,262 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 2:14:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5504, loss: 0.5504 +2023-12-25 20:23:08,566 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 2:14:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5786, loss: 0.5786 +2023-12-25 20:23:31,840 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 2:13:39, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5642, loss: 0.5642 +2023-12-25 20:23:55,132 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 2:13:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5641, loss: 0.5641 +2023-12-25 20:24:18,436 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 2:12:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5702, loss: 0.5702 +2023-12-25 20:24:41,740 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 2:12:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5585, loss: 0.5585 +2023-12-25 20:25:05,055 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 2:12:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5741, loss: 0.5741 +2023-12-25 20:25:28,327 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 2:11:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5665, loss: 0.5665 +2023-12-25 20:25:51,597 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 2:11:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5668, loss: 0.5668 +2023-12-25 20:26:14,929 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 2:10:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5718, loss: 0.5718 +2023-12-25 20:26:38,303 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 2:10:30, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5762, loss: 0.5762 +2023-12-25 20:27:01,609 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 2:10:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5688, loss: 0.5688 +2023-12-25 20:27:24,928 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 2:09:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5645, loss: 0.5645 +2023-12-25 20:27:37,805 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-25 20:29:10,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:29:10,825 - pyskl - INFO - +top1_acc 0.9585 +top5_acc 0.9953 +2023-12-25 20:29:10,829 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9585, top5_acc: 0.9953 +2023-12-25 20:29:51,594 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 2:09:07, time: 0.408, data_time: 0.174, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5699, loss: 0.5699 +2023-12-25 20:30:14,852 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 2:08:43, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5605, loss: 0.5605 +2023-12-25 20:30:38,103 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 2:08:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5697, loss: 0.5697 +2023-12-25 20:31:01,407 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 2:07:56, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5526, loss: 0.5526 +2023-12-25 20:31:24,656 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 2:07:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5691, loss: 0.5691 +2023-12-25 20:31:47,899 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 2:07:09, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5531, loss: 0.5531 +2023-12-25 20:32:11,091 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 2:06:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5683, loss: 0.5683 +2023-12-25 20:32:34,361 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 2:06:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5617, loss: 0.5617 +2023-12-25 20:32:57,569 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 2:05:58, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5683, loss: 0.5683 +2023-12-25 20:33:20,812 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 2:05:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5594, loss: 0.5594 +2023-12-25 20:33:44,067 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 2:05:11, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5708, loss: 0.5708 +2023-12-25 20:34:07,284 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 2:04:47, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5807, loss: 0.5807 +2023-12-25 20:34:30,558 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 2:04:24, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5739, loss: 0.5739 +2023-12-25 20:34:53,824 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 2:04:00, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5608, loss: 0.5608 +2023-12-25 20:35:17,071 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 2:03:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5734, loss: 0.5734 +2023-12-25 20:35:40,332 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 2:03:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5726, loss: 0.5726 +2023-12-25 20:36:03,565 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 2:02:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5628, loss: 0.5628 +2023-12-25 20:36:26,826 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 2:02:26, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5516, loss: 0.5516 +2023-12-25 20:36:50,119 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 2:02:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5707, loss: 0.5707 +2023-12-25 20:37:13,443 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 2:01:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5680, loss: 0.5680 +2023-12-25 20:37:36,720 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 2:01:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5638, loss: 0.5638 +2023-12-25 20:37:59,976 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 2:00:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5734, loss: 0.5734 +2023-12-25 20:38:23,313 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 2:00:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5761, loss: 0.5761 +2023-12-25 20:38:36,046 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-25 20:40:09,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:40:09,406 - pyskl - INFO - +top1_acc 0.9585 +top5_acc 0.9955 +2023-12-25 20:40:09,411 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9585, top5_acc: 0.9955 +2023-12-25 20:40:50,830 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 1:59:52, time: 0.414, data_time: 0.180, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5551, loss: 0.5551 +2023-12-25 20:41:14,104 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 1:59:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5510, loss: 0.5510 +2023-12-25 20:41:37,492 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 1:59:05, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5649, loss: 0.5649 +2023-12-25 20:42:00,743 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 1:58:41, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5590, loss: 0.5590 +2023-12-25 20:42:24,058 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 1:58:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5748, loss: 0.5748 +2023-12-25 20:42:47,329 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 1:57:54, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5573, loss: 0.5573 +2023-12-25 20:43:10,626 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 1:57:30, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5650, loss: 0.5650 +2023-12-25 20:43:33,859 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 1:57:07, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5754, loss: 0.5754 +2023-12-25 20:43:57,089 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 1:56:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5593, loss: 0.5593 +2023-12-25 20:44:20,337 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 1:56:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5733, loss: 0.5733 +2023-12-25 20:44:43,572 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 1:55:56, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5744, loss: 0.5744 +2023-12-25 20:45:06,845 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 1:55:32, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5553, loss: 0.5553 +2023-12-25 20:45:30,112 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 1:55:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5710, loss: 0.5710 +2023-12-25 20:45:53,338 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 1:54:45, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5559, loss: 0.5559 +2023-12-25 20:46:16,600 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 1:54:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5726, loss: 0.5726 +2023-12-25 20:46:39,895 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 1:53:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5614, loss: 0.5614 +2023-12-25 20:47:03,139 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 1:53:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5648, loss: 0.5648 +2023-12-25 20:47:26,404 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 1:53:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5724, loss: 0.5724 +2023-12-25 20:47:49,777 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 1:52:47, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5705, loss: 0.5705 +2023-12-25 20:48:13,034 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 1:52:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5736, loss: 0.5736 +2023-12-25 20:48:36,293 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 1:51:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5694, loss: 0.5694 +2023-12-25 20:48:59,593 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 1:51:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5827, loss: 0.5827 +2023-12-25 20:49:22,836 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 1:51:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5660, loss: 0.5660 +2023-12-25 20:49:35,683 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-25 20:51:09,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:51:09,104 - pyskl - INFO - +top1_acc 0.9573 +top5_acc 0.9950 +2023-12-25 20:51:09,109 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9573, top5_acc: 0.9950 +2023-12-25 20:51:49,467 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 1:50:37, time: 0.404, data_time: 0.171, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5706, loss: 0.5706 +2023-12-25 20:52:12,795 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 1:50:13, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5681, loss: 0.5681 +2023-12-25 20:52:36,043 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 1:49:49, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5677, loss: 0.5677 +2023-12-25 20:52:59,426 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 1:49:26, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5653, loss: 0.5653 +2023-12-25 20:53:22,683 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 1:49:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5677, loss: 0.5677 +2023-12-25 20:53:46,005 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 1:48:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5629, loss: 0.5629 +2023-12-25 20:54:09,312 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 1:48:15, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5594, loss: 0.5594 +2023-12-25 20:54:32,607 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 1:47:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5715, loss: 0.5715 +2023-12-25 20:54:55,877 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 1:47:28, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5820, loss: 0.5820 +2023-12-25 20:55:19,174 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 1:47:04, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5705, loss: 0.5705 +2023-12-25 20:55:42,477 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 1:46:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5594, loss: 0.5594 +2023-12-25 20:56:05,746 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 1:46:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5743, loss: 0.5743 +2023-12-25 20:56:29,045 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 1:45:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5618, loss: 0.5618 +2023-12-25 20:56:52,265 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 1:45:30, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5779, loss: 0.5779 +2023-12-25 20:57:15,475 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 1:45:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5695, loss: 0.5695 +2023-12-25 20:57:38,681 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 1:44:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5750, loss: 0.5750 +2023-12-25 20:58:01,871 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 1:44:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5674, loss: 0.5674 +2023-12-25 20:58:25,102 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 1:43:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5673, loss: 0.5673 +2023-12-25 20:58:48,359 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 1:43:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5609, loss: 0.5609 +2023-12-25 20:59:11,639 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 1:43:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5661, loss: 0.5661 +2023-12-25 20:59:34,944 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 1:42:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5663, loss: 0.5663 +2023-12-25 20:59:58,271 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 1:42:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5664, loss: 0.5664 +2023-12-25 21:00:21,610 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 1:41:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5736, loss: 0.5736 +2023-12-25 21:00:34,411 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-25 21:02:07,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:02:07,874 - pyskl - INFO - +top1_acc 0.9577 +top5_acc 0.9952 +2023-12-25 21:02:07,879 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9577, top5_acc: 0.9952 +2023-12-25 21:02:48,828 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 1:41:21, time: 0.409, data_time: 0.176, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5697, loss: 0.5697 +2023-12-25 21:03:12,114 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 1:40:58, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5667, loss: 0.5667 +2023-12-25 21:03:35,424 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 1:40:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5778, loss: 0.5778 +2023-12-25 21:03:58,765 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 1:40:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5631, loss: 0.5631 +2023-12-25 21:04:22,090 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 1:39:47, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5585, loss: 0.5585 +2023-12-25 21:04:45,324 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 1:39:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5832, loss: 0.5832 +2023-12-25 21:05:08,569 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 1:39:00, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5599, loss: 0.5599 +2023-12-25 21:05:31,852 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 1:38:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5693, loss: 0.5693 +2023-12-25 21:05:55,118 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 1:38:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5700, loss: 0.5700 +2023-12-25 21:06:18,390 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 1:37:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5744, loss: 0.5744 +2023-12-25 21:06:41,687 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 1:37:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5737, loss: 0.5737 +2023-12-25 21:07:04,976 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 1:37:02, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5647, loss: 0.5647 +2023-12-25 21:07:28,256 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 1:36:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5717, loss: 0.5717 +2023-12-25 21:07:51,452 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 1:36:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5584, loss: 0.5584 +2023-12-25 21:08:14,644 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 1:35:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5723, loss: 0.5723 +2023-12-25 21:08:37,872 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 1:35:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5643, loss: 0.5643 +2023-12-25 21:09:01,120 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 1:35:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5558, loss: 0.5558 +2023-12-25 21:09:24,473 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 1:34:40, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5717, loss: 0.5717 +2023-12-25 21:09:47,780 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 1:34:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5555, loss: 0.5555 +2023-12-25 21:10:11,021 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 1:33:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5796, loss: 0.5796 +2023-12-25 21:10:34,249 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 1:33:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5632, loss: 0.5632 +2023-12-25 21:10:57,575 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 1:33:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5652, loss: 0.5652 +2023-12-25 21:11:20,790 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 1:32:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5528, loss: 0.5528 +2023-12-25 21:11:33,583 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-25 21:13:06,763 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:13:06,844 - pyskl - INFO - +top1_acc 0.9590 +top5_acc 0.9952 +2023-12-25 21:13:06,849 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9590, top5_acc: 0.9952 +2023-12-25 21:13:47,959 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 1:32:06, time: 0.411, data_time: 0.178, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.5633, loss: 0.5633 +2023-12-25 21:14:11,187 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 1:31:43, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5723, loss: 0.5723 +2023-12-25 21:14:34,365 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 1:31:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5753, loss: 0.5753 +2023-12-25 21:14:57,559 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 1:30:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5672, loss: 0.5672 +2023-12-25 21:15:20,760 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 1:30:32, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5584, loss: 0.5584 +2023-12-25 21:15:43,954 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 1:30:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5718, loss: 0.5718 +2023-12-25 21:16:07,114 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 1:29:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5718, loss: 0.5718 +2023-12-25 21:16:30,322 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 1:29:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5660, loss: 0.5660 +2023-12-25 21:16:53,524 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 1:28:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5700, loss: 0.5700 +2023-12-25 21:17:16,702 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 1:28:34, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5715, loss: 0.5715 +2023-12-25 21:17:39,910 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 1:28:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5695, loss: 0.5695 +2023-12-25 21:18:03,132 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 1:27:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5683, loss: 0.5683 +2023-12-25 21:18:26,354 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 1:27:23, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5796, loss: 0.5796 +2023-12-25 21:18:49,580 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 1:26:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5604, loss: 0.5604 +2023-12-25 21:19:12,821 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 1:26:36, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5832, loss: 0.5832 +2023-12-25 21:19:36,074 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 1:26:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5706, loss: 0.5706 +2023-12-25 21:19:59,339 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 1:25:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5501, loss: 0.5501 +2023-12-25 21:20:22,673 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 1:25:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5748, loss: 0.5748 +2023-12-25 21:20:45,923 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 1:25:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5617, loss: 0.5617 +2023-12-25 21:21:09,157 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 1:24:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5691, loss: 0.5691 +2023-12-25 21:21:32,442 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 1:24:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5648, loss: 0.5648 +2023-12-25 21:21:55,671 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 1:23:50, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5723, loss: 0.5723 +2023-12-25 21:22:18,907 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 1:23:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5731, loss: 0.5731 +2023-12-25 21:22:31,815 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-25 21:24:04,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:24:04,800 - pyskl - INFO - +top1_acc 0.9601 +top5_acc 0.9953 +2023-12-25 21:24:04,804 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_134.pth was removed +2023-12-25 21:24:04,947 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-25 21:24:04,947 - pyskl - INFO - Best top1_acc is 0.9601 at 141 epoch. +2023-12-25 21:24:04,952 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9601, top5_acc: 0.9953 +2023-12-25 21:24:45,848 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 1:22:51, time: 0.409, data_time: 0.176, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5567, loss: 0.5567 +2023-12-25 21:25:09,158 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 1:22:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5648, loss: 0.5648 +2023-12-25 21:25:32,528 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 1:22:04, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5653, loss: 0.5653 +2023-12-25 21:25:55,830 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 1:21:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5683, loss: 0.5683 +2023-12-25 21:26:19,120 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 1:21:17, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5574, loss: 0.5574 +2023-12-25 21:26:42,473 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 1:20:53, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5592, loss: 0.5592 +2023-12-25 21:27:05,759 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 1:20:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5718, loss: 0.5718 +2023-12-25 21:27:28,937 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 1:20:06, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5695, loss: 0.5695 +2023-12-25 21:27:52,121 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 1:19:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5602, loss: 0.5602 +2023-12-25 21:28:15,366 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 1:19:18, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5638, loss: 0.5638 +2023-12-25 21:28:38,626 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 1:18:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5713, loss: 0.5713 +2023-12-25 21:29:01,912 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 1:18:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5706, loss: 0.5706 +2023-12-25 21:29:25,160 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 1:18:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5689, loss: 0.5689 +2023-12-25 21:29:48,420 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 1:17:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5743, loss: 0.5743 +2023-12-25 21:30:11,659 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 1:17:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5667, loss: 0.5667 +2023-12-25 21:30:34,892 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 1:16:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5665, loss: 0.5665 +2023-12-25 21:30:58,232 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 1:16:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5652, loss: 0.5652 +2023-12-25 21:31:21,490 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 1:16:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5774, loss: 0.5774 +2023-12-25 21:31:44,912 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 1:15:46, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5604, loss: 0.5604 +2023-12-25 21:32:08,257 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 1:15:22, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5650, loss: 0.5650 +2023-12-25 21:32:31,638 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 1:14:59, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5696, loss: 0.5696 +2023-12-25 21:32:54,921 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 1:14:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5726, loss: 0.5726 +2023-12-25 21:33:18,267 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 1:14:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5649, loss: 0.5649 +2023-12-25 21:33:31,059 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-25 21:35:04,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:35:04,358 - pyskl - INFO - +top1_acc 0.9589 +top5_acc 0.9953 +2023-12-25 21:35:04,363 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9589, top5_acc: 0.9953 +2023-12-25 21:35:45,792 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 1:13:36, time: 0.414, data_time: 0.181, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5598, loss: 0.5598 +2023-12-25 21:36:09,181 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 1:13:12, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5649, loss: 0.5649 +2023-12-25 21:36:32,473 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 1:12:49, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5570, loss: 0.5570 +2023-12-25 21:36:55,754 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 1:12:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5610, loss: 0.5610 +2023-12-25 21:37:18,986 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 1:12:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5616, loss: 0.5616 +2023-12-25 21:37:42,243 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 1:11:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5667, loss: 0.5667 +2023-12-25 21:38:05,498 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 1:11:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5492, loss: 0.5492 +2023-12-25 21:38:28,774 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 1:10:51, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5604, loss: 0.5604 +2023-12-25 21:38:52,060 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 1:10:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5737, loss: 0.5737 +2023-12-25 21:39:15,291 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 1:10:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5689, loss: 0.5689 +2023-12-25 21:39:38,545 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 1:09:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5637, loss: 0.5637 +2023-12-25 21:40:01,793 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 1:09:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5760, loss: 0.5760 +2023-12-25 21:40:25,037 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 1:08:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5661, loss: 0.5661 +2023-12-25 21:40:48,287 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 1:08:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5547, loss: 0.5547 +2023-12-25 21:41:11,533 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 1:08:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5554, loss: 0.5554 +2023-12-25 21:41:34,777 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 1:07:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5753, loss: 0.5753 +2023-12-25 21:41:58,035 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 1:07:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5832, loss: 0.5832 +2023-12-25 21:42:21,367 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 1:06:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5723, loss: 0.5723 +2023-12-25 21:42:44,672 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 1:06:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5542, loss: 0.5542 +2023-12-25 21:43:07,970 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 1:06:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5621, loss: 0.5621 +2023-12-25 21:43:31,279 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:05:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5777, loss: 0.5777 +2023-12-25 21:43:54,594 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:05:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5542, loss: 0.5542 +2023-12-25 21:44:17,880 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:04:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5743, loss: 0.5743 +2023-12-25 21:44:30,728 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-25 21:46:03,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:46:04,012 - pyskl - INFO - +top1_acc 0.9593 +top5_acc 0.9953 +2023-12-25 21:46:04,017 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9593, top5_acc: 0.9953 +2023-12-25 21:46:45,300 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:04:21, time: 0.413, data_time: 0.178, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5650, loss: 0.5650 +2023-12-25 21:47:08,648 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:03:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5628, loss: 0.5628 +2023-12-25 21:47:31,924 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:03:34, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5758, loss: 0.5758 +2023-12-25 21:47:55,183 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:03:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5691, loss: 0.5691 +2023-12-25 21:48:18,533 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:02:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5609, loss: 0.5609 +2023-12-25 21:48:41,894 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:02:23, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5663, loss: 0.5663 +2023-12-25 21:49:05,171 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:01:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5591, loss: 0.5591 +2023-12-25 21:49:28,507 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:01:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5690, loss: 0.5690 +2023-12-25 21:49:51,811 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 1:01:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5567, loss: 0.5567 +2023-12-25 21:50:15,091 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 1:00:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5700, loss: 0.5700 +2023-12-25 21:50:38,302 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 1:00:25, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5591, loss: 0.5591 +2023-12-25 21:51:01,518 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 1:00:01, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5737, loss: 0.5737 +2023-12-25 21:51:24,727 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 0:59:38, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5595, loss: 0.5595 +2023-12-25 21:51:47,993 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 0:59:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5665, loss: 0.5665 +2023-12-25 21:52:11,308 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 0:58:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5641, loss: 0.5641 +2023-12-25 21:52:34,638 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 0:58:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5628, loss: 0.5628 +2023-12-25 21:52:57,901 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 0:58:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5760, loss: 0.5760 +2023-12-25 21:53:21,138 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 0:57:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5750, loss: 0.5750 +2023-12-25 21:53:44,404 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 0:57:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5743, loss: 0.5743 +2023-12-25 21:54:07,736 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 0:56:52, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5667, loss: 0.5667 +2023-12-25 21:54:31,026 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 0:56:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5685, loss: 0.5685 +2023-12-25 21:54:54,295 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 0:56:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5669, loss: 0.5669 +2023-12-25 21:55:17,573 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 0:55:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5626, loss: 0.5626 +2023-12-25 21:55:30,369 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-25 21:57:03,717 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:57:03,796 - pyskl - INFO - +top1_acc 0.9589 +top5_acc 0.9956 +2023-12-25 21:57:03,800 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9589, top5_acc: 0.9956 +2023-12-25 21:57:44,922 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 0:55:06, time: 0.411, data_time: 0.178, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5589, loss: 0.5589 +2023-12-25 21:58:08,120 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 0:54:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5667, loss: 0.5667 +2023-12-25 21:58:31,341 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 0:54:19, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5496, loss: 0.5496 +2023-12-25 21:58:54,522 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 0:53:55, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5645, loss: 0.5645 +2023-12-25 21:59:17,693 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 0:53:31, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5756, loss: 0.5756 +2023-12-25 21:59:40,914 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 0:53:08, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5634, loss: 0.5634 +2023-12-25 22:00:04,340 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 0:52:44, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5734, loss: 0.5734 +2023-12-25 22:00:27,634 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 0:52:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5574, loss: 0.5574 +2023-12-25 22:00:50,859 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 0:51:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5601, loss: 0.5601 +2023-12-25 22:01:14,074 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 0:51:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5594, loss: 0.5594 +2023-12-25 22:01:37,276 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 0:51:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5641, loss: 0.5641 +2023-12-25 22:02:00,536 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 0:50:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5691, loss: 0.5691 +2023-12-25 22:02:23,823 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 0:50:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5692, loss: 0.5692 +2023-12-25 22:02:47,060 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 0:49:59, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5663, loss: 0.5663 +2023-12-25 22:03:10,446 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 0:49:35, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5536, loss: 0.5536 +2023-12-25 22:03:33,773 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 0:49:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5612, loss: 0.5612 +2023-12-25 22:03:57,096 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 0:48:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5616, loss: 0.5616 +2023-12-25 22:04:20,380 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 0:48:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5661, loss: 0.5661 +2023-12-25 22:04:43,646 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 0:48:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5757, loss: 0.5757 +2023-12-25 22:05:06,962 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 0:47:37, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5651, loss: 0.5651 +2023-12-25 22:05:30,227 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 0:47:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5680, loss: 0.5680 +2023-12-25 22:05:53,491 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 0:46:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5671, loss: 0.5671 +2023-12-25 22:06:16,770 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 0:46:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5785, loss: 0.5785 +2023-12-25 22:06:29,553 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-25 22:08:02,570 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:08:02,651 - pyskl - INFO - +top1_acc 0.9594 +top5_acc 0.9954 +2023-12-25 22:08:02,656 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9594, top5_acc: 0.9954 +2023-12-25 22:08:43,230 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 0:45:51, time: 0.406, data_time: 0.173, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5628, loss: 0.5628 +2023-12-25 22:09:06,464 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 0:45:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5653, loss: 0.5653 +2023-12-25 22:09:29,711 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 0:45:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5605, loss: 0.5605 +2023-12-25 22:09:52,969 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 0:44:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5672, loss: 0.5672 +2023-12-25 22:10:16,230 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 0:44:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5597, loss: 0.5597 +2023-12-25 22:10:39,465 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 0:43:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5592, loss: 0.5592 +2023-12-25 22:11:02,717 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 0:43:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5626, loss: 0.5626 +2023-12-25 22:11:25,993 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 0:43:06, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5628, loss: 0.5628 +2023-12-25 22:11:49,245 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 0:42:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5657, loss: 0.5657 +2023-12-25 22:12:12,539 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 0:42:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5713, loss: 0.5713 +2023-12-25 22:12:35,847 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 0:41:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5735, loss: 0.5735 +2023-12-25 22:12:59,164 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 0:41:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5592, loss: 0.5592 +2023-12-25 22:13:22,458 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 0:41:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5577, loss: 0.5577 +2023-12-25 22:13:45,661 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 0:40:44, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5630, loss: 0.5630 +2023-12-25 22:14:08,905 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 0:40:20, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5623, loss: 0.5623 +2023-12-25 22:14:32,130 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 0:39:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5632, loss: 0.5632 +2023-12-25 22:14:55,367 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 0:39:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5579, loss: 0.5579 +2023-12-25 22:15:18,605 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 0:39:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5509, loss: 0.5509 +2023-12-25 22:15:41,814 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 0:38:46, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5681, loss: 0.5681 +2023-12-25 22:16:05,051 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 0:38:22, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5566, loss: 0.5566 +2023-12-25 22:16:28,307 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 0:37:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5684, loss: 0.5684 +2023-12-25 22:16:51,560 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 0:37:35, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5588, loss: 0.5588 +2023-12-25 22:17:14,839 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 0:37:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5820, loss: 0.5820 +2023-12-25 22:17:27,620 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-25 22:19:00,554 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:19:00,634 - pyskl - INFO - +top1_acc 0.9596 +top5_acc 0.9956 +2023-12-25 22:19:00,639 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9596, top5_acc: 0.9956 +2023-12-25 22:19:41,400 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 0:36:36, time: 0.408, data_time: 0.175, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5648, loss: 0.5648 +2023-12-25 22:20:04,652 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 0:36:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5689, loss: 0.5689 +2023-12-25 22:20:27,846 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 0:35:48, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5727, loss: 0.5727 +2023-12-25 22:20:51,137 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 0:35:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5551, loss: 0.5551 +2023-12-25 22:21:14,425 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 0:35:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5622, loss: 0.5622 +2023-12-25 22:21:37,719 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 0:34:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5612, loss: 0.5612 +2023-12-25 22:22:00,967 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 0:34:14, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5612, loss: 0.5612 +2023-12-25 22:22:24,141 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 0:33:51, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5591, loss: 0.5591 +2023-12-25 22:22:47,351 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 0:33:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5632, loss: 0.5632 +2023-12-25 22:23:10,560 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 0:33:03, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5669, loss: 0.5669 +2023-12-25 22:23:33,795 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:32:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5765, loss: 0.5765 +2023-12-25 22:23:57,037 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:32:16, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5699, loss: 0.5699 +2023-12-25 22:24:20,277 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:31:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5578, loss: 0.5578 +2023-12-25 22:24:43,521 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:31:29, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5686, loss: 0.5686 +2023-12-25 22:25:06,847 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:31:05, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5717, loss: 0.5717 +2023-12-25 22:25:30,140 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:30:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5746, loss: 0.5746 +2023-12-25 22:25:53,397 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:30:18, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5740, loss: 0.5740 +2023-12-25 22:26:16,654 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:29:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5642, loss: 0.5642 +2023-12-25 22:26:39,963 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:29:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5706, loss: 0.5706 +2023-12-25 22:27:03,223 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:29:07, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5732, loss: 0.5732 +2023-12-25 22:27:26,520 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:28:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5757, loss: 0.5757 +2023-12-25 22:27:49,818 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:28:20, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5554, loss: 0.5554 +2023-12-25 22:28:13,131 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:27:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5749, loss: 0.5749 +2023-12-25 22:28:25,934 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-25 22:29:59,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:29:59,306 - pyskl - INFO - +top1_acc 0.9594 +top5_acc 0.9953 +2023-12-25 22:29:59,311 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9594, top5_acc: 0.9953 +2023-12-25 22:30:40,562 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:27:21, time: 0.412, data_time: 0.180, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5678, loss: 0.5678 +2023-12-25 22:31:03,750 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:26:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5789, loss: 0.5789 +2023-12-25 22:31:27,114 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:26:34, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5679, loss: 0.5679 +2023-12-25 22:31:50,448 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:26:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5689, loss: 0.5689 +2023-12-25 22:32:13,716 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:25:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5643, loss: 0.5643 +2023-12-25 22:32:36,991 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:25:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5687, loss: 0.5687 +2023-12-25 22:33:00,287 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:24:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5663, loss: 0.5663 +2023-12-25 22:33:23,604 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:24:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5655, loss: 0.5655 +2023-12-25 22:33:46,895 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:24:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5591, loss: 0.5591 +2023-12-25 22:34:10,212 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:23:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5782, loss: 0.5782 +2023-12-25 22:34:33,534 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:23:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5570, loss: 0.5570 +2023-12-25 22:34:56,863 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:23:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5651, loss: 0.5651 +2023-12-25 22:35:20,143 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:22:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5692, loss: 0.5692 +2023-12-25 22:35:43,415 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:22:14, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5712, loss: 0.5712 +2023-12-25 22:36:06,743 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:21:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5704, loss: 0.5704 +2023-12-25 22:36:30,067 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:21:27, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5854, loss: 0.5854 +2023-12-25 22:36:53,369 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:21:03, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5562, loss: 0.5562 +2023-12-25 22:37:16,654 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:20:40, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5680, loss: 0.5680 +2023-12-25 22:37:39,950 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:20:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5589, loss: 0.5589 +2023-12-25 22:38:03,195 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:19:53, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5724, loss: 0.5724 +2023-12-25 22:38:26,479 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:19:29, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5481, loss: 0.5481 +2023-12-25 22:38:49,727 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:19:05, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5710, loss: 0.5710 +2023-12-25 22:39:12,964 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:18:42, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5591, loss: 0.5591 +2023-12-25 22:39:25,824 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-25 22:40:59,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:40:59,166 - pyskl - INFO - +top1_acc 0.9587 +top5_acc 0.9955 +2023-12-25 22:40:59,170 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9587, top5_acc: 0.9955 +2023-12-25 22:41:40,062 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:18:06, time: 0.409, data_time: 0.176, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5608, loss: 0.5608 +2023-12-25 22:42:03,315 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:17:42, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5548, loss: 0.5548 +2023-12-25 22:42:26,588 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:17:19, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5706, loss: 0.5706 +2023-12-25 22:42:49,855 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:16:55, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5713, loss: 0.5713 +2023-12-25 22:43:13,134 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:16:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5631, loss: 0.5631 +2023-12-25 22:43:36,441 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:16:08, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5713, loss: 0.5713 +2023-12-25 22:43:59,709 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:15:44, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5507, loss: 0.5507 +2023-12-25 22:44:22,986 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:15:21, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5614, loss: 0.5614 +2023-12-25 22:44:46,248 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:14:57, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5675, loss: 0.5675 +2023-12-25 22:45:09,526 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:14:33, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5626, loss: 0.5626 +2023-12-25 22:45:32,796 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:14:10, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5665, loss: 0.5665 +2023-12-25 22:45:56,073 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:13:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5697, loss: 0.5697 +2023-12-25 22:46:19,360 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:13:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5751, loss: 0.5751 +2023-12-25 22:46:42,685 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:12:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5789, loss: 0.5789 +2023-12-25 22:47:06,026 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:12:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5626, loss: 0.5626 +2023-12-25 22:47:29,363 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:12:12, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5705, loss: 0.5705 +2023-12-25 22:47:52,700 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:11:48, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5605, loss: 0.5605 +2023-12-25 22:48:16,020 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:11:25, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5646, loss: 0.5646 +2023-12-25 22:48:39,348 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:11:01, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5732, loss: 0.5732 +2023-12-25 22:49:02,674 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:10:38, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5671, loss: 0.5671 +2023-12-25 22:49:26,066 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:10:14, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.5610, loss: 0.5610 +2023-12-25 22:49:49,409 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:09:50, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5764, loss: 0.5764 +2023-12-25 22:50:12,804 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:09:27, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5697, loss: 0.5697 +2023-12-25 22:50:25,636 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-25 22:51:58,563 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:51:58,643 - pyskl - INFO - +top1_acc 0.9599 +top5_acc 0.9952 +2023-12-25 22:51:58,648 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9599, top5_acc: 0.9952 +2023-12-25 22:52:39,241 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:08:51, time: 0.406, data_time: 0.173, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5680, loss: 0.5680 +2023-12-25 22:53:02,458 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:08:27, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5716, loss: 0.5716 +2023-12-25 22:53:25,675 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:08:04, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5609, loss: 0.5609 +2023-12-25 22:53:48,895 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:07:40, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5619, loss: 0.5619 +2023-12-25 22:54:12,158 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:07:16, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5479, loss: 0.5479 +2023-12-25 22:54:35,492 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:06:53, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5610, loss: 0.5610 +2023-12-25 22:54:58,881 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:06:29, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5797, loss: 0.5797 +2023-12-25 22:55:22,246 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:06:06, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5568, loss: 0.5568 +2023-12-25 22:55:45,605 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:05:42, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5653, loss: 0.5653 +2023-12-25 22:56:08,975 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:05:19, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5673, loss: 0.5673 +2023-12-25 22:56:32,344 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:04:55, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5589, loss: 0.5589 +2023-12-25 22:56:55,687 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:04:31, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5634, loss: 0.5634 +2023-12-25 22:57:19,046 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:04:08, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5647, loss: 0.5647 +2023-12-25 22:57:42,399 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:03:44, time: 0.234, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5654, loss: 0.5654 +2023-12-25 22:58:05,644 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:03:21, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5698, loss: 0.5698 +2023-12-25 22:58:28,850 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:02:57, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5775, loss: 0.5775 +2023-12-25 22:58:52,099 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:02:33, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5774, loss: 0.5774 +2023-12-25 22:59:15,341 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:02:10, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5566, loss: 0.5566 +2023-12-25 22:59:38,594 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:01:46, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5661, loss: 0.5661 +2023-12-25 23:00:01,849 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:01:23, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5628, loss: 0.5628 +2023-12-25 23:00:25,122 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:00:59, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5598, loss: 0.5598 +2023-12-25 23:00:48,391 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:00:36, time: 0.233, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.5612, loss: 0.5612 +2023-12-25 23:01:11,621 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:12, time: 0.232, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.5539, loss: 0.5539 +2023-12-25 23:01:24,385 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-25 23:02:56,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 23:02:56,832 - pyskl - INFO - +top1_acc 0.9595 +top5_acc 0.9951 +2023-12-25 23:02:56,836 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9595, top5_acc: 0.9951 +2023-12-25 23:03:04,757 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-25 23:15:14,191 - pyskl - INFO - Testing results of the last checkpoint +2023-12-25 23:15:14,192 - pyskl - INFO - top1_acc: 0.9619 +2023-12-25 23:15:14,192 - pyskl - INFO - top5_acc: 0.9955 +2023-12-25 23:15:14,192 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xview/j_2/best_top1_acc_epoch_141.pth +2023-12-25 23:27:23,865 - pyskl - INFO - Testing results of the best checkpoint +2023-12-25 23:27:23,865 - pyskl - INFO - top1_acc: 0.9620 +2023-12-25 23:27:23,865 - pyskl - INFO - top5_acc: 0.9955