diff --git "a/ntu120_xset/b_2/20240728_125507.log" "b/ntu120_xset/b_2/20240728_125507.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/b_2/20240728_125507.log" @@ -0,0 +1,6336 @@ +2024-07-28 12:55:07,644 - 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+ +------------------------------------------------------------ + +2024-07-28 12:55:07,942 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu120_xset/b_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module', + gcn_ratio=0.125, + gcn_ctr='T', + gcn_ada='T', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead', data_cfg='ntu120', num_classes=120, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu120_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xset_val')) +optimizer = dict( + type='SGD', lr=0.025, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict(interval=1, metrics=['top_k_accuracy']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2024-07-28 12:55:07,943 - pyskl - INFO - Set random seed to 1105119297, deterministic: False +2024-07-28 12:55:16,975 - pyskl - INFO - 54468 videos remain after valid thresholding +2024-07-28 12:55:46,473 - pyskl - INFO - 59477 videos remain after valid thresholding +2024-07-28 12:55:46,500 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2 +2024-07-28 12:55:46,501 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2024-07-28 12:55:46,501 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-07-28 12:55:46,501 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2 by HardDiskBackend. +2024-07-28 12:56:31,083 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 2 days, 15:13:54, time: 0.446, data_time: 0.206, memory: 6430, top1_acc: 0.0144, top5_acc: 0.0806, loss_cls: 5.1173, loss: 5.1173 +2024-07-28 12:56:54,798 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 2 days, 0:25:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.0225, top5_acc: 0.1019, loss_cls: 5.2061, loss: 5.2061 +2024-07-28 12:57:18,342 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 1 day, 19:24:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.0213, top5_acc: 0.1313, loss_cls: 5.0701, loss: 5.0701 +2024-07-28 12:57:41,815 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 1 day, 16:51:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.0275, top5_acc: 0.1325, loss_cls: 5.0008, loss: 5.0008 +2024-07-28 12:58:05,353 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 1 day, 15:21:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.0387, top5_acc: 0.1550, loss_cls: 4.9541, loss: 4.9541 +2024-07-28 12:58:28,968 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 1 day, 14:22:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.0413, top5_acc: 0.1862, loss_cls: 4.8717, loss: 4.8717 +2024-07-28 12:58:52,587 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 1 day, 13:39:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.0462, top5_acc: 0.1881, loss_cls: 4.7544, loss: 4.7544 +2024-07-28 12:59:16,297 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 1 day, 13:08:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.0575, top5_acc: 0.2306, loss_cls: 4.6319, loss: 4.6319 +2024-07-28 12:59:39,945 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 1 day, 12:44:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.0706, top5_acc: 0.2775, loss_cls: 4.5197, loss: 4.5197 +2024-07-28 13:00:03,661 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 1 day, 12:24:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.0750, top5_acc: 0.2975, loss_cls: 4.4103, loss: 4.4103 +2024-07-28 13:00:27,277 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 1 day, 12:08:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.0925, top5_acc: 0.3219, loss_cls: 4.2629, loss: 4.2629 +2024-07-28 13:00:50,863 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 1 day, 11:53:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.1050, top5_acc: 0.3613, loss_cls: 4.1559, loss: 4.1559 +2024-07-28 13:01:14,467 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 1 day, 11:42:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.1081, top5_acc: 0.3975, loss_cls: 4.0499, loss: 4.0499 +2024-07-28 13:01:38,114 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 1 day, 11:32:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.1325, top5_acc: 0.4094, loss_cls: 4.0133, loss: 4.0133 +2024-07-28 13:02:01,922 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 1 day, 11:24:11, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.1263, top5_acc: 0.4138, loss_cls: 3.9433, loss: 3.9433 +2024-07-28 13:02:25,577 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 1 day, 11:16:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.1469, top5_acc: 0.4625, loss_cls: 3.8065, loss: 3.8065 +2024-07-28 13:02:49,237 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 1 day, 11:09:41, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.1556, top5_acc: 0.4625, loss_cls: 3.7804, loss: 3.7804 +2024-07-28 13:03:12,815 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 1 day, 11:03:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.1625, top5_acc: 0.4931, loss_cls: 3.6944, loss: 3.6944 +2024-07-28 13:03:36,465 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 1 day, 10:57:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.1806, top5_acc: 0.4994, loss_cls: 3.6581, loss: 3.6581 +2024-07-28 13:04:00,115 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 1 day, 10:52:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.1938, top5_acc: 0.5300, loss_cls: 3.5807, loss: 3.5807 +2024-07-28 13:04:23,644 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 1 day, 10:47:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.1900, top5_acc: 0.5456, loss_cls: 3.5949, loss: 3.5949 +2024-07-28 13:04:47,175 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 1 day, 10:42:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2137, top5_acc: 0.5425, loss_cls: 3.5233, loss: 3.5233 +2024-07-28 13:05:10,665 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 1 day, 10:38:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2325, top5_acc: 0.5713, loss_cls: 3.4398, loss: 3.4398 +2024-07-28 13:05:34,210 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 1 day, 10:34:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2219, top5_acc: 0.5587, loss_cls: 3.4564, loss: 3.4564 +2024-07-28 13:05:57,735 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 1 day, 10:31:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2350, top5_acc: 0.5887, loss_cls: 3.4129, loss: 3.4129 +2024-07-28 13:06:21,217 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 1 day, 10:27:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2450, top5_acc: 0.5969, loss_cls: 3.3618, loss: 3.3618 +2024-07-28 13:06:44,805 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 1 day, 10:24:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.2437, top5_acc: 0.5825, loss_cls: 3.3823, loss: 3.3823 +2024-07-28 13:07:08,298 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 1 day, 10:21:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2444, top5_acc: 0.6238, loss_cls: 3.2759, loss: 3.2759 +2024-07-28 13:07:31,827 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 1 day, 10:18:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2288, top5_acc: 0.6112, loss_cls: 3.3076, loss: 3.3076 +2024-07-28 13:07:55,300 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 1 day, 10:15:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2587, top5_acc: 0.6175, loss_cls: 3.2626, loss: 3.2626 +2024-07-28 13:08:18,847 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 1 day, 10:13:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2981, top5_acc: 0.6663, loss_cls: 3.0850, loss: 3.0850 +2024-07-28 13:08:42,354 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 1 day, 10:10:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2625, top5_acc: 0.6212, loss_cls: 3.1909, loss: 3.1909 +2024-07-28 13:09:05,849 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 1 day, 10:08:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.2750, top5_acc: 0.6587, loss_cls: 3.1681, loss: 3.1681 +2024-07-28 13:09:29,442 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 1 day, 10:06:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.2619, top5_acc: 0.6475, loss_cls: 3.1723, loss: 3.1723 +2024-07-28 13:09:31,040 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-07-28 13:13:49,156 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 13:13:49,700 - pyskl - INFO - +top1_acc 0.2908 +top5_acc 0.6681 +2024-07-28 13:13:49,819 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-07-28 13:13:49,821 - pyskl - INFO - Best top1_acc is 0.2908 at 1 epoch. +2024-07-28 13:13:49,839 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2908, top5_acc: 0.6681 +2024-07-28 13:14:33,325 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 1 day, 10:49:45, time: 0.435, data_time: 0.198, memory: 6430, top1_acc: 0.2969, top5_acc: 0.6438, loss_cls: 3.1077, loss: 3.1077 +2024-07-28 13:14:56,946 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 1 day, 10:46:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.3125, top5_acc: 0.6825, loss_cls: 3.0107, loss: 3.0107 +2024-07-28 13:15:20,566 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 1 day, 10:43:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.3069, top5_acc: 0.6956, loss_cls: 2.9641, loss: 2.9641 +2024-07-28 13:15:44,334 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 1 day, 10:41:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.3131, top5_acc: 0.6850, loss_cls: 3.0115, loss: 3.0115 +2024-07-28 13:16:08,050 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 1 day, 10:39:07, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.3194, top5_acc: 0.6925, loss_cls: 2.9647, loss: 2.9647 +2024-07-28 13:16:31,805 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 1 day, 10:36:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.2956, top5_acc: 0.6813, loss_cls: 2.9912, loss: 2.9912 +2024-07-28 13:16:55,387 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 1 day, 10:34:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.3312, top5_acc: 0.7131, loss_cls: 2.8793, loss: 2.8793 +2024-07-28 13:17:19,323 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 1 day, 10:32:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.3412, top5_acc: 0.7056, loss_cls: 2.9351, loss: 2.9351 +2024-07-28 13:17:43,173 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 1 day, 10:30:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.3531, top5_acc: 0.7262, loss_cls: 2.8207, loss: 2.8207 +2024-07-28 13:18:07,058 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 1 day, 10:29:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.3600, top5_acc: 0.7244, loss_cls: 2.8224, loss: 2.8224 +2024-07-28 13:18:31,031 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 1 day, 10:27:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.3575, top5_acc: 0.7319, loss_cls: 2.8101, loss: 2.8101 +2024-07-28 13:18:54,674 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 1 day, 10:25:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.3556, top5_acc: 0.7137, loss_cls: 2.8229, loss: 2.8229 +2024-07-28 13:19:18,389 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 1 day, 10:24:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.3931, top5_acc: 0.7475, loss_cls: 2.6814, loss: 2.6814 +2024-07-28 13:19:42,066 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 1 day, 10:22:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.3669, top5_acc: 0.7431, loss_cls: 2.7391, loss: 2.7391 +2024-07-28 13:20:05,688 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 1 day, 10:20:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.3806, top5_acc: 0.7556, loss_cls: 2.7600, loss: 2.7600 +2024-07-28 13:20:29,425 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 1 day, 10:18:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.3800, top5_acc: 0.7481, loss_cls: 2.7262, loss: 2.7262 +2024-07-28 13:20:53,069 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 1 day, 10:17:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4131, top5_acc: 0.7700, loss_cls: 2.6113, loss: 2.6113 +2024-07-28 13:21:16,915 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 1 day, 10:15:49, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.3819, top5_acc: 0.7650, loss_cls: 2.6771, loss: 2.6771 +2024-07-28 13:21:40,559 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 1 day, 10:14:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.3912, top5_acc: 0.7631, loss_cls: 2.6391, loss: 2.6391 +2024-07-28 13:22:04,076 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 1 day, 10:12:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.3881, top5_acc: 0.7544, loss_cls: 2.6894, loss: 2.6894 +2024-07-28 13:22:27,748 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 1 day, 10:10:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.4200, top5_acc: 0.7769, loss_cls: 2.5452, loss: 2.5452 +2024-07-28 13:22:51,335 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 1 day, 10:09:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.3906, top5_acc: 0.7612, loss_cls: 2.6592, loss: 2.6592 +2024-07-28 13:23:14,887 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 1 day, 10:07:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4294, top5_acc: 0.7913, loss_cls: 2.5004, loss: 2.5004 +2024-07-28 13:23:38,519 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 1 day, 10:06:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4125, top5_acc: 0.7788, loss_cls: 2.5507, loss: 2.5507 +2024-07-28 13:24:02,113 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 1 day, 10:04:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4206, top5_acc: 0.7987, loss_cls: 2.5275, loss: 2.5275 +2024-07-28 13:24:25,659 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 1 day, 10:03:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.4206, top5_acc: 0.7750, loss_cls: 2.5489, loss: 2.5489 +2024-07-28 13:24:49,244 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 1 day, 10:02:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4394, top5_acc: 0.7969, loss_cls: 2.4535, loss: 2.4535 +2024-07-28 13:25:12,844 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 1 day, 10:00:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4544, top5_acc: 0.7850, loss_cls: 2.5103, loss: 2.5103 +2024-07-28 13:25:36,431 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 1 day, 9:59:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4319, top5_acc: 0.7975, loss_cls: 2.4616, loss: 2.4616 +2024-07-28 13:25:59,985 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 1 day, 9:58:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4494, top5_acc: 0.7863, loss_cls: 2.5183, loss: 2.5183 +2024-07-28 13:26:23,625 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 1 day, 9:56:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4469, top5_acc: 0.8175, loss_cls: 2.3684, loss: 2.3684 +2024-07-28 13:26:47,173 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 1 day, 9:55:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.4437, top5_acc: 0.8025, loss_cls: 2.4609, loss: 2.4609 +2024-07-28 13:27:10,805 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 1 day, 9:54:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4412, top5_acc: 0.8144, loss_cls: 2.4028, loss: 2.4028 +2024-07-28 13:27:34,507 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 1 day, 9:53:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.4825, top5_acc: 0.8313, loss_cls: 2.2955, loss: 2.2955 +2024-07-28 13:27:36,066 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-07-28 13:31:50,356 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 13:31:50,902 - pyskl - INFO - +top1_acc 0.4453 +top5_acc 0.8019 +2024-07-28 13:31:50,906 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_1.pth was removed +2024-07-28 13:31:51,022 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-07-28 13:31:51,023 - pyskl - INFO - Best top1_acc is 0.4453 at 2 epoch. +2024-07-28 13:31:51,040 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4453, top5_acc: 0.8019 +2024-07-28 13:32:34,670 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 1 day, 10:15:12, time: 0.436, data_time: 0.201, memory: 6430, top1_acc: 0.4500, top5_acc: 0.8200, loss_cls: 2.4391, loss: 2.4391 +2024-07-28 13:32:58,268 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 1 day, 10:13:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4775, top5_acc: 0.8231, loss_cls: 2.3469, loss: 2.3469 +2024-07-28 13:33:21,891 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 1 day, 10:12:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4788, top5_acc: 0.8294, loss_cls: 2.2904, loss: 2.2904 +2024-07-28 13:33:45,522 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 1 day, 10:10:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4763, top5_acc: 0.8313, loss_cls: 2.3148, loss: 2.3148 +2024-07-28 13:34:09,130 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 1 day, 10:09:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4919, top5_acc: 0.8169, loss_cls: 2.2921, loss: 2.2921 +2024-07-28 13:34:32,781 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 1 day, 10:08:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.4844, top5_acc: 0.8275, loss_cls: 2.2989, loss: 2.2989 +2024-07-28 13:34:56,425 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 1 day, 10:07:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4719, top5_acc: 0.8100, loss_cls: 2.3019, loss: 2.3019 +2024-07-28 13:35:20,113 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 1 day, 10:05:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.4744, top5_acc: 0.8250, loss_cls: 2.3343, loss: 2.3343 +2024-07-28 13:35:43,706 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 1 day, 10:04:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4769, top5_acc: 0.8325, loss_cls: 2.2747, loss: 2.2747 +2024-07-28 13:36:07,312 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 1 day, 10:03:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5200, top5_acc: 0.8431, loss_cls: 2.1600, loss: 2.1600 +2024-07-28 13:36:30,954 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 1 day, 10:02:09, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4850, top5_acc: 0.8363, loss_cls: 2.2708, loss: 2.2708 +2024-07-28 13:36:54,562 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 1 day, 10:00:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4925, top5_acc: 0.8325, loss_cls: 2.2642, loss: 2.2642 +2024-07-28 13:37:18,386 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 1 day, 10:00:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.5138, top5_acc: 0.8375, loss_cls: 2.1682, loss: 2.1682 +2024-07-28 13:37:41,970 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 1 day, 9:58:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4950, top5_acc: 0.8400, loss_cls: 2.1945, loss: 2.1945 +2024-07-28 13:38:05,665 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 1 day, 9:57:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.4800, top5_acc: 0.8250, loss_cls: 2.3131, loss: 2.3131 +2024-07-28 13:38:29,370 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 1 day, 9:56:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.4988, top5_acc: 0.8419, loss_cls: 2.1884, loss: 2.1884 +2024-07-28 13:38:53,050 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 1 day, 9:55:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.5238, top5_acc: 0.8444, loss_cls: 2.1746, loss: 2.1746 +2024-07-28 13:39:16,716 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 1 day, 9:54:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.4963, top5_acc: 0.8400, loss_cls: 2.2284, loss: 2.2284 +2024-07-28 13:39:40,345 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 1 day, 9:53:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.4906, top5_acc: 0.8319, loss_cls: 2.2472, loss: 2.2472 +2024-07-28 13:40:03,948 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 1 day, 9:52:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5150, top5_acc: 0.8531, loss_cls: 2.1663, loss: 2.1663 +2024-07-28 13:40:27,567 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 1 day, 9:51:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5206, top5_acc: 0.8438, loss_cls: 2.1731, loss: 2.1731 +2024-07-28 13:40:51,169 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 1 day, 9:50:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5194, top5_acc: 0.8581, loss_cls: 2.1241, loss: 2.1241 +2024-07-28 13:41:14,749 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 1 day, 9:49:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5181, top5_acc: 0.8456, loss_cls: 2.1392, loss: 2.1392 +2024-07-28 13:41:38,359 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 1 day, 9:48:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5244, top5_acc: 0.8356, loss_cls: 2.2018, loss: 2.2018 +2024-07-28 13:42:01,942 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 1 day, 9:47:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5294, top5_acc: 0.8438, loss_cls: 2.1335, loss: 2.1335 +2024-07-28 13:42:25,553 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 1 day, 9:46:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5312, top5_acc: 0.8581, loss_cls: 2.1112, loss: 2.1112 +2024-07-28 13:42:49,115 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 1 day, 9:45:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5319, top5_acc: 0.8462, loss_cls: 2.0793, loss: 2.0793 +2024-07-28 13:43:12,684 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 1 day, 9:44:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5250, top5_acc: 0.8419, loss_cls: 2.1905, loss: 2.1905 +2024-07-28 13:43:36,305 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 1 day, 9:43:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5425, top5_acc: 0.8650, loss_cls: 2.0350, loss: 2.0350 +2024-07-28 13:43:59,909 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 1 day, 9:42:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5262, top5_acc: 0.8525, loss_cls: 2.1446, loss: 2.1446 +2024-07-28 13:44:23,490 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 1 day, 9:41:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5306, top5_acc: 0.8675, loss_cls: 2.0641, loss: 2.0641 +2024-07-28 13:44:47,053 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 1 day, 9:40:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5238, top5_acc: 0.8606, loss_cls: 2.1047, loss: 2.1047 +2024-07-28 13:45:10,670 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 1 day, 9:39:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5406, top5_acc: 0.8631, loss_cls: 2.0435, loss: 2.0435 +2024-07-28 13:45:34,261 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 1 day, 9:38:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5681, top5_acc: 0.8688, loss_cls: 1.9539, loss: 1.9539 +2024-07-28 13:45:35,845 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-07-28 13:49:50,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 13:49:50,821 - pyskl - INFO - +top1_acc 0.4534 +top5_acc 0.7946 +2024-07-28 13:49:50,825 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_2.pth was removed +2024-07-28 13:49:50,945 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-07-28 13:49:50,946 - pyskl - INFO - Best top1_acc is 0.4534 at 3 epoch. +2024-07-28 13:49:50,966 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.4534, top5_acc: 0.7946 +2024-07-28 13:50:34,695 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 1 day, 9:53:11, time: 0.437, data_time: 0.201, memory: 6430, top1_acc: 0.5325, top5_acc: 0.8631, loss_cls: 2.0554, loss: 2.0554 +2024-07-28 13:50:58,321 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 1 day, 9:52:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5587, top5_acc: 0.8719, loss_cls: 2.0144, loss: 2.0144 +2024-07-28 13:51:21,910 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 1 day, 9:51:09, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5487, top5_acc: 0.8638, loss_cls: 2.0086, loss: 2.0086 +2024-07-28 13:51:45,436 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 1 day, 9:50:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5481, top5_acc: 0.8644, loss_cls: 2.0275, loss: 2.0275 +2024-07-28 13:52:08,969 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 1 day, 9:49:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5706, top5_acc: 0.8725, loss_cls: 1.9721, loss: 1.9721 +2024-07-28 13:52:32,419 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 1 day, 9:47:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5319, top5_acc: 0.8550, loss_cls: 2.0686, loss: 2.0686 +2024-07-28 13:52:55,938 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 1 day, 9:46:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5619, top5_acc: 0.8806, loss_cls: 1.9490, loss: 1.9490 +2024-07-28 13:53:19,480 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 1 day, 9:45:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5694, top5_acc: 0.8831, loss_cls: 1.9500, loss: 1.9500 +2024-07-28 13:53:42,998 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 1 day, 9:44:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5681, top5_acc: 0.8694, loss_cls: 1.9920, loss: 1.9920 +2024-07-28 13:54:06,659 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 1 day, 9:44:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.5587, top5_acc: 0.8812, loss_cls: 1.9536, loss: 1.9536 +2024-07-28 13:54:30,348 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 1 day, 9:43:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.5606, top5_acc: 0.8644, loss_cls: 1.9967, loss: 1.9967 +2024-07-28 13:54:53,840 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 1 day, 9:42:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5719, top5_acc: 0.8744, loss_cls: 1.9448, loss: 1.9448 +2024-07-28 13:55:17,328 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 1 day, 9:41:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5656, top5_acc: 0.8719, loss_cls: 1.9350, loss: 1.9350 +2024-07-28 13:55:40,841 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 1 day, 9:40:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5763, top5_acc: 0.8738, loss_cls: 1.9296, loss: 1.9296 +2024-07-28 13:56:04,350 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 1 day, 9:39:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5900, top5_acc: 0.8838, loss_cls: 1.9026, loss: 1.9026 +2024-07-28 13:56:28,140 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 1 day, 9:38:29, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.5669, top5_acc: 0.8762, loss_cls: 1.9307, loss: 1.9307 +2024-07-28 13:56:51,604 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 1 day, 9:37:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5625, top5_acc: 0.8625, loss_cls: 1.9913, loss: 1.9913 +2024-07-28 13:57:15,052 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 1 day, 9:36:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.5631, top5_acc: 0.8756, loss_cls: 1.9714, loss: 1.9714 +2024-07-28 13:57:38,687 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 1 day, 9:35:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5756, top5_acc: 0.8844, loss_cls: 1.9100, loss: 1.9100 +2024-07-28 13:58:02,331 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 1 day, 9:34:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5969, top5_acc: 0.8956, loss_cls: 1.8673, loss: 1.8673 +2024-07-28 13:58:25,833 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 1 day, 9:33:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5813, top5_acc: 0.8850, loss_cls: 1.8837, loss: 1.8837 +2024-07-28 13:58:49,381 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 1 day, 9:33:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6050, top5_acc: 0.8975, loss_cls: 1.8210, loss: 1.8210 +2024-07-28 13:59:12,922 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 1 day, 9:32:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5631, top5_acc: 0.8781, loss_cls: 1.9573, loss: 1.9573 +2024-07-28 13:59:36,348 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 1 day, 9:31:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.5806, top5_acc: 0.8938, loss_cls: 1.8615, loss: 1.8615 +2024-07-28 13:59:59,768 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 1 day, 9:30:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.5844, top5_acc: 0.8900, loss_cls: 1.8567, loss: 1.8567 +2024-07-28 14:00:23,218 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 1 day, 9:29:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.5931, top5_acc: 0.8931, loss_cls: 1.8386, loss: 1.8386 +2024-07-28 14:00:46,598 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 1 day, 9:28:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.5769, top5_acc: 0.8819, loss_cls: 1.9022, loss: 1.9022 +2024-07-28 14:01:10,201 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 1 day, 9:27:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5925, top5_acc: 0.8781, loss_cls: 1.8506, loss: 1.8506 +2024-07-28 14:01:33,754 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 1 day, 9:26:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5775, top5_acc: 0.8950, loss_cls: 1.8836, loss: 1.8836 +2024-07-28 14:01:57,529 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 1 day, 9:26:16, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.5644, top5_acc: 0.8962, loss_cls: 1.8913, loss: 1.8913 +2024-07-28 14:02:21,083 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 1 day, 9:25:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6050, top5_acc: 0.8919, loss_cls: 1.8122, loss: 1.8122 +2024-07-28 14:02:44,647 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 1 day, 9:24:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5619, top5_acc: 0.8806, loss_cls: 1.9368, loss: 1.9368 +2024-07-28 14:03:08,229 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 1 day, 9:23:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5706, top5_acc: 0.8712, loss_cls: 1.9344, loss: 1.9344 +2024-07-28 14:03:31,884 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 1 day, 9:23:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.5875, top5_acc: 0.8731, loss_cls: 1.8874, loss: 1.8874 +2024-07-28 14:03:33,448 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-07-28 14:07:48,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 14:07:48,642 - pyskl - INFO - +top1_acc 0.5488 +top5_acc 0.8616 +2024-07-28 14:07:48,646 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_3.pth was removed +2024-07-28 14:07:48,762 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-07-28 14:07:48,764 - pyskl - INFO - Best top1_acc is 0.5488 at 4 epoch. +2024-07-28 14:07:48,783 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5488, top5_acc: 0.8616 +2024-07-28 14:08:32,234 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 1 day, 9:33:39, time: 0.434, data_time: 0.200, memory: 6430, top1_acc: 0.5931, top5_acc: 0.8812, loss_cls: 1.8335, loss: 1.8335 +2024-07-28 14:08:55,711 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 1 day, 9:32:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6094, top5_acc: 0.8925, loss_cls: 1.8237, loss: 1.8237 +2024-07-28 14:09:19,224 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 1 day, 9:31:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.5944, top5_acc: 0.8919, loss_cls: 1.8118, loss: 1.8118 +2024-07-28 14:09:42,808 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 1 day, 9:31:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5875, top5_acc: 0.8900, loss_cls: 1.8447, loss: 1.8447 +2024-07-28 14:10:06,371 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 1 day, 9:30:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6119, top5_acc: 0.9056, loss_cls: 1.7972, loss: 1.7972 +2024-07-28 14:10:29,985 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 1 day, 9:29:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6200, top5_acc: 0.9062, loss_cls: 1.7366, loss: 1.7366 +2024-07-28 14:10:53,565 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 1 day, 9:28:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5962, top5_acc: 0.8825, loss_cls: 1.8443, loss: 1.8443 +2024-07-28 14:11:17,214 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 1 day, 9:27:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6256, top5_acc: 0.8994, loss_cls: 1.7446, loss: 1.7446 +2024-07-28 14:11:41,098 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 1 day, 9:27:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.6069, top5_acc: 0.8856, loss_cls: 1.8501, loss: 1.8501 +2024-07-28 14:12:04,821 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 1 day, 9:26:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.5913, top5_acc: 0.8850, loss_cls: 1.8881, loss: 1.8881 +2024-07-28 14:12:28,485 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 1 day, 9:25:46, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6225, top5_acc: 0.9006, loss_cls: 1.7380, loss: 1.7380 +2024-07-28 14:12:52,113 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 1 day, 9:25:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6144, top5_acc: 0.9012, loss_cls: 1.7537, loss: 1.7537 +2024-07-28 14:13:15,735 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 1 day, 9:24:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5700, top5_acc: 0.8881, loss_cls: 1.8888, loss: 1.8888 +2024-07-28 14:13:39,307 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 1 day, 9:23:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6175, top5_acc: 0.9000, loss_cls: 1.7443, loss: 1.7443 +2024-07-28 14:14:02,912 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 1 day, 9:22:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.5956, top5_acc: 0.8875, loss_cls: 1.8396, loss: 1.8396 +2024-07-28 14:14:26,509 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 1 day, 9:21:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6019, top5_acc: 0.8869, loss_cls: 1.8279, loss: 1.8279 +2024-07-28 14:14:50,150 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 1 day, 9:21:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6181, top5_acc: 0.9056, loss_cls: 1.7412, loss: 1.7412 +2024-07-28 14:15:13,715 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 1 day, 9:20:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6281, top5_acc: 0.9006, loss_cls: 1.7323, loss: 1.7323 +2024-07-28 14:15:37,364 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 1 day, 9:19:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6056, top5_acc: 0.8931, loss_cls: 1.8045, loss: 1.8045 +2024-07-28 14:16:01,136 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 1 day, 9:19:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.6194, top5_acc: 0.8988, loss_cls: 1.7710, loss: 1.7710 +2024-07-28 14:16:24,677 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 1 day, 9:18:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6331, top5_acc: 0.9081, loss_cls: 1.7099, loss: 1.7099 +2024-07-28 14:16:48,203 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 1 day, 9:17:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6169, top5_acc: 0.9075, loss_cls: 1.7457, loss: 1.7457 +2024-07-28 14:17:11,892 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 1 day, 9:16:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6100, top5_acc: 0.8969, loss_cls: 1.7561, loss: 1.7561 +2024-07-28 14:17:35,413 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 1 day, 9:16:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6412, top5_acc: 0.9000, loss_cls: 1.7014, loss: 1.7014 +2024-07-28 14:17:58,909 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 1 day, 9:15:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6181, top5_acc: 0.8975, loss_cls: 1.7382, loss: 1.7382 +2024-07-28 14:18:22,332 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 1 day, 9:14:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.6219, top5_acc: 0.9050, loss_cls: 1.7432, loss: 1.7432 +2024-07-28 14:18:45,833 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 1 day, 9:13:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6419, top5_acc: 0.9056, loss_cls: 1.6825, loss: 1.6825 +2024-07-28 14:19:09,391 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 1 day, 9:13:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6231, top5_acc: 0.8994, loss_cls: 1.7451, loss: 1.7451 +2024-07-28 14:19:32,934 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 1 day, 9:12:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6169, top5_acc: 0.8962, loss_cls: 1.7797, loss: 1.7797 +2024-07-28 14:19:56,622 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 1 day, 9:11:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6294, top5_acc: 0.9031, loss_cls: 1.7148, loss: 1.7148 +2024-07-28 14:20:20,176 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 1 day, 9:11:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6119, top5_acc: 0.9012, loss_cls: 1.7828, loss: 1.7828 +2024-07-28 14:20:43,687 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 1 day, 9:10:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6412, top5_acc: 0.8994, loss_cls: 1.6816, loss: 1.6816 +2024-07-28 14:21:07,269 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 1 day, 9:09:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6394, top5_acc: 0.9025, loss_cls: 1.6971, loss: 1.6971 +2024-07-28 14:21:31,175 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 1 day, 9:09:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.6144, top5_acc: 0.9031, loss_cls: 1.7485, loss: 1.7485 +2024-07-28 14:21:32,758 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-07-28 14:25:51,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 14:25:52,207 - pyskl - INFO - +top1_acc 0.6063 +top5_acc 0.8980 +2024-07-28 14:25:52,212 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_4.pth was removed +2024-07-28 14:25:52,331 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2024-07-28 14:25:52,332 - pyskl - INFO - Best top1_acc is 0.6063 at 5 epoch. +2024-07-28 14:25:52,352 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6063, top5_acc: 0.8980 +2024-07-28 14:26:35,787 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 1 day, 9:17:17, time: 0.434, data_time: 0.199, memory: 6430, top1_acc: 0.6475, top5_acc: 0.9225, loss_cls: 1.6495, loss: 1.6495 +2024-07-28 14:26:59,301 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 1 day, 9:16:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6219, top5_acc: 0.8950, loss_cls: 1.7483, loss: 1.7483 +2024-07-28 14:27:22,804 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 1 day, 9:15:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6369, top5_acc: 0.9119, loss_cls: 1.6837, loss: 1.6837 +2024-07-28 14:27:46,289 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 1 day, 9:14:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6312, top5_acc: 0.8875, loss_cls: 1.7211, loss: 1.7211 +2024-07-28 14:28:09,899 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 1 day, 9:14:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6381, top5_acc: 0.9087, loss_cls: 1.6848, loss: 1.6848 +2024-07-28 14:28:33,509 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 1 day, 9:13:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6425, top5_acc: 0.9156, loss_cls: 1.6434, loss: 1.6434 +2024-07-28 14:28:57,129 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 1 day, 9:12:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6138, top5_acc: 0.8988, loss_cls: 1.7697, loss: 1.7697 +2024-07-28 14:29:20,754 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 1 day, 9:12:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6494, top5_acc: 0.9156, loss_cls: 1.6290, loss: 1.6290 +2024-07-28 14:29:44,365 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 1 day, 9:11:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6356, top5_acc: 0.9031, loss_cls: 1.7038, loss: 1.7038 +2024-07-28 14:30:08,018 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 1 day, 9:10:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6306, top5_acc: 0.9025, loss_cls: 1.7184, loss: 1.7184 +2024-07-28 14:30:31,646 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 1 day, 9:10:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6538, top5_acc: 0.9006, loss_cls: 1.6629, loss: 1.6629 +2024-07-28 14:30:55,321 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 1 day, 9:09:27, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6338, top5_acc: 0.9144, loss_cls: 1.6664, loss: 1.6664 +2024-07-28 14:31:19,001 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 1 day, 9:08:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6531, top5_acc: 0.9106, loss_cls: 1.6583, loss: 1.6583 +2024-07-28 14:31:42,666 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 1 day, 9:08:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6606, top5_acc: 0.9137, loss_cls: 1.6130, loss: 1.6130 +2024-07-28 14:32:06,392 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 1 day, 9:07:31, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6181, top5_acc: 0.9106, loss_cls: 1.7255, loss: 1.7255 +2024-07-28 14:32:30,079 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 1 day, 9:06:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6206, top5_acc: 0.9187, loss_cls: 1.7023, loss: 1.7023 +2024-07-28 14:32:53,753 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 1 day, 9:06:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6312, top5_acc: 0.9100, loss_cls: 1.6688, loss: 1.6688 +2024-07-28 14:33:17,448 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 1 day, 9:05:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6488, top5_acc: 0.9031, loss_cls: 1.6584, loss: 1.6584 +2024-07-28 14:33:41,136 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 1 day, 9:04:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6500, top5_acc: 0.9163, loss_cls: 1.6575, loss: 1.6575 +2024-07-28 14:34:04,741 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 1 day, 9:04:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6375, top5_acc: 0.9100, loss_cls: 1.6837, loss: 1.6837 +2024-07-28 14:34:28,394 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 1 day, 9:03:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6131, top5_acc: 0.8988, loss_cls: 1.7437, loss: 1.7437 +2024-07-28 14:34:52,090 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 1 day, 9:03:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6625, top5_acc: 0.9263, loss_cls: 1.5942, loss: 1.5942 +2024-07-28 14:35:15,709 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 1 day, 9:02:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6538, top5_acc: 0.9150, loss_cls: 1.6089, loss: 1.6089 +2024-07-28 14:35:39,459 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 1 day, 9:01:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6431, top5_acc: 0.9025, loss_cls: 1.6780, loss: 1.6780 +2024-07-28 14:36:03,126 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 1 day, 9:01:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6637, top5_acc: 0.9313, loss_cls: 1.5988, loss: 1.5988 +2024-07-28 14:36:26,737 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 1 day, 9:00:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6300, top5_acc: 0.9244, loss_cls: 1.6613, loss: 1.6613 +2024-07-28 14:36:50,606 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 1 day, 8:59:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.6531, top5_acc: 0.9094, loss_cls: 1.6247, loss: 1.6247 +2024-07-28 14:37:14,297 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 1 day, 8:59:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6431, top5_acc: 0.9175, loss_cls: 1.6464, loss: 1.6464 +2024-07-28 14:37:37,905 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 1 day, 8:58:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6369, top5_acc: 0.9194, loss_cls: 1.6616, loss: 1.6616 +2024-07-28 14:38:01,546 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 1 day, 8:58:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6338, top5_acc: 0.9106, loss_cls: 1.6708, loss: 1.6708 +2024-07-28 14:38:25,173 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 1 day, 8:57:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6444, top5_acc: 0.9050, loss_cls: 1.6670, loss: 1.6670 +2024-07-28 14:38:48,805 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 1 day, 8:56:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6525, top5_acc: 0.9075, loss_cls: 1.6571, loss: 1.6571 +2024-07-28 14:39:12,440 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 1 day, 8:56:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6544, top5_acc: 0.9169, loss_cls: 1.6259, loss: 1.6259 +2024-07-28 14:39:36,001 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 1 day, 8:55:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6525, top5_acc: 0.9106, loss_cls: 1.6546, loss: 1.6546 +2024-07-28 14:39:37,586 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-07-28 14:43:55,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 14:43:56,160 - pyskl - INFO - +top1_acc 0.6000 +top5_acc 0.8830 +2024-07-28 14:43:56,181 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6000, top5_acc: 0.8830 +2024-07-28 14:44:39,722 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 1 day, 9:02:22, time: 0.435, data_time: 0.198, memory: 6430, top1_acc: 0.6750, top5_acc: 0.9175, loss_cls: 1.5126, loss: 1.5126 +2024-07-28 14:45:03,257 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 1 day, 9:01:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6575, top5_acc: 0.9313, loss_cls: 1.5528, loss: 1.5528 +2024-07-28 14:45:26,778 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 1 day, 9:00:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6344, top5_acc: 0.9113, loss_cls: 1.6612, loss: 1.6612 +2024-07-28 14:45:50,314 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 1 day, 9:00:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6569, top5_acc: 0.9263, loss_cls: 1.5787, loss: 1.5787 +2024-07-28 14:46:13,868 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 1 day, 8:59:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6600, top5_acc: 0.9181, loss_cls: 1.5962, loss: 1.5962 +2024-07-28 14:46:37,352 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 1 day, 8:58:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6594, top5_acc: 0.9163, loss_cls: 1.5830, loss: 1.5830 +2024-07-28 14:47:00,882 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 1 day, 8:58:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6531, top5_acc: 0.9113, loss_cls: 1.6104, loss: 1.6104 +2024-07-28 14:47:24,438 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 1 day, 8:57:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6787, top5_acc: 0.9131, loss_cls: 1.5968, loss: 1.5968 +2024-07-28 14:47:47,926 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 1 day, 8:56:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6806, top5_acc: 0.9194, loss_cls: 1.5494, loss: 1.5494 +2024-07-28 14:48:11,561 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 1 day, 8:56:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6756, top5_acc: 0.9294, loss_cls: 1.5126, loss: 1.5126 +2024-07-28 14:48:35,224 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 1 day, 8:55:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6106, top5_acc: 0.9100, loss_cls: 1.7403, loss: 1.7403 +2024-07-28 14:48:58,853 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 1 day, 8:54:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6663, top5_acc: 0.8969, loss_cls: 1.6450, loss: 1.6450 +2024-07-28 14:49:22,505 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 1 day, 8:54:22, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6494, top5_acc: 0.9087, loss_cls: 1.6470, loss: 1.6470 +2024-07-28 14:49:46,092 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 1 day, 8:53:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6550, top5_acc: 0.9175, loss_cls: 1.6103, loss: 1.6103 +2024-07-28 14:50:09,734 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 1 day, 8:53:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6494, top5_acc: 0.9200, loss_cls: 1.6411, loss: 1.6411 +2024-07-28 14:50:33,629 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 1 day, 8:52:35, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.6681, top5_acc: 0.9350, loss_cls: 1.5647, loss: 1.5647 +2024-07-28 14:50:57,244 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 1 day, 8:51:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6506, top5_acc: 0.9313, loss_cls: 1.5707, loss: 1.5707 +2024-07-28 14:51:20,921 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 1 day, 8:51:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6569, top5_acc: 0.9281, loss_cls: 1.5606, loss: 1.5606 +2024-07-28 14:51:44,597 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 1 day, 8:50:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6569, top5_acc: 0.9256, loss_cls: 1.5733, loss: 1.5733 +2024-07-28 14:52:08,231 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 1 day, 8:50:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6400, top5_acc: 0.9113, loss_cls: 1.6412, loss: 1.6412 +2024-07-28 14:52:31,804 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 1 day, 8:49:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6606, top5_acc: 0.9231, loss_cls: 1.5754, loss: 1.5754 +2024-07-28 14:52:55,375 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 1 day, 8:48:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6550, top5_acc: 0.9150, loss_cls: 1.6187, loss: 1.6187 +2024-07-28 14:53:18,887 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 1 day, 8:48:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6475, top5_acc: 0.9119, loss_cls: 1.6318, loss: 1.6318 +2024-07-28 14:53:42,445 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 1 day, 8:47:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6706, top5_acc: 0.9250, loss_cls: 1.5163, loss: 1.5163 +2024-07-28 14:54:06,098 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 1 day, 8:47:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6525, top5_acc: 0.9131, loss_cls: 1.6510, loss: 1.6510 +2024-07-28 14:54:29,665 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 1 day, 8:46:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6569, top5_acc: 0.9300, loss_cls: 1.5791, loss: 1.5791 +2024-07-28 14:54:53,165 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 1 day, 8:45:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6587, top5_acc: 0.9200, loss_cls: 1.5696, loss: 1.5696 +2024-07-28 14:55:16,694 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 1 day, 8:45:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6569, top5_acc: 0.9150, loss_cls: 1.6009, loss: 1.6009 +2024-07-28 14:55:40,163 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 1 day, 8:44:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6606, top5_acc: 0.9237, loss_cls: 1.5651, loss: 1.5651 +2024-07-28 14:56:03,665 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 1 day, 8:43:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6725, top5_acc: 0.9263, loss_cls: 1.5474, loss: 1.5474 +2024-07-28 14:56:27,254 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 1 day, 8:43:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6763, top5_acc: 0.9181, loss_cls: 1.5463, loss: 1.5463 +2024-07-28 14:56:50,838 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 1 day, 8:42:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6556, top5_acc: 0.9062, loss_cls: 1.5920, loss: 1.5920 +2024-07-28 14:57:14,362 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 1 day, 8:41:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6462, top5_acc: 0.9038, loss_cls: 1.6213, loss: 1.6213 +2024-07-28 14:57:38,062 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 1 day, 8:41:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6538, top5_acc: 0.9213, loss_cls: 1.5847, loss: 1.5847 +2024-07-28 14:57:39,624 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-07-28 15:01:54,741 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 15:01:55,286 - pyskl - INFO - +top1_acc 0.6350 +top5_acc 0.9107 +2024-07-28 15:01:55,290 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_5.pth was removed +2024-07-28 15:01:55,405 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2024-07-28 15:01:55,406 - pyskl - INFO - Best top1_acc is 0.6350 at 7 epoch. +2024-07-28 15:01:55,423 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6350, top5_acc: 0.9107 +2024-07-28 15:02:38,736 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 1 day, 8:47:03, time: 0.433, data_time: 0.198, memory: 6430, top1_acc: 0.6625, top5_acc: 0.9269, loss_cls: 1.5588, loss: 1.5588 +2024-07-28 15:03:02,246 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 1 day, 8:46:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6613, top5_acc: 0.9206, loss_cls: 1.5911, loss: 1.5911 +2024-07-28 15:03:25,818 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 1 day, 8:45:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6769, top5_acc: 0.9263, loss_cls: 1.5352, loss: 1.5352 +2024-07-28 15:03:49,343 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 1 day, 8:45:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6469, top5_acc: 0.9269, loss_cls: 1.5609, loss: 1.5609 +2024-07-28 15:04:12,901 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 1 day, 8:44:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6775, top5_acc: 0.9337, loss_cls: 1.5112, loss: 1.5112 +2024-07-28 15:04:36,458 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 1 day, 8:43:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6787, top5_acc: 0.9213, loss_cls: 1.5303, loss: 1.5303 +2024-07-28 15:05:00,078 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 1 day, 8:43:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6850, top5_acc: 0.9237, loss_cls: 1.5531, loss: 1.5531 +2024-07-28 15:05:23,672 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 1 day, 8:42:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6631, top5_acc: 0.9219, loss_cls: 1.5492, loss: 1.5492 +2024-07-28 15:05:47,236 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 1 day, 8:42:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6431, top5_acc: 0.9144, loss_cls: 1.6411, loss: 1.6411 +2024-07-28 15:06:10,934 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 1 day, 8:41:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6837, top5_acc: 0.9194, loss_cls: 1.5482, loss: 1.5482 +2024-07-28 15:06:34,539 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 1 day, 8:40:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6881, top5_acc: 0.9281, loss_cls: 1.4757, loss: 1.4757 +2024-07-28 15:06:58,120 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 1 day, 8:40:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6713, top5_acc: 0.9225, loss_cls: 1.5611, loss: 1.5611 +2024-07-28 15:07:21,680 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 1 day, 8:39:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6644, top5_acc: 0.9175, loss_cls: 1.5739, loss: 1.5739 +2024-07-28 15:07:45,302 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 1 day, 8:39:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6987, top5_acc: 0.9300, loss_cls: 1.4868, loss: 1.4868 +2024-07-28 15:08:08,861 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 1 day, 8:38:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6787, top5_acc: 0.9300, loss_cls: 1.4887, loss: 1.4887 +2024-07-28 15:08:32,460 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 1 day, 8:37:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6613, top5_acc: 0.9225, loss_cls: 1.5607, loss: 1.5607 +2024-07-28 15:08:56,037 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 1 day, 8:37:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6681, top5_acc: 0.9213, loss_cls: 1.5489, loss: 1.5489 +2024-07-28 15:09:19,604 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 1 day, 8:36:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6744, top5_acc: 0.9263, loss_cls: 1.5487, loss: 1.5487 +2024-07-28 15:09:43,241 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 1 day, 8:36:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6650, top5_acc: 0.9225, loss_cls: 1.5531, loss: 1.5531 +2024-07-28 15:10:06,865 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 1 day, 8:35:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6700, top5_acc: 0.9237, loss_cls: 1.5568, loss: 1.5568 +2024-07-28 15:10:30,463 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 1 day, 8:34:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6725, top5_acc: 0.9256, loss_cls: 1.5277, loss: 1.5277 +2024-07-28 15:10:54,075 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 1 day, 8:34:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6587, top5_acc: 0.9125, loss_cls: 1.6203, loss: 1.6203 +2024-07-28 15:11:17,677 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 1 day, 8:33:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6675, top5_acc: 0.9237, loss_cls: 1.5439, loss: 1.5439 +2024-07-28 15:11:41,308 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 1 day, 8:33:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6713, top5_acc: 0.9206, loss_cls: 1.5232, loss: 1.5232 +2024-07-28 15:12:04,925 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 1 day, 8:32:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6837, top5_acc: 0.9231, loss_cls: 1.5072, loss: 1.5072 +2024-07-28 15:12:28,601 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 1 day, 8:32:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6813, top5_acc: 0.9225, loss_cls: 1.5057, loss: 1.5057 +2024-07-28 15:12:52,217 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 1 day, 8:31:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6775, top5_acc: 0.9237, loss_cls: 1.5314, loss: 1.5314 +2024-07-28 15:13:15,807 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 1 day, 8:30:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6831, top5_acc: 0.9275, loss_cls: 1.4986, loss: 1.4986 +2024-07-28 15:13:39,558 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 1 day, 8:30:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.6613, top5_acc: 0.9281, loss_cls: 1.5365, loss: 1.5365 +2024-07-28 15:14:03,430 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 1 day, 8:29:49, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.6606, top5_acc: 0.9200, loss_cls: 1.5737, loss: 1.5737 +2024-07-28 15:14:27,098 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 1 day, 8:29:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6913, top5_acc: 0.9213, loss_cls: 1.4500, loss: 1.4500 +2024-07-28 15:14:50,690 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 1 day, 8:28:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6719, top5_acc: 0.9363, loss_cls: 1.5130, loss: 1.5130 +2024-07-28 15:15:14,393 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 1 day, 8:28:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6681, top5_acc: 0.9231, loss_cls: 1.5599, loss: 1.5599 +2024-07-28 15:15:38,154 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 1 day, 8:27:37, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.6606, top5_acc: 0.9163, loss_cls: 1.5809, loss: 1.5809 +2024-07-28 15:15:39,785 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-07-28 15:19:54,746 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 15:19:55,291 - pyskl - INFO - +top1_acc 0.6527 +top5_acc 0.9049 +2024-07-28 15:19:55,295 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_7.pth was removed +2024-07-28 15:19:55,410 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2024-07-28 15:19:55,412 - pyskl - INFO - Best top1_acc is 0.6527 at 8 epoch. +2024-07-28 15:19:55,429 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6527, top5_acc: 0.9049 +2024-07-28 15:20:38,824 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 1 day, 8:32:30, time: 0.434, data_time: 0.199, memory: 6430, top1_acc: 0.6906, top5_acc: 0.9350, loss_cls: 1.4913, loss: 1.4913 +2024-07-28 15:21:02,270 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 1 day, 8:31:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.6850, top5_acc: 0.9256, loss_cls: 1.4930, loss: 1.4930 +2024-07-28 15:21:25,863 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 1 day, 8:31:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6887, top5_acc: 0.9306, loss_cls: 1.4616, loss: 1.4616 +2024-07-28 15:21:49,415 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 1 day, 8:30:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7094, top5_acc: 0.9406, loss_cls: 1.3912, loss: 1.3912 +2024-07-28 15:22:13,002 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 1 day, 8:30:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6750, top5_acc: 0.9325, loss_cls: 1.5033, loss: 1.5033 +2024-07-28 15:22:36,567 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 1 day, 8:29:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7000, top5_acc: 0.9237, loss_cls: 1.4695, loss: 1.4695 +2024-07-28 15:23:00,172 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 1 day, 8:28:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6963, top5_acc: 0.9331, loss_cls: 1.4669, loss: 1.4669 +2024-07-28 15:23:23,886 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 1 day, 8:28:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6837, top5_acc: 0.9306, loss_cls: 1.5112, loss: 1.5112 +2024-07-28 15:23:47,468 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 1 day, 8:27:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6637, top5_acc: 0.9187, loss_cls: 1.6014, loss: 1.6014 +2024-07-28 15:24:11,164 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 1 day, 8:27:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7031, top5_acc: 0.9406, loss_cls: 1.4464, loss: 1.4464 +2024-07-28 15:24:34,803 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 1 day, 8:26:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6744, top5_acc: 0.9350, loss_cls: 1.5162, loss: 1.5162 +2024-07-28 15:24:58,446 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 1 day, 8:26:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6900, top5_acc: 0.9200, loss_cls: 1.5041, loss: 1.5041 +2024-07-28 15:25:22,102 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 1 day, 8:25:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6581, top5_acc: 0.9075, loss_cls: 1.5619, loss: 1.5619 +2024-07-28 15:25:45,693 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 1 day, 8:24:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6694, top5_acc: 0.9263, loss_cls: 1.5372, loss: 1.5372 +2024-07-28 15:26:09,317 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 1 day, 8:24:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6700, top5_acc: 0.9256, loss_cls: 1.5133, loss: 1.5133 +2024-07-28 15:26:32,940 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 1 day, 8:23:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6906, top5_acc: 0.9450, loss_cls: 1.4514, loss: 1.4514 +2024-07-28 15:26:56,558 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 1 day, 8:23:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6881, top5_acc: 0.9331, loss_cls: 1.4882, loss: 1.4882 +2024-07-28 15:27:20,171 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 1 day, 8:22:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6981, top5_acc: 0.9187, loss_cls: 1.4959, loss: 1.4959 +2024-07-28 15:27:43,837 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 1 day, 8:22:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6694, top5_acc: 0.9313, loss_cls: 1.4901, loss: 1.4901 +2024-07-28 15:28:07,545 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 1 day, 8:21:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6725, top5_acc: 0.9294, loss_cls: 1.5214, loss: 1.5214 +2024-07-28 15:28:31,149 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 1 day, 8:21:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6787, top5_acc: 0.9313, loss_cls: 1.5041, loss: 1.5041 +2024-07-28 15:28:54,798 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 1 day, 8:20:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6894, top5_acc: 0.9181, loss_cls: 1.4933, loss: 1.4933 +2024-07-28 15:29:18,416 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 1 day, 8:19:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6850, top5_acc: 0.9325, loss_cls: 1.4968, loss: 1.4968 +2024-07-28 15:29:42,067 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 1 day, 8:19:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6944, top5_acc: 0.9344, loss_cls: 1.4697, loss: 1.4697 +2024-07-28 15:30:05,752 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 1 day, 8:18:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6931, top5_acc: 0.9287, loss_cls: 1.4981, loss: 1.4981 +2024-07-28 15:30:29,508 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 1 day, 8:18:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.6656, top5_acc: 0.9175, loss_cls: 1.5679, loss: 1.5679 +2024-07-28 15:30:53,189 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 1 day, 8:17:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7000, top5_acc: 0.9337, loss_cls: 1.4428, loss: 1.4428 +2024-07-28 15:31:17,036 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 1 day, 8:17:17, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7106, top5_acc: 0.9363, loss_cls: 1.3904, loss: 1.3904 +2024-07-28 15:31:40,867 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 1 day, 8:16:48, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.6881, top5_acc: 0.9344, loss_cls: 1.4520, loss: 1.4520 +2024-07-28 15:32:04,610 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 1 day, 8:16:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6681, top5_acc: 0.9269, loss_cls: 1.5073, loss: 1.5073 +2024-07-28 15:32:28,329 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 1 day, 8:15:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6881, top5_acc: 0.9387, loss_cls: 1.4506, loss: 1.4506 +2024-07-28 15:32:52,006 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 1 day, 8:15:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6713, top5_acc: 0.9269, loss_cls: 1.5399, loss: 1.5399 +2024-07-28 15:33:15,657 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 1 day, 8:14:41, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6969, top5_acc: 0.9350, loss_cls: 1.4300, loss: 1.4300 +2024-07-28 15:33:39,309 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 1 day, 8:14:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6887, top5_acc: 0.9175, loss_cls: 1.4950, loss: 1.4950 +2024-07-28 15:33:40,913 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-07-28 15:37:56,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 15:37:56,827 - pyskl - INFO - +top1_acc 0.7034 +top5_acc 0.9271 +2024-07-28 15:37:56,831 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_8.pth was removed +2024-07-28 15:37:56,955 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2024-07-28 15:37:56,956 - pyskl - INFO - Best top1_acc is 0.7034 at 9 epoch. +2024-07-28 15:37:56,972 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.7034, top5_acc: 0.9271 +2024-07-28 15:38:40,315 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 1 day, 8:18:23, time: 0.433, data_time: 0.197, memory: 6430, top1_acc: 0.7156, top5_acc: 0.9469, loss_cls: 1.3826, loss: 1.3826 +2024-07-28 15:39:04,024 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 1 day, 8:17:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6956, top5_acc: 0.9375, loss_cls: 1.4422, loss: 1.4422 +2024-07-28 15:39:27,709 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 1 day, 8:17:18, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6963, top5_acc: 0.9313, loss_cls: 1.4557, loss: 1.4557 +2024-07-28 15:39:51,344 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 1 day, 8:16:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6994, top5_acc: 0.9306, loss_cls: 1.4719, loss: 1.4719 +2024-07-28 15:40:14,966 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 1 day, 8:16:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6706, top5_acc: 0.9281, loss_cls: 1.5222, loss: 1.5222 +2024-07-28 15:40:38,621 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 1 day, 8:15:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6800, top5_acc: 0.9325, loss_cls: 1.4925, loss: 1.4925 +2024-07-28 15:41:02,281 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 1 day, 8:15:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6806, top5_acc: 0.9313, loss_cls: 1.4700, loss: 1.4700 +2024-07-28 15:41:25,998 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 1 day, 8:14:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6987, top5_acc: 0.9387, loss_cls: 1.4010, loss: 1.4010 +2024-07-28 15:41:49,644 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 1 day, 8:14:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6837, top5_acc: 0.9413, loss_cls: 1.4439, loss: 1.4439 +2024-07-28 15:42:13,342 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 1 day, 8:13:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7044, top5_acc: 0.9331, loss_cls: 1.4163, loss: 1.4163 +2024-07-28 15:42:37,010 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 1 day, 8:12:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6869, top5_acc: 0.9194, loss_cls: 1.4891, loss: 1.4891 +2024-07-28 15:43:00,627 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 1 day, 8:12:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6963, top5_acc: 0.9356, loss_cls: 1.4102, loss: 1.4102 +2024-07-28 15:43:24,232 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 1 day, 8:11:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6981, top5_acc: 0.9375, loss_cls: 1.4272, loss: 1.4272 +2024-07-28 15:43:47,930 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 1 day, 8:11:18, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6950, top5_acc: 0.9319, loss_cls: 1.4496, loss: 1.4496 +2024-07-28 15:44:11,561 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 1 day, 8:10:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7019, top5_acc: 0.9294, loss_cls: 1.4133, loss: 1.4133 +2024-07-28 15:44:35,210 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 1 day, 8:10:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7163, top5_acc: 0.9450, loss_cls: 1.3804, loss: 1.3804 +2024-07-28 15:44:58,824 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 1 day, 8:09:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6956, top5_acc: 0.9319, loss_cls: 1.4655, loss: 1.4655 +2024-07-28 15:45:22,523 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 1 day, 8:09:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7025, top5_acc: 0.9350, loss_cls: 1.4462, loss: 1.4462 +2024-07-28 15:45:46,295 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 1 day, 8:08:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 1.4291, loss: 1.4291 +2024-07-28 15:46:09,941 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 1 day, 8:08:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6794, top5_acc: 0.9169, loss_cls: 1.5552, loss: 1.5552 +2024-07-28 15:46:33,526 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 1 day, 8:07:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6856, top5_acc: 0.9194, loss_cls: 1.5366, loss: 1.5366 +2024-07-28 15:46:57,169 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 1 day, 8:07:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6819, top5_acc: 0.9363, loss_cls: 1.4999, loss: 1.4999 +2024-07-28 15:47:20,828 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 1 day, 8:06:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7000, top5_acc: 0.9300, loss_cls: 1.4601, loss: 1.4601 +2024-07-28 15:47:44,600 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 1 day, 8:05:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7131, top5_acc: 0.9369, loss_cls: 1.3914, loss: 1.3914 +2024-07-28 15:48:08,311 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 1 day, 8:05:27, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6875, top5_acc: 0.9213, loss_cls: 1.5324, loss: 1.5324 +2024-07-28 15:48:32,007 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 1 day, 8:04:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7019, top5_acc: 0.9306, loss_cls: 1.4594, loss: 1.4594 +2024-07-28 15:48:55,720 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 1 day, 8:04:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6850, top5_acc: 0.9225, loss_cls: 1.5183, loss: 1.5183 +2024-07-28 15:49:19,422 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 1 day, 8:03:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 1.4161, loss: 1.4161 +2024-07-28 15:49:43,279 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 1 day, 8:03:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7050, top5_acc: 0.9400, loss_cls: 1.4083, loss: 1.4083 +2024-07-28 15:50:07,116 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 1 day, 8:02:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7106, top5_acc: 0.9269, loss_cls: 1.4257, loss: 1.4257 +2024-07-28 15:50:30,858 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 1 day, 8:02:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6856, top5_acc: 0.9237, loss_cls: 1.4833, loss: 1.4833 +2024-07-28 15:50:54,541 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 1 day, 8:01:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6737, top5_acc: 0.9287, loss_cls: 1.5148, loss: 1.5148 +2024-07-28 15:51:18,182 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 1 day, 8:01:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7106, top5_acc: 0.9425, loss_cls: 1.4059, loss: 1.4059 +2024-07-28 15:51:41,831 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 1 day, 8:00:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6913, top5_acc: 0.9306, loss_cls: 1.4908, loss: 1.4908 +2024-07-28 15:51:43,395 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-07-28 15:56:02,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 15:56:02,695 - pyskl - INFO - +top1_acc 0.6634 +top5_acc 0.9209 +2024-07-28 15:56:02,714 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6634, top5_acc: 0.9209 +2024-07-28 15:56:45,854 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 1 day, 8:04:33, time: 0.431, data_time: 0.195, memory: 6430, top1_acc: 0.7050, top5_acc: 0.9431, loss_cls: 1.3818, loss: 1.3818 +2024-07-28 15:57:09,489 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 1 day, 8:04:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7031, top5_acc: 0.9419, loss_cls: 1.4156, loss: 1.4156 +2024-07-28 15:57:33,140 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 1 day, 8:03:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6987, top5_acc: 0.9237, loss_cls: 1.4630, loss: 1.4630 +2024-07-28 15:57:56,710 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 1 day, 8:02:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7056, top5_acc: 0.9287, loss_cls: 1.4514, loss: 1.4514 +2024-07-28 15:58:20,279 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 1 day, 8:02:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6931, top5_acc: 0.9306, loss_cls: 1.4493, loss: 1.4493 +2024-07-28 15:58:43,878 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 1 day, 8:01:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6987, top5_acc: 0.9413, loss_cls: 1.4493, loss: 1.4493 +2024-07-28 15:59:07,527 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 1 day, 8:01:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7069, top5_acc: 0.9481, loss_cls: 1.3863, loss: 1.3863 +2024-07-28 15:59:31,176 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 1 day, 8:00:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7044, top5_acc: 0.9363, loss_cls: 1.3794, loss: 1.3794 +2024-07-28 15:59:54,811 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 1 day, 8:00:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7056, top5_acc: 0.9413, loss_cls: 1.4027, loss: 1.4027 +2024-07-28 16:00:18,452 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 1 day, 7:59:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7137, top5_acc: 0.9381, loss_cls: 1.3879, loss: 1.3879 +2024-07-28 16:00:42,210 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 1 day, 7:59:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.6950, top5_acc: 0.9287, loss_cls: 1.4855, loss: 1.4855 +2024-07-28 16:01:05,916 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 1 day, 7:58:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7163, top5_acc: 0.9375, loss_cls: 1.3790, loss: 1.3790 +2024-07-28 16:01:29,585 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 1 day, 7:58:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6781, top5_acc: 0.9269, loss_cls: 1.4917, loss: 1.4917 +2024-07-28 16:01:53,268 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 1 day, 7:57:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7006, top5_acc: 0.9331, loss_cls: 1.4434, loss: 1.4434 +2024-07-28 16:02:16,930 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 1 day, 7:57:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7037, top5_acc: 0.9487, loss_cls: 1.3756, loss: 1.3756 +2024-07-28 16:02:40,617 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 1 day, 7:56:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7056, top5_acc: 0.9344, loss_cls: 1.4252, loss: 1.4252 +2024-07-28 16:03:04,309 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 1 day, 7:56:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6994, top5_acc: 0.9337, loss_cls: 1.4303, loss: 1.4303 +2024-07-28 16:03:27,992 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 1 day, 7:55:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6994, top5_acc: 0.9319, loss_cls: 1.4051, loss: 1.4051 +2024-07-28 16:03:51,623 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 1 day, 7:55:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6981, top5_acc: 0.9300, loss_cls: 1.4822, loss: 1.4822 +2024-07-28 16:04:15,313 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 1 day, 7:54:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7106, top5_acc: 0.9400, loss_cls: 1.3774, loss: 1.3774 +2024-07-28 16:04:38,975 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 1 day, 7:53:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6806, top5_acc: 0.9250, loss_cls: 1.5006, loss: 1.5006 +2024-07-28 16:05:02,673 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 1 day, 7:53:27, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6963, top5_acc: 0.9394, loss_cls: 1.4562, loss: 1.4562 +2024-07-28 16:05:26,345 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 1 day, 7:52:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6944, top5_acc: 0.9331, loss_cls: 1.4457, loss: 1.4457 +2024-07-28 16:05:50,084 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 1 day, 7:52:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7025, top5_acc: 0.9281, loss_cls: 1.4256, loss: 1.4256 +2024-07-28 16:06:13,635 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 1 day, 7:51:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6825, top5_acc: 0.9344, loss_cls: 1.4677, loss: 1.4677 +2024-07-28 16:06:37,281 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 1 day, 7:51:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7044, top5_acc: 0.9363, loss_cls: 1.3838, loss: 1.3838 +2024-07-28 16:07:00,883 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 1 day, 7:50:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6944, top5_acc: 0.9337, loss_cls: 1.4448, loss: 1.4448 +2024-07-28 16:07:24,476 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 1 day, 7:50:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6881, top5_acc: 0.9375, loss_cls: 1.4350, loss: 1.4350 +2024-07-28 16:07:48,035 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 1 day, 7:49:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6769, top5_acc: 0.9275, loss_cls: 1.4866, loss: 1.4866 +2024-07-28 16:08:11,622 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 1 day, 7:49:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7194, top5_acc: 0.9444, loss_cls: 1.3582, loss: 1.3582 +2024-07-28 16:08:35,372 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 1 day, 7:48:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7000, top5_acc: 0.9387, loss_cls: 1.4229, loss: 1.4229 +2024-07-28 16:08:59,118 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 1 day, 7:48:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 1.4070, loss: 1.4070 +2024-07-28 16:09:22,793 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 1 day, 7:47:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6831, top5_acc: 0.9456, loss_cls: 1.4196, loss: 1.4196 +2024-07-28 16:09:46,505 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 1 day, 7:47:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7031, top5_acc: 0.9375, loss_cls: 1.3949, loss: 1.3949 +2024-07-28 16:09:48,154 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-07-28 16:14:06,988 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 16:14:07,535 - pyskl - INFO - +top1_acc 0.6788 +top5_acc 0.9133 +2024-07-28 16:14:07,554 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6788, top5_acc: 0.9133 +2024-07-28 16:14:50,450 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 1 day, 7:50:30, time: 0.429, data_time: 0.194, memory: 6430, top1_acc: 0.7331, top5_acc: 0.9513, loss_cls: 1.3086, loss: 1.3086 +2024-07-28 16:15:14,313 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 1 day, 7:50:01, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7013, top5_acc: 0.9394, loss_cls: 1.4335, loss: 1.4335 +2024-07-28 16:15:37,846 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 1 day, 7:49:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7031, top5_acc: 0.9356, loss_cls: 1.4088, loss: 1.4088 +2024-07-28 16:16:01,358 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 1 day, 7:48:55, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7013, top5_acc: 0.9325, loss_cls: 1.4362, loss: 1.4362 +2024-07-28 16:16:24,930 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 1 day, 7:48:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7262, top5_acc: 0.9456, loss_cls: 1.3571, loss: 1.3571 +2024-07-28 16:16:48,436 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 1 day, 7:47:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 1.3602, loss: 1.3602 +2024-07-28 16:17:11,964 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 1 day, 7:47:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7194, top5_acc: 0.9481, loss_cls: 1.3261, loss: 1.3261 +2024-07-28 16:17:35,470 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 1 day, 7:46:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6931, top5_acc: 0.9400, loss_cls: 1.4331, loss: 1.4331 +2024-07-28 16:17:58,994 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 1 day, 7:46:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7169, top5_acc: 0.9387, loss_cls: 1.3976, loss: 1.3976 +2024-07-28 16:18:22,537 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 1 day, 7:45:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6994, top5_acc: 0.9375, loss_cls: 1.3957, loss: 1.3957 +2024-07-28 16:18:46,215 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 1 day, 7:45:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7269, top5_acc: 0.9350, loss_cls: 1.3636, loss: 1.3636 +2024-07-28 16:19:09,929 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 1 day, 7:44:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7113, top5_acc: 0.9363, loss_cls: 1.4105, loss: 1.4105 +2024-07-28 16:19:33,557 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 1 day, 7:44:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6925, top5_acc: 0.9306, loss_cls: 1.4302, loss: 1.4302 +2024-07-28 16:19:57,103 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 1 day, 7:43:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7069, top5_acc: 0.9394, loss_cls: 1.4284, loss: 1.4284 +2024-07-28 16:20:20,719 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 1 day, 7:43:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7050, top5_acc: 0.9381, loss_cls: 1.4027, loss: 1.4027 +2024-07-28 16:20:44,349 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 1 day, 7:42:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7000, top5_acc: 0.9325, loss_cls: 1.4312, loss: 1.4312 +2024-07-28 16:21:08,004 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 1 day, 7:42:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7113, top5_acc: 0.9269, loss_cls: 1.4289, loss: 1.4289 +2024-07-28 16:21:31,613 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 1 day, 7:41:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7100, top5_acc: 0.9419, loss_cls: 1.3909, loss: 1.3909 +2024-07-28 16:21:55,193 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 1 day, 7:40:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7175, top5_acc: 0.9425, loss_cls: 1.3549, loss: 1.3549 +2024-07-28 16:22:18,744 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 1 day, 7:40:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7069, top5_acc: 0.9400, loss_cls: 1.3917, loss: 1.3917 +2024-07-28 16:22:42,353 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 1 day, 7:39:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7050, top5_acc: 0.9387, loss_cls: 1.3885, loss: 1.3885 +2024-07-28 16:23:05,949 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 1 day, 7:39:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 1.3481, loss: 1.3481 +2024-07-28 16:23:29,588 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 1 day, 7:38:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7169, top5_acc: 0.9281, loss_cls: 1.4017, loss: 1.4017 +2024-07-28 16:23:53,257 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 1 day, 7:38:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6963, top5_acc: 0.9300, loss_cls: 1.4771, loss: 1.4771 +2024-07-28 16:24:16,901 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 1 day, 7:37:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7150, top5_acc: 0.9394, loss_cls: 1.3623, loss: 1.3623 +2024-07-28 16:24:40,580 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 1 day, 7:37:22, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7050, top5_acc: 0.9456, loss_cls: 1.3565, loss: 1.3565 +2024-07-28 16:25:04,282 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 1 day, 7:36:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7100, top5_acc: 0.9344, loss_cls: 1.3975, loss: 1.3975 +2024-07-28 16:25:27,937 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 1 day, 7:36:22, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.6919, top5_acc: 0.9219, loss_cls: 1.4349, loss: 1.4349 +2024-07-28 16:25:51,602 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 1 day, 7:35:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7125, top5_acc: 0.9425, loss_cls: 1.3872, loss: 1.3872 +2024-07-28 16:26:15,222 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 1 day, 7:35:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6975, top5_acc: 0.9387, loss_cls: 1.4153, loss: 1.4153 +2024-07-28 16:26:38,930 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 1 day, 7:34:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7125, top5_acc: 0.9506, loss_cls: 1.3356, loss: 1.3356 +2024-07-28 16:27:02,606 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 1 day, 7:34:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 1.4228, loss: 1.4228 +2024-07-28 16:27:26,431 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 1 day, 7:33:53, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7169, top5_acc: 0.9481, loss_cls: 1.3627, loss: 1.3627 +2024-07-28 16:27:50,080 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 1 day, 7:33:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7231, top5_acc: 0.9400, loss_cls: 1.3662, loss: 1.3662 +2024-07-28 16:27:51,715 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-07-28 16:32:06,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 16:32:06,705 - pyskl - INFO - +top1_acc 0.6742 +top5_acc 0.9183 +2024-07-28 16:32:06,723 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6742, top5_acc: 0.9183 +2024-07-28 16:32:50,036 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 1 day, 7:36:23, time: 0.433, data_time: 0.198, memory: 6430, top1_acc: 0.7325, top5_acc: 0.9506, loss_cls: 1.2954, loss: 1.2954 +2024-07-28 16:33:13,517 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 1 day, 7:35:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7175, top5_acc: 0.9494, loss_cls: 1.3572, loss: 1.3572 +2024-07-28 16:33:37,087 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 1 day, 7:35:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7081, top5_acc: 0.9413, loss_cls: 1.3785, loss: 1.3785 +2024-07-28 16:34:00,642 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 1 day, 7:34:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7063, top5_acc: 0.9506, loss_cls: 1.3795, loss: 1.3795 +2024-07-28 16:34:24,176 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 1 day, 7:34:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9531, loss_cls: 1.3151, loss: 1.3151 +2024-07-28 16:34:47,943 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 1 day, 7:33:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7319, top5_acc: 0.9375, loss_cls: 1.3339, loss: 1.3339 +2024-07-28 16:35:11,592 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 1 day, 7:33:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7125, top5_acc: 0.9419, loss_cls: 1.3383, loss: 1.3383 +2024-07-28 16:35:35,194 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 1 day, 7:32:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7325, top5_acc: 0.9444, loss_cls: 1.3164, loss: 1.3164 +2024-07-28 16:35:58,689 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 1 day, 7:32:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7431, top5_acc: 0.9469, loss_cls: 1.2951, loss: 1.2951 +2024-07-28 16:36:22,258 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 1 day, 7:31:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7106, top5_acc: 0.9369, loss_cls: 1.3738, loss: 1.3738 +2024-07-28 16:36:45,846 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 1 day, 7:31:09, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6963, top5_acc: 0.9350, loss_cls: 1.4460, loss: 1.4460 +2024-07-28 16:37:09,478 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 1 day, 7:30:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7125, top5_acc: 0.9400, loss_cls: 1.3738, loss: 1.3738 +2024-07-28 16:37:33,051 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 1 day, 7:30:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6981, top5_acc: 0.9319, loss_cls: 1.4477, loss: 1.4477 +2024-07-28 16:37:56,731 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 1 day, 7:29:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7244, top5_acc: 0.9487, loss_cls: 1.3491, loss: 1.3491 +2024-07-28 16:38:20,351 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 1 day, 7:29:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7106, top5_acc: 0.9350, loss_cls: 1.3855, loss: 1.3855 +2024-07-28 16:38:43,976 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 1 day, 7:28:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7212, top5_acc: 0.9325, loss_cls: 1.3737, loss: 1.3737 +2024-07-28 16:39:07,589 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 1 day, 7:28:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 1.3626, loss: 1.3626 +2024-07-28 16:39:31,325 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 1 day, 7:27:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7100, top5_acc: 0.9250, loss_cls: 1.4209, loss: 1.4209 +2024-07-28 16:39:54,990 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 1 day, 7:27:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 1.4042, loss: 1.4042 +2024-07-28 16:40:18,582 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 1 day, 7:26:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7037, top5_acc: 0.9450, loss_cls: 1.3672, loss: 1.3672 +2024-07-28 16:40:42,205 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 1 day, 7:26:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6937, top5_acc: 0.9400, loss_cls: 1.4171, loss: 1.4171 +2024-07-28 16:41:05,803 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 1 day, 7:25:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7188, top5_acc: 0.9387, loss_cls: 1.4009, loss: 1.4009 +2024-07-28 16:41:29,408 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 1 day, 7:25:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7256, top5_acc: 0.9456, loss_cls: 1.3283, loss: 1.3283 +2024-07-28 16:41:53,113 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 1 day, 7:24:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7063, top5_acc: 0.9444, loss_cls: 1.3726, loss: 1.3726 +2024-07-28 16:42:16,755 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 1 day, 7:24:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6913, top5_acc: 0.9337, loss_cls: 1.4406, loss: 1.4406 +2024-07-28 16:42:40,330 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 1 day, 7:23:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7013, top5_acc: 0.9425, loss_cls: 1.4053, loss: 1.4053 +2024-07-28 16:43:03,949 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 1 day, 7:23:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7325, top5_acc: 0.9400, loss_cls: 1.3508, loss: 1.3508 +2024-07-28 16:43:27,529 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 1 day, 7:22:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 1.3778, loss: 1.3778 +2024-07-28 16:43:51,123 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 1 day, 7:22:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7069, top5_acc: 0.9444, loss_cls: 1.4016, loss: 1.4016 +2024-07-28 16:44:14,715 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 1 day, 7:21:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7238, top5_acc: 0.9419, loss_cls: 1.3605, loss: 1.3605 +2024-07-28 16:44:38,419 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 1 day, 7:21:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7050, top5_acc: 0.9413, loss_cls: 1.4081, loss: 1.4081 +2024-07-28 16:45:02,040 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 1 day, 7:20:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.6950, top5_acc: 0.9375, loss_cls: 1.4279, loss: 1.4279 +2024-07-28 16:45:25,700 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 1 day, 7:20:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 1.3759, loss: 1.3759 +2024-07-28 16:45:49,303 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 1 day, 7:19:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7388, top5_acc: 0.9381, loss_cls: 1.3544, loss: 1.3544 +2024-07-28 16:45:50,865 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-07-28 16:50:09,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 16:50:09,964 - pyskl - INFO - +top1_acc 0.6966 +top5_acc 0.9318 +2024-07-28 16:50:09,983 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6966, top5_acc: 0.9318 +2024-07-28 16:50:53,684 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 1 day, 7:22:20, time: 0.437, data_time: 0.198, memory: 6430, top1_acc: 0.7200, top5_acc: 0.9494, loss_cls: 1.3166, loss: 1.3166 +2024-07-28 16:51:17,598 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 1 day, 7:21:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 1.2696, loss: 1.2696 +2024-07-28 16:51:41,325 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 1 day, 7:21:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7256, top5_acc: 0.9437, loss_cls: 1.3226, loss: 1.3226 +2024-07-28 16:52:05,099 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 1 day, 7:20:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 1.3228, loss: 1.3228 +2024-07-28 16:52:28,634 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 1 day, 7:20:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.6881, top5_acc: 0.9325, loss_cls: 1.4656, loss: 1.4656 +2024-07-28 16:52:52,183 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 1 day, 7:19:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7000, top5_acc: 0.9469, loss_cls: 1.3959, loss: 1.3959 +2024-07-28 16:53:15,770 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 1 day, 7:19:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7350, top5_acc: 0.9469, loss_cls: 1.2882, loss: 1.2882 +2024-07-28 16:53:39,267 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 1 day, 7:18:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9406, loss_cls: 1.3382, loss: 1.3382 +2024-07-28 16:54:03,026 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 1 day, 7:18:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 1.3609, loss: 1.3609 +2024-07-28 16:54:26,877 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 1 day, 7:17:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7219, top5_acc: 0.9444, loss_cls: 1.3305, loss: 1.3305 +2024-07-28 16:54:50,812 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 1 day, 7:17:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7275, top5_acc: 0.9394, loss_cls: 1.3224, loss: 1.3224 +2024-07-28 16:55:14,723 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 1 day, 7:16:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7163, top5_acc: 0.9431, loss_cls: 1.3298, loss: 1.3298 +2024-07-28 16:55:38,490 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 1 day, 7:16:30, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7225, top5_acc: 0.9519, loss_cls: 1.3107, loss: 1.3107 +2024-07-28 16:56:02,301 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 1 day, 7:16:02, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9531, loss_cls: 1.2684, loss: 1.2684 +2024-07-28 16:56:26,050 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 1 day, 7:15:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7212, top5_acc: 0.9413, loss_cls: 1.3641, loss: 1.3641 +2024-07-28 16:56:49,759 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 1 day, 7:15:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7269, top5_acc: 0.9419, loss_cls: 1.3039, loss: 1.3039 +2024-07-28 16:57:13,532 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 1 day, 7:14:35, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7144, top5_acc: 0.9425, loss_cls: 1.3673, loss: 1.3673 +2024-07-28 16:57:37,263 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 1 day, 7:14:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7212, top5_acc: 0.9431, loss_cls: 1.3451, loss: 1.3451 +2024-07-28 16:58:01,034 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 1 day, 7:13:38, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.3175, loss: 1.3175 +2024-07-28 16:58:24,631 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 1 day, 7:13:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7250, top5_acc: 0.9281, loss_cls: 1.3793, loss: 1.3793 +2024-07-28 16:58:48,275 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 1 day, 7:12:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 1.3893, loss: 1.3893 +2024-07-28 16:59:11,946 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 1 day, 7:12:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9475, loss_cls: 1.3272, loss: 1.3272 +2024-07-28 16:59:35,598 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 1 day, 7:11:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 1.3273, loss: 1.3273 +2024-07-28 16:59:59,116 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 1 day, 7:11:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7100, top5_acc: 0.9375, loss_cls: 1.3678, loss: 1.3678 +2024-07-28 17:00:22,748 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 1 day, 7:10:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7231, top5_acc: 0.9325, loss_cls: 1.3878, loss: 1.3878 +2024-07-28 17:00:46,349 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 1 day, 7:10:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 1.2998, loss: 1.2998 +2024-07-28 17:01:09,983 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 1 day, 7:09:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7244, top5_acc: 0.9444, loss_cls: 1.3363, loss: 1.3363 +2024-07-28 17:01:33,778 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 1 day, 7:09:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9506, loss_cls: 1.3127, loss: 1.3127 +2024-07-28 17:01:57,663 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 1 day, 7:08:43, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7150, top5_acc: 0.9431, loss_cls: 1.3461, loss: 1.3461 +2024-07-28 17:02:21,346 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 1 day, 7:08:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7169, top5_acc: 0.9494, loss_cls: 1.3355, loss: 1.3355 +2024-07-28 17:02:45,002 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 1 day, 7:07:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 1.3586, loss: 1.3586 +2024-07-28 17:03:08,717 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 1 day, 7:07:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7081, top5_acc: 0.9331, loss_cls: 1.4143, loss: 1.4143 +2024-07-28 17:03:32,467 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 1 day, 7:06:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7075, top5_acc: 0.9319, loss_cls: 1.4111, loss: 1.4111 +2024-07-28 17:03:56,091 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 1 day, 7:06:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 1.3603, loss: 1.3603 +2024-07-28 17:03:57,745 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-07-28 17:08:12,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 17:08:12,750 - pyskl - INFO - +top1_acc 0.6976 +top5_acc 0.9284 +2024-07-28 17:08:12,767 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6976, top5_acc: 0.9284 +2024-07-28 17:08:55,950 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 1 day, 7:08:45, time: 0.432, data_time: 0.197, memory: 6430, top1_acc: 0.7188, top5_acc: 0.9475, loss_cls: 1.3499, loss: 1.3499 +2024-07-28 17:09:19,541 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 1 day, 7:08:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9537, loss_cls: 1.2735, loss: 1.2735 +2024-07-28 17:09:43,047 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 1 day, 7:07:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 1.2927, loss: 1.2927 +2024-07-28 17:10:06,627 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 1 day, 7:07:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7275, top5_acc: 0.9419, loss_cls: 1.2956, loss: 1.2956 +2024-07-28 17:10:30,144 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 1 day, 7:06:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7175, top5_acc: 0.9381, loss_cls: 1.3697, loss: 1.3697 +2024-07-28 17:10:53,663 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 1 day, 7:06:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 1.2986, loss: 1.2986 +2024-07-28 17:11:17,209 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 1 day, 7:05:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7188, top5_acc: 0.9419, loss_cls: 1.3388, loss: 1.3388 +2024-07-28 17:11:40,733 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 1 day, 7:05:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7219, top5_acc: 0.9375, loss_cls: 1.3386, loss: 1.3386 +2024-07-28 17:12:04,283 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 1 day, 7:04:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 1.3299, loss: 1.3299 +2024-07-28 17:12:27,893 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 1 day, 7:04:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7150, top5_acc: 0.9363, loss_cls: 1.3537, loss: 1.3537 +2024-07-28 17:12:51,677 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 1 day, 7:03:41, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 1.3177, loss: 1.3177 +2024-07-28 17:13:15,454 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 1 day, 7:03:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.6994, top5_acc: 0.9387, loss_cls: 1.4291, loss: 1.4291 +2024-07-28 17:13:39,124 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 1 day, 7:02:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7306, top5_acc: 0.9437, loss_cls: 1.3111, loss: 1.3111 +2024-07-28 17:14:02,815 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 1 day, 7:02:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 1.3688, loss: 1.3688 +2024-07-28 17:14:26,428 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 1 day, 7:01:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7225, top5_acc: 0.9413, loss_cls: 1.3225, loss: 1.3225 +2024-07-28 17:14:50,076 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 1 day, 7:01:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7238, top5_acc: 0.9525, loss_cls: 1.2954, loss: 1.2954 +2024-07-28 17:15:13,709 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 1 day, 7:00:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7206, top5_acc: 0.9450, loss_cls: 1.3393, loss: 1.3393 +2024-07-28 17:15:37,545 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 1 day, 7:00:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 1.3500, loss: 1.3500 +2024-07-28 17:16:01,099 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 1 day, 6:59:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7419, top5_acc: 0.9469, loss_cls: 1.2691, loss: 1.2691 +2024-07-28 17:16:24,712 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 1 day, 6:59:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 1.2682, loss: 1.2682 +2024-07-28 17:16:48,292 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 1 day, 6:58:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7262, top5_acc: 0.9369, loss_cls: 1.3640, loss: 1.3640 +2024-07-28 17:17:11,941 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 1 day, 6:58:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7238, top5_acc: 0.9456, loss_cls: 1.3370, loss: 1.3370 +2024-07-28 17:17:35,585 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 1 day, 6:57:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.2863, loss: 1.2863 +2024-07-28 17:17:59,418 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 1 day, 6:57:23, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 1.3088, loss: 1.3088 +2024-07-28 17:18:23,009 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 1 day, 6:56:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7019, top5_acc: 0.9350, loss_cls: 1.3975, loss: 1.3975 +2024-07-28 17:18:46,696 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 1 day, 6:56:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7056, top5_acc: 0.9475, loss_cls: 1.3896, loss: 1.3896 +2024-07-28 17:19:10,301 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 1 day, 6:55:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7087, top5_acc: 0.9337, loss_cls: 1.3766, loss: 1.3766 +2024-07-28 17:19:34,134 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 1 day, 6:55:28, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 1.2683, loss: 1.2683 +2024-07-28 17:19:57,704 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 1 day, 6:54:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 1.3234, loss: 1.3234 +2024-07-28 17:20:21,211 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 1 day, 6:54:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7400, top5_acc: 0.9394, loss_cls: 1.2850, loss: 1.2850 +2024-07-28 17:20:44,852 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 1 day, 6:53:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7194, top5_acc: 0.9475, loss_cls: 1.3219, loss: 1.3219 +2024-07-28 17:21:08,549 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 1 day, 6:53:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7206, top5_acc: 0.9413, loss_cls: 1.3571, loss: 1.3571 +2024-07-28 17:21:32,189 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 1 day, 6:53:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 1.2945, loss: 1.2945 +2024-07-28 17:21:55,805 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 1 day, 6:52:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7163, top5_acc: 0.9325, loss_cls: 1.3955, loss: 1.3955 +2024-07-28 17:21:57,364 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-07-28 17:26:15,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 17:26:15,924 - pyskl - INFO - +top1_acc 0.6953 +top5_acc 0.9299 +2024-07-28 17:26:15,944 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6953, top5_acc: 0.9299 +2024-07-28 17:26:59,301 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 1 day, 6:54:47, time: 0.434, data_time: 0.198, memory: 6430, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 1.3051, loss: 1.3051 +2024-07-28 17:27:22,860 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 1 day, 6:54:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7212, top5_acc: 0.9456, loss_cls: 1.3075, loss: 1.3075 +2024-07-28 17:27:46,481 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 1 day, 6:53:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.2264, loss: 1.2264 +2024-07-28 17:28:10,123 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 1 day, 6:53:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 1.2693, loss: 1.2693 +2024-07-28 17:28:33,706 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 1 day, 6:52:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 1.3445, loss: 1.3445 +2024-07-28 17:28:57,318 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 1 day, 6:52:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7269, top5_acc: 0.9381, loss_cls: 1.3671, loss: 1.3671 +2024-07-28 17:29:20,993 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 1 day, 6:51:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7231, top5_acc: 0.9506, loss_cls: 1.3442, loss: 1.3442 +2024-07-28 17:29:44,659 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 1 day, 6:51:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 1.2757, loss: 1.2757 +2024-07-28 17:30:08,289 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 1 day, 6:50:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.2264, loss: 1.2264 +2024-07-28 17:30:31,873 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 1 day, 6:50:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9513, loss_cls: 1.2877, loss: 1.2877 +2024-07-28 17:30:55,451 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 1 day, 6:49:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7231, top5_acc: 0.9375, loss_cls: 1.3710, loss: 1.3710 +2024-07-28 17:31:19,153 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 1 day, 6:49:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7381, top5_acc: 0.9431, loss_cls: 1.2910, loss: 1.2910 +2024-07-28 17:31:42,637 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 1 day, 6:48:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7469, top5_acc: 0.9437, loss_cls: 1.2889, loss: 1.2889 +2024-07-28 17:32:06,336 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 1 day, 6:48:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7331, top5_acc: 0.9469, loss_cls: 1.3037, loss: 1.3037 +2024-07-28 17:32:29,710 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 1 day, 6:47:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7331, top5_acc: 0.9581, loss_cls: 1.2629, loss: 1.2629 +2024-07-28 17:32:53,575 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 1 day, 6:47:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7181, top5_acc: 0.9419, loss_cls: 1.3253, loss: 1.3253 +2024-07-28 17:33:17,253 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 1 day, 6:46:57, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7294, top5_acc: 0.9363, loss_cls: 1.3268, loss: 1.3268 +2024-07-28 17:33:40,857 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 1 day, 6:46:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7212, top5_acc: 0.9400, loss_cls: 1.3191, loss: 1.3191 +2024-07-28 17:34:04,471 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 1 day, 6:45:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 1.3374, loss: 1.3374 +2024-07-28 17:34:28,074 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 1 day, 6:45:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.3237, loss: 1.3237 +2024-07-28 17:34:51,636 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 1 day, 6:45:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7325, top5_acc: 0.9487, loss_cls: 1.2873, loss: 1.2873 +2024-07-28 17:35:15,151 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 1 day, 6:44:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 1.3603, loss: 1.3603 +2024-07-28 17:35:38,671 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 1 day, 6:44:00, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7319, top5_acc: 0.9425, loss_cls: 1.2898, loss: 1.2898 +2024-07-28 17:36:02,238 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 1 day, 6:43:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7200, top5_acc: 0.9513, loss_cls: 1.3052, loss: 1.3052 +2024-07-28 17:36:25,908 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 1 day, 6:43:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 1.3986, loss: 1.3986 +2024-07-28 17:36:49,622 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 1 day, 6:42:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7350, top5_acc: 0.9319, loss_cls: 1.3490, loss: 1.3490 +2024-07-28 17:37:13,254 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 1 day, 6:42:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 1.3278, loss: 1.3278 +2024-07-28 17:37:36,837 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 1 day, 6:41:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.3448, loss: 1.3448 +2024-07-28 17:38:00,321 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 1 day, 6:41:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7338, top5_acc: 0.9413, loss_cls: 1.3068, loss: 1.3068 +2024-07-28 17:38:23,821 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 1 day, 6:40:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 1.2626, loss: 1.2626 +2024-07-28 17:38:47,410 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 1 day, 6:40:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 1.2634, loss: 1.2634 +2024-07-28 17:39:10,995 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 1 day, 6:39:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7200, top5_acc: 0.9487, loss_cls: 1.3164, loss: 1.3164 +2024-07-28 17:39:34,550 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 1 day, 6:39:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9450, loss_cls: 1.2946, loss: 1.2946 +2024-07-28 17:39:58,118 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 1 day, 6:38:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7294, top5_acc: 0.9369, loss_cls: 1.3482, loss: 1.3482 +2024-07-28 17:39:59,702 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-07-28 17:44:17,484 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 17:44:18,035 - pyskl - INFO - +top1_acc 0.7039 +top5_acc 0.9359 +2024-07-28 17:44:18,040 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_9.pth was removed +2024-07-28 17:44:18,156 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2024-07-28 17:44:18,158 - pyskl - INFO - Best top1_acc is 0.7039 at 16 epoch. +2024-07-28 17:44:18,176 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7039, top5_acc: 0.9359 +2024-07-28 17:45:01,587 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 1 day, 6:40:43, time: 0.434, data_time: 0.199, memory: 6430, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 1.2581, loss: 1.2581 +2024-07-28 17:45:25,145 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 1 day, 6:40:14, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7488, top5_acc: 0.9525, loss_cls: 1.2366, loss: 1.2366 +2024-07-28 17:45:48,602 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 1 day, 6:39:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 1.2557, loss: 1.2557 +2024-07-28 17:46:12,122 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 1 day, 6:39:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7300, top5_acc: 0.9406, loss_cls: 1.3137, loss: 1.3137 +2024-07-28 17:46:35,754 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 1 day, 6:38:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7087, top5_acc: 0.9469, loss_cls: 1.3650, loss: 1.3650 +2024-07-28 17:46:59,322 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 1 day, 6:38:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 1.2603, loss: 1.2603 +2024-07-28 17:47:22,841 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 1 day, 6:37:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7356, top5_acc: 0.9437, loss_cls: 1.2960, loss: 1.2960 +2024-07-28 17:47:46,372 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 1 day, 6:37:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7262, top5_acc: 0.9456, loss_cls: 1.3150, loss: 1.3150 +2024-07-28 17:48:10,000 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 1 day, 6:36:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7169, top5_acc: 0.9400, loss_cls: 1.3388, loss: 1.3388 +2024-07-28 17:48:33,712 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 1 day, 6:36:18, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 1.2602, loss: 1.2602 +2024-07-28 17:48:57,423 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 1 day, 6:35:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 1.3140, loss: 1.3140 +2024-07-28 17:49:21,130 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 1 day, 6:35:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7194, top5_acc: 0.9431, loss_cls: 1.3184, loss: 1.3184 +2024-07-28 17:49:44,993 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 1 day, 6:34:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9450, loss_cls: 1.3183, loss: 1.3183 +2024-07-28 17:50:08,719 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 1 day, 6:34:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9494, loss_cls: 1.3041, loss: 1.3041 +2024-07-28 17:50:32,324 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 1 day, 6:33:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 1.3355, loss: 1.3355 +2024-07-28 17:50:55,986 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 1 day, 6:33:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7269, top5_acc: 0.9500, loss_cls: 1.2796, loss: 1.2796 +2024-07-28 17:51:19,547 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 1 day, 6:33:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.3015, loss: 1.3015 +2024-07-28 17:51:43,156 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 1 day, 6:32:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 1.2716, loss: 1.2716 +2024-07-28 17:52:06,882 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 1 day, 6:32:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9494, loss_cls: 1.2771, loss: 1.2771 +2024-07-28 17:52:30,555 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 1 day, 6:31:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 1.2363, loss: 1.2363 +2024-07-28 17:52:54,167 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 1 day, 6:31:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7200, top5_acc: 0.9463, loss_cls: 1.3423, loss: 1.3423 +2024-07-28 17:53:17,739 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 1 day, 6:30:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7388, top5_acc: 0.9450, loss_cls: 1.2372, loss: 1.2372 +2024-07-28 17:53:41,293 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 1 day, 6:30:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.2548, loss: 1.2548 +2024-07-28 17:54:04,942 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 1 day, 6:29:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7569, top5_acc: 0.9494, loss_cls: 1.2139, loss: 1.2139 +2024-07-28 17:54:28,557 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 1 day, 6:29:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7275, top5_acc: 0.9319, loss_cls: 1.3442, loss: 1.3442 +2024-07-28 17:54:52,206 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 1 day, 6:28:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7175, top5_acc: 0.9419, loss_cls: 1.3507, loss: 1.3507 +2024-07-28 17:55:15,896 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 1 day, 6:28:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7669, top5_acc: 0.9481, loss_cls: 1.2412, loss: 1.2412 +2024-07-28 17:55:39,548 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 1 day, 6:27:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7256, top5_acc: 0.9431, loss_cls: 1.2927, loss: 1.2927 +2024-07-28 17:56:03,250 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 1 day, 6:27:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 1.2938, loss: 1.2938 +2024-07-28 17:56:26,923 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 1 day, 6:26:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7388, top5_acc: 0.9413, loss_cls: 1.3056, loss: 1.3056 +2024-07-28 17:56:50,598 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 1 day, 6:26:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7319, top5_acc: 0.9494, loss_cls: 1.2766, loss: 1.2766 +2024-07-28 17:57:14,276 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 1 day, 6:25:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.2907, loss: 1.2907 +2024-07-28 17:57:37,958 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 1 day, 6:25:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.2398, loss: 1.2398 +2024-07-28 17:58:01,668 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 1 day, 6:24:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.2885, loss: 1.2885 +2024-07-28 17:58:03,299 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-07-28 18:02:22,420 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 18:02:22,967 - pyskl - INFO - +top1_acc 0.7121 +top5_acc 0.9331 +2024-07-28 18:02:22,971 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_16.pth was removed +2024-07-28 18:02:23,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2024-07-28 18:02:23,086 - pyskl - INFO - Best top1_acc is 0.7121 at 17 epoch. +2024-07-28 18:02:23,103 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7121, top5_acc: 0.9331 +2024-07-28 18:03:06,612 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 1 day, 6:26:52, time: 0.435, data_time: 0.199, memory: 6430, top1_acc: 0.7269, top5_acc: 0.9487, loss_cls: 1.3009, loss: 1.3009 +2024-07-28 18:03:30,273 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 1 day, 6:26:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9481, loss_cls: 1.2691, loss: 1.2691 +2024-07-28 18:03:53,948 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 1 day, 6:25:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7481, top5_acc: 0.9475, loss_cls: 1.2803, loss: 1.2803 +2024-07-28 18:04:17,573 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 1 day, 6:25:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.2085, loss: 1.2085 +2024-07-28 18:04:41,192 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 1 day, 6:24:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9363, loss_cls: 1.2881, loss: 1.2881 +2024-07-28 18:05:04,862 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 1 day, 6:24:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7056, top5_acc: 0.9369, loss_cls: 1.3918, loss: 1.3918 +2024-07-28 18:05:28,535 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 1 day, 6:24:01, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7281, top5_acc: 0.9594, loss_cls: 1.2711, loss: 1.2711 +2024-07-28 18:05:52,206 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 1 day, 6:23:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 1.3656, loss: 1.3656 +2024-07-28 18:06:15,909 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 1 day, 6:23:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7362, top5_acc: 0.9431, loss_cls: 1.3104, loss: 1.3104 +2024-07-28 18:06:39,554 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 1 day, 6:22:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.2630, loss: 1.2630 +2024-07-28 18:07:03,263 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 1 day, 6:22:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7419, top5_acc: 0.9587, loss_cls: 1.2821, loss: 1.2821 +2024-07-28 18:07:26,856 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 1 day, 6:21:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 1.2702, loss: 1.2702 +2024-07-28 18:07:50,524 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 1 day, 6:21:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 1.2961, loss: 1.2961 +2024-07-28 18:08:14,191 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 1 day, 6:20:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9469, loss_cls: 1.1941, loss: 1.1941 +2024-07-28 18:08:37,868 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 1 day, 6:20:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7344, top5_acc: 0.9525, loss_cls: 1.2939, loss: 1.2939 +2024-07-28 18:09:01,534 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 1 day, 6:19:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 1.2340, loss: 1.2340 +2024-07-28 18:09:25,216 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 1 day, 6:19:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7300, top5_acc: 0.9519, loss_cls: 1.2720, loss: 1.2720 +2024-07-28 18:09:48,853 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 1 day, 6:18:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7238, top5_acc: 0.9444, loss_cls: 1.3369, loss: 1.3369 +2024-07-28 18:10:12,533 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 1 day, 6:18:22, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 1.2318, loss: 1.2318 +2024-07-28 18:10:36,201 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 1 day, 6:17:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7362, top5_acc: 0.9419, loss_cls: 1.2805, loss: 1.2805 +2024-07-28 18:10:59,877 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 1 day, 6:17:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9425, loss_cls: 1.2808, loss: 1.2808 +2024-07-28 18:11:23,580 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 1 day, 6:16:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7375, top5_acc: 0.9481, loss_cls: 1.2958, loss: 1.2958 +2024-07-28 18:11:47,334 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 1 day, 6:16:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7381, top5_acc: 0.9544, loss_cls: 1.2489, loss: 1.2489 +2024-07-28 18:12:11,006 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 1 day, 6:16:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 1.2563, loss: 1.2563 +2024-07-28 18:12:34,578 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 1 day, 6:15:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7225, top5_acc: 0.9387, loss_cls: 1.3159, loss: 1.3159 +2024-07-28 18:12:58,140 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 1 day, 6:15:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.2370, loss: 1.2370 +2024-07-28 18:13:21,788 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 1 day, 6:14:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7212, top5_acc: 0.9369, loss_cls: 1.3653, loss: 1.3653 +2024-07-28 18:13:45,361 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 1 day, 6:14:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 1.2935, loss: 1.2935 +2024-07-28 18:14:08,972 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 1 day, 6:13:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7212, top5_acc: 0.9463, loss_cls: 1.3259, loss: 1.3259 +2024-07-28 18:14:32,581 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 1 day, 6:13:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7275, top5_acc: 0.9550, loss_cls: 1.2868, loss: 1.2868 +2024-07-28 18:14:56,199 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 1 day, 6:12:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.2165, loss: 1.2165 +2024-07-28 18:15:19,811 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 1 day, 6:12:15, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7338, top5_acc: 0.9463, loss_cls: 1.2919, loss: 1.2919 +2024-07-28 18:15:43,424 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 1 day, 6:11:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7256, top5_acc: 0.9481, loss_cls: 1.3079, loss: 1.3079 +2024-07-28 18:16:07,078 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 1 day, 6:11:18, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7344, top5_acc: 0.9381, loss_cls: 1.3362, loss: 1.3362 +2024-07-28 18:16:08,619 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-07-28 18:20:26,799 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 18:20:27,350 - pyskl - INFO - +top1_acc 0.7393 +top5_acc 0.9434 +2024-07-28 18:20:27,354 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_17.pth was removed +2024-07-28 18:20:27,472 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2024-07-28 18:20:27,473 - pyskl - INFO - Best top1_acc is 0.7393 at 18 epoch. +2024-07-28 18:20:27,492 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7393, top5_acc: 0.9434 +2024-07-28 18:21:10,887 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 1 day, 6:13:04, time: 0.434, data_time: 0.198, memory: 6430, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 1.3255, loss: 1.3255 +2024-07-28 18:21:34,566 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 1 day, 6:12:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 1.2153, loss: 1.2153 +2024-07-28 18:21:58,204 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 1 day, 6:12:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 1.2138, loss: 1.2138 +2024-07-28 18:22:21,889 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 1 day, 6:11:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7144, top5_acc: 0.9494, loss_cls: 1.3251, loss: 1.3251 +2024-07-28 18:22:45,584 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 1 day, 6:11:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7325, top5_acc: 0.9513, loss_cls: 1.2933, loss: 1.2933 +2024-07-28 18:23:09,237 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 1 day, 6:10:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 1.2022, loss: 1.2022 +2024-07-28 18:23:32,917 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 1 day, 6:10:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9506, loss_cls: 1.2645, loss: 1.2645 +2024-07-28 18:23:56,597 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 1 day, 6:09:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7350, top5_acc: 0.9456, loss_cls: 1.2759, loss: 1.2759 +2024-07-28 18:24:20,319 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 1 day, 6:09:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7425, top5_acc: 0.9387, loss_cls: 1.2859, loss: 1.2859 +2024-07-28 18:24:44,040 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 1 day, 6:08:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 1.2471, loss: 1.2471 +2024-07-28 18:25:07,650 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 1 day, 6:08:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9381, loss_cls: 1.2449, loss: 1.2449 +2024-07-28 18:25:31,248 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 1 day, 6:07:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7338, top5_acc: 0.9537, loss_cls: 1.2579, loss: 1.2579 +2024-07-28 18:25:54,863 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 1 day, 6:07:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 1.2875, loss: 1.2875 +2024-07-28 18:26:18,493 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 1 day, 6:06:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 1.3153, loss: 1.3153 +2024-07-28 18:26:41,999 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 1 day, 6:06:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7306, top5_acc: 0.9406, loss_cls: 1.2986, loss: 1.2986 +2024-07-28 18:27:05,667 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 1 day, 6:06:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 1.2587, loss: 1.2587 +2024-07-28 18:27:29,400 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 1 day, 6:05:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 1.1798, loss: 1.1798 +2024-07-28 18:27:52,894 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 1 day, 6:05:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7219, top5_acc: 0.9325, loss_cls: 1.3191, loss: 1.3191 +2024-07-28 18:28:16,491 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 1 day, 6:04:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7013, top5_acc: 0.9481, loss_cls: 1.3320, loss: 1.3320 +2024-07-28 18:28:40,177 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 1 day, 6:04:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7344, top5_acc: 0.9544, loss_cls: 1.2831, loss: 1.2831 +2024-07-28 18:29:03,808 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 1 day, 6:03:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7400, top5_acc: 0.9481, loss_cls: 1.2293, loss: 1.2293 +2024-07-28 18:29:27,486 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 1 day, 6:03:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9444, loss_cls: 1.2686, loss: 1.2686 +2024-07-28 18:29:51,169 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 1 day, 6:02:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 1.2714, loss: 1.2714 +2024-07-28 18:30:14,939 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 1 day, 6:02:18, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 1.2510, loss: 1.2510 +2024-07-28 18:30:38,618 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 1 day, 6:01:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7438, top5_acc: 0.9531, loss_cls: 1.2523, loss: 1.2523 +2024-07-28 18:31:02,296 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 1 day, 6:01:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 1.3362, loss: 1.3362 +2024-07-28 18:31:25,926 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 1 day, 6:00:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7206, top5_acc: 0.9444, loss_cls: 1.3180, loss: 1.3180 +2024-07-28 18:31:49,574 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 1 day, 6:00:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.2469, loss: 1.2469 +2024-07-28 18:32:13,257 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 1 day, 5:59:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7369, top5_acc: 0.9556, loss_cls: 1.2423, loss: 1.2423 +2024-07-28 18:32:36,930 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 1 day, 5:59:31, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9375, loss_cls: 1.2836, loss: 1.2836 +2024-07-28 18:33:00,570 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 1 day, 5:59:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 1.2985, loss: 1.2985 +2024-07-28 18:33:24,155 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 1 day, 5:58:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7662, top5_acc: 0.9613, loss_cls: 1.1927, loss: 1.1927 +2024-07-28 18:33:47,808 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 1 day, 5:58:07, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7125, top5_acc: 0.9350, loss_cls: 1.3631, loss: 1.3631 +2024-07-28 18:34:11,468 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 1 day, 5:57:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7219, top5_acc: 0.9437, loss_cls: 1.3363, loss: 1.3363 +2024-07-28 18:34:13,044 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-07-28 18:38:28,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 18:38:28,631 - pyskl - INFO - +top1_acc 0.7194 +top5_acc 0.9359 +2024-07-28 18:38:28,651 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7194, top5_acc: 0.9359 +2024-07-28 18:39:12,333 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 1 day, 5:59:20, time: 0.437, data_time: 0.201, memory: 6430, top1_acc: 0.7344, top5_acc: 0.9400, loss_cls: 1.2754, loss: 1.2754 +2024-07-28 18:39:35,913 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 1 day, 5:58:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.2130, loss: 1.2130 +2024-07-28 18:39:59,556 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 1 day, 5:58:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 1.1744, loss: 1.1744 +2024-07-28 18:40:23,314 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 1 day, 5:57:56, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 1.2607, loss: 1.2607 +2024-07-28 18:40:46,961 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 1 day, 5:57:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 1.2298, loss: 1.2298 +2024-07-28 18:41:10,661 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 1 day, 5:57:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9400, loss_cls: 1.2699, loss: 1.2699 +2024-07-28 18:41:34,350 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 1 day, 5:56:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9425, loss_cls: 1.2384, loss: 1.2384 +2024-07-28 18:41:58,017 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 1 day, 5:56:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 1.2612, loss: 1.2612 +2024-07-28 18:42:21,737 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 1 day, 5:55:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7469, top5_acc: 0.9431, loss_cls: 1.2450, loss: 1.2450 +2024-07-28 18:42:45,454 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 1 day, 5:55:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 1.2198, loss: 1.2198 +2024-07-28 18:43:09,170 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 1 day, 5:54:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7281, top5_acc: 0.9425, loss_cls: 1.3199, loss: 1.3199 +2024-07-28 18:43:32,883 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 1 day, 5:54:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7275, top5_acc: 0.9469, loss_cls: 1.2975, loss: 1.2975 +2024-07-28 18:43:56,618 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 1 day, 5:53:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 1.3148, loss: 1.3148 +2024-07-28 18:44:20,235 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 1 day, 5:53:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7381, top5_acc: 0.9481, loss_cls: 1.2907, loss: 1.2907 +2024-07-28 18:44:43,803 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 1 day, 5:52:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 1.2423, loss: 1.2423 +2024-07-28 18:45:07,481 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 1 day, 5:52:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.2598, loss: 1.2598 +2024-07-28 18:45:31,150 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 1 day, 5:51:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 1.2293, loss: 1.2293 +2024-07-28 18:45:54,821 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 1 day, 5:51:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7312, top5_acc: 0.9513, loss_cls: 1.3058, loss: 1.3058 +2024-07-28 18:46:18,492 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 1 day, 5:51:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7381, top5_acc: 0.9406, loss_cls: 1.2647, loss: 1.2647 +2024-07-28 18:46:42,205 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 1 day, 5:50:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.2390, loss: 1.2390 +2024-07-28 18:47:05,853 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 1 day, 5:50:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7262, top5_acc: 0.9450, loss_cls: 1.3338, loss: 1.3338 +2024-07-28 18:47:29,428 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 1 day, 5:49:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 1.1936, loss: 1.1936 +2024-07-28 18:47:53,027 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 1 day, 5:49:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7231, top5_acc: 0.9437, loss_cls: 1.2903, loss: 1.2903 +2024-07-28 18:48:16,659 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 1 day, 5:48:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.2540, loss: 1.2540 +2024-07-28 18:48:40,264 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 1 day, 5:48:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 1.2946, loss: 1.2946 +2024-07-28 18:49:03,849 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 1 day, 5:47:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7225, top5_acc: 0.9437, loss_cls: 1.2916, loss: 1.2916 +2024-07-28 18:49:27,441 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 1 day, 5:47:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 1.2484, loss: 1.2484 +2024-07-28 18:49:51,154 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 1 day, 5:46:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 1.2775, loss: 1.2775 +2024-07-28 18:50:14,701 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 1 day, 5:46:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7338, top5_acc: 0.9444, loss_cls: 1.2829, loss: 1.2829 +2024-07-28 18:50:38,391 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 1 day, 5:45:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9431, loss_cls: 1.2662, loss: 1.2662 +2024-07-28 18:51:01,954 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 1 day, 5:45:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 1.2401, loss: 1.2401 +2024-07-28 18:51:25,608 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 1 day, 5:44:57, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7206, top5_acc: 0.9463, loss_cls: 1.3033, loss: 1.3033 +2024-07-28 18:51:49,275 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 1 day, 5:44:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7312, top5_acc: 0.9519, loss_cls: 1.2608, loss: 1.2608 +2024-07-28 18:52:12,880 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 1 day, 5:44:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 1.2338, loss: 1.2338 +2024-07-28 18:52:14,434 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-07-28 18:56:33,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 18:56:33,958 - pyskl - INFO - +top1_acc 0.7174 +top5_acc 0.9373 +2024-07-28 18:56:33,982 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7174, top5_acc: 0.9373 +2024-07-28 18:57:17,376 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 1 day, 5:45:33, time: 0.434, data_time: 0.199, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 1.1855, loss: 1.1855 +2024-07-28 18:57:40,877 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 1 day, 5:45:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 1.1607, loss: 1.1607 +2024-07-28 18:58:04,559 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 1 day, 5:44:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 1.2493, loss: 1.2493 +2024-07-28 18:58:28,278 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 1 day, 5:44:09, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7681, top5_acc: 0.9513, loss_cls: 1.1860, loss: 1.1860 +2024-07-28 18:58:52,060 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 1 day, 5:43:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7525, top5_acc: 0.9644, loss_cls: 1.2100, loss: 1.2100 +2024-07-28 18:59:15,777 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 1 day, 5:43:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 1.2250, loss: 1.2250 +2024-07-28 18:59:39,481 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 1 day, 5:42:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 1.2591, loss: 1.2591 +2024-07-28 19:00:03,160 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 1 day, 5:42:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7338, top5_acc: 0.9575, loss_cls: 1.2379, loss: 1.2379 +2024-07-28 19:00:26,770 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 1 day, 5:41:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7400, top5_acc: 0.9563, loss_cls: 1.2527, loss: 1.2527 +2024-07-28 19:00:50,502 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 1 day, 5:41:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 1.2198, loss: 1.2198 +2024-07-28 19:01:14,279 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 1 day, 5:40:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 1.2561, loss: 1.2561 +2024-07-28 19:01:37,829 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 1 day, 5:40:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7444, top5_acc: 0.9581, loss_cls: 1.2244, loss: 1.2244 +2024-07-28 19:02:01,486 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 1 day, 5:40:02, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9487, loss_cls: 1.2364, loss: 1.2364 +2024-07-28 19:02:25,402 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 1 day, 5:39:36, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9444, loss_cls: 1.2915, loss: 1.2915 +2024-07-28 19:02:49,185 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 1 day, 5:39:09, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9613, loss_cls: 1.2089, loss: 1.2089 +2024-07-28 19:03:12,964 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 1 day, 5:38:42, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7419, top5_acc: 0.9600, loss_cls: 1.2247, loss: 1.2247 +2024-07-28 19:03:36,731 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 1 day, 5:38:15, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7375, top5_acc: 0.9375, loss_cls: 1.3011, loss: 1.3011 +2024-07-28 19:04:00,481 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 1 day, 5:37:48, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 1.2432, loss: 1.2432 +2024-07-28 19:04:24,183 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 1 day, 5:37:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7344, top5_acc: 0.9375, loss_cls: 1.3172, loss: 1.3172 +2024-07-28 19:04:47,906 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 1 day, 5:36:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7381, top5_acc: 0.9525, loss_cls: 1.2816, loss: 1.2816 +2024-07-28 19:05:11,514 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 1 day, 5:36:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9563, loss_cls: 1.1937, loss: 1.1937 +2024-07-28 19:05:35,167 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 1 day, 5:35:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 1.2603, loss: 1.2603 +2024-07-28 19:05:58,759 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 1 day, 5:35:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7256, top5_acc: 0.9413, loss_cls: 1.3127, loss: 1.3127 +2024-07-28 19:06:22,590 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 1 day, 5:35:04, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 1.2454, loss: 1.2454 +2024-07-28 19:06:46,322 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 1 day, 5:34:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 1.2403, loss: 1.2403 +2024-07-28 19:07:09,972 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 1 day, 5:34:09, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9619, loss_cls: 1.1980, loss: 1.1980 +2024-07-28 19:07:33,617 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 1 day, 5:33:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7469, top5_acc: 0.9406, loss_cls: 1.2581, loss: 1.2581 +2024-07-28 19:07:57,294 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 1 day, 5:33:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.2663, loss: 1.2663 +2024-07-28 19:08:20,863 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 1 day, 5:32:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7525, top5_acc: 0.9437, loss_cls: 1.2688, loss: 1.2688 +2024-07-28 19:08:44,421 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 1 day, 5:32:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7119, top5_acc: 0.9450, loss_cls: 1.3266, loss: 1.3266 +2024-07-28 19:09:08,023 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 1 day, 5:31:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9387, loss_cls: 1.3122, loss: 1.3122 +2024-07-28 19:09:31,707 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 1 day, 5:31:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7381, top5_acc: 0.9394, loss_cls: 1.2814, loss: 1.2814 +2024-07-28 19:09:55,358 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 1 day, 5:30:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7275, top5_acc: 0.9469, loss_cls: 1.2887, loss: 1.2887 +2024-07-28 19:10:18,954 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 1 day, 5:30:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.2277, loss: 1.2277 +2024-07-28 19:10:20,522 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-07-28 19:14:35,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 19:14:36,098 - pyskl - INFO - +top1_acc 0.7242 +top5_acc 0.9430 +2024-07-28 19:14:36,115 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7242, top5_acc: 0.9430 +2024-07-28 19:15:19,376 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 1 day, 5:31:52, time: 0.433, data_time: 0.197, memory: 6430, top1_acc: 0.7706, top5_acc: 0.9513, loss_cls: 1.1909, loss: 1.1909 +2024-07-28 19:15:42,894 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 1 day, 5:31:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7588, top5_acc: 0.9400, loss_cls: 1.2339, loss: 1.2339 +2024-07-28 19:16:06,500 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 1 day, 5:30:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.2131, loss: 1.2131 +2024-07-28 19:16:30,127 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 1 day, 5:30:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 1.2278, loss: 1.2278 +2024-07-28 19:16:53,777 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 1 day, 5:30:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9481, loss_cls: 1.2389, loss: 1.2389 +2024-07-28 19:17:17,482 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 1 day, 5:29:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7412, top5_acc: 0.9519, loss_cls: 1.2212, loss: 1.2212 +2024-07-28 19:17:41,069 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 1 day, 5:29:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7438, top5_acc: 0.9525, loss_cls: 1.2302, loss: 1.2302 +2024-07-28 19:18:04,668 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 1 day, 5:28:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9406, loss_cls: 1.2696, loss: 1.2696 +2024-07-28 19:18:28,430 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 1 day, 5:28:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9413, loss_cls: 1.2528, loss: 1.2528 +2024-07-28 19:18:52,314 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 1 day, 5:27:44, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7562, top5_acc: 0.9475, loss_cls: 1.2410, loss: 1.2410 +2024-07-28 19:19:15,956 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 1 day, 5:27:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 1.2192, loss: 1.2192 +2024-07-28 19:19:39,553 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 1 day, 5:26:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 1.1790, loss: 1.1790 +2024-07-28 19:20:03,231 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 1 day, 5:26:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 1.3351, loss: 1.3351 +2024-07-28 19:20:27,004 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 1 day, 5:25:54, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 1.1856, loss: 1.1856 +2024-07-28 19:20:50,751 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 1 day, 5:25:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 1.2208, loss: 1.2208 +2024-07-28 19:21:14,439 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 1 day, 5:25:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9600, loss_cls: 1.2007, loss: 1.2007 +2024-07-28 19:21:38,050 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 1 day, 5:24:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 1.1924, loss: 1.1924 +2024-07-28 19:22:01,709 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 1 day, 5:24:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 1.2596, loss: 1.2596 +2024-07-28 19:22:25,356 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 1 day, 5:23:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7388, top5_acc: 0.9556, loss_cls: 1.2066, loss: 1.2066 +2024-07-28 19:22:48,966 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 1 day, 5:23:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 1.2692, loss: 1.2692 +2024-07-28 19:23:12,636 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 1 day, 5:22:43, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7425, top5_acc: 0.9469, loss_cls: 1.2766, loss: 1.2766 +2024-07-28 19:23:36,362 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 1 day, 5:22:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7450, top5_acc: 0.9569, loss_cls: 1.2422, loss: 1.2422 +2024-07-28 19:24:00,058 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 1 day, 5:21:49, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7362, top5_acc: 0.9519, loss_cls: 1.2488, loss: 1.2488 +2024-07-28 19:24:23,688 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 1 day, 5:21:21, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 1.2526, loss: 1.2526 +2024-07-28 19:24:47,261 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 1 day, 5:20:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7388, top5_acc: 0.9519, loss_cls: 1.2263, loss: 1.2263 +2024-07-28 19:25:10,863 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 1 day, 5:20:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7369, top5_acc: 0.9500, loss_cls: 1.2775, loss: 1.2775 +2024-07-28 19:25:34,487 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 1 day, 5:19:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9325, loss_cls: 1.2630, loss: 1.2630 +2024-07-28 19:25:58,113 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 1 day, 5:19:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7562, top5_acc: 0.9469, loss_cls: 1.2151, loss: 1.2151 +2024-07-28 19:26:21,759 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 1 day, 5:19:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7562, top5_acc: 0.9587, loss_cls: 1.1726, loss: 1.1726 +2024-07-28 19:26:45,385 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 1 day, 5:18:36, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7500, top5_acc: 0.9525, loss_cls: 1.2153, loss: 1.2153 +2024-07-28 19:27:08,973 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 1 day, 5:18:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 1.1812, loss: 1.1812 +2024-07-28 19:27:32,571 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 1 day, 5:17:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9437, loss_cls: 1.2555, loss: 1.2555 +2024-07-28 19:27:56,213 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 1 day, 5:17:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 1.2086, loss: 1.2086 +2024-07-28 19:28:19,805 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 1 day, 5:16:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7412, top5_acc: 0.9569, loss_cls: 1.2682, loss: 1.2682 +2024-07-28 19:28:21,366 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-07-28 19:32:36,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 19:32:36,657 - pyskl - INFO - +top1_acc 0.7126 +top5_acc 0.9391 +2024-07-28 19:32:36,674 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7126, top5_acc: 0.9391 +2024-07-28 19:33:20,171 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 1 day, 5:18:05, time: 0.435, data_time: 0.199, memory: 6430, top1_acc: 0.7575, top5_acc: 0.9600, loss_cls: 1.1775, loss: 1.1775 +2024-07-28 19:33:43,713 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 1 day, 5:17:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 1.1243, loss: 1.1243 +2024-07-28 19:34:07,264 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 1 day, 5:17:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 1.1373, loss: 1.1373 +2024-07-28 19:34:30,785 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 1 day, 5:16:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7738, top5_acc: 0.9531, loss_cls: 1.1896, loss: 1.1896 +2024-07-28 19:34:54,491 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 1 day, 5:16:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7419, top5_acc: 0.9550, loss_cls: 1.2376, loss: 1.2376 +2024-07-28 19:35:18,044 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 1 day, 5:15:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9537, loss_cls: 1.2261, loss: 1.2261 +2024-07-28 19:35:41,610 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 1 day, 5:15:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 1.1380, loss: 1.1380 +2024-07-28 19:36:05,212 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 1 day, 5:14:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7544, top5_acc: 0.9613, loss_cls: 1.1992, loss: 1.1992 +2024-07-28 19:36:28,806 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 1 day, 5:14:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7550, top5_acc: 0.9500, loss_cls: 1.2129, loss: 1.2129 +2024-07-28 19:36:52,464 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 1 day, 5:13:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 1.2401, loss: 1.2401 +2024-07-28 19:37:16,057 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 1 day, 5:13:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7319, top5_acc: 0.9513, loss_cls: 1.2243, loss: 1.2243 +2024-07-28 19:37:39,704 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 1 day, 5:13:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7475, top5_acc: 0.9531, loss_cls: 1.2415, loss: 1.2415 +2024-07-28 19:38:03,372 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 1 day, 5:12:33, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 1.2524, loss: 1.2524 +2024-07-28 19:38:26,997 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 1 day, 5:12:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 1.2625, loss: 1.2625 +2024-07-28 19:38:50,745 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 1 day, 5:11:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7475, top5_acc: 0.9456, loss_cls: 1.2313, loss: 1.2313 +2024-07-28 19:39:14,332 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 1 day, 5:11:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.3849, loss: 1.3849 +2024-07-28 19:39:37,987 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 1 day, 5:10:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7481, top5_acc: 0.9437, loss_cls: 1.2538, loss: 1.2538 +2024-07-28 19:40:01,707 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 1 day, 5:10:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 1.2218, loss: 1.2218 +2024-07-28 19:40:25,357 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 1 day, 5:09:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 1.1786, loss: 1.1786 +2024-07-28 19:40:49,035 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 1 day, 5:09:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7412, top5_acc: 0.9450, loss_cls: 1.2699, loss: 1.2699 +2024-07-28 19:41:12,659 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 1 day, 5:08:55, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 1.1887, loss: 1.1887 +2024-07-28 19:41:36,377 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 1 day, 5:08:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7231, top5_acc: 0.9463, loss_cls: 1.3106, loss: 1.3106 +2024-07-28 19:42:00,001 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 1 day, 5:08:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 1.2271, loss: 1.2271 +2024-07-28 19:42:23,666 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 1 day, 5:07:34, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7281, top5_acc: 0.9469, loss_cls: 1.2927, loss: 1.2927 +2024-07-28 19:42:47,357 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 1 day, 5:07:07, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 1.2564, loss: 1.2564 +2024-07-28 19:43:10,888 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 1 day, 5:06:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7375, top5_acc: 0.9519, loss_cls: 1.2596, loss: 1.2596 +2024-07-28 19:43:34,472 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 1 day, 5:06:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.2232, loss: 1.2232 +2024-07-28 19:43:58,082 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 1 day, 5:05:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 1.2822, loss: 1.2822 +2024-07-28 19:44:21,771 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 1 day, 5:05:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7600, top5_acc: 0.9531, loss_cls: 1.1864, loss: 1.1864 +2024-07-28 19:44:45,407 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 1 day, 5:04:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9587, loss_cls: 1.1989, loss: 1.1989 +2024-07-28 19:45:09,010 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 1 day, 5:04:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 1.2917, loss: 1.2917 +2024-07-28 19:45:32,446 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 1 day, 5:03:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 1.1848, loss: 1.1848 +2024-07-28 19:45:56,125 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 1 day, 5:03:27, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 1.1799, loss: 1.1799 +2024-07-28 19:46:19,899 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 1 day, 5:03:00, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 1.2477, loss: 1.2477 +2024-07-28 19:46:21,497 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-07-28 19:50:35,990 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 19:50:36,533 - pyskl - INFO - +top1_acc 0.7127 +top5_acc 0.9330 +2024-07-28 19:50:36,551 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7127, top5_acc: 0.9330 +2024-07-28 19:51:19,639 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 1 day, 5:04:13, time: 0.431, data_time: 0.195, memory: 6430, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 1.1305, loss: 1.1305 +2024-07-28 19:51:43,201 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 1 day, 5:03:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 1.2088, loss: 1.2088 +2024-07-28 19:52:06,822 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 1 day, 5:03:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 1.1955, loss: 1.1955 +2024-07-28 19:52:30,518 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 1 day, 5:02:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9531, loss_cls: 1.2294, loss: 1.2294 +2024-07-28 19:52:54,181 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 1 day, 5:02:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9487, loss_cls: 1.2198, loss: 1.2198 +2024-07-28 19:53:17,859 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 1 day, 5:01:56, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 1.2050, loss: 1.2050 +2024-07-28 19:53:41,455 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 1 day, 5:01:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9537, loss_cls: 1.2266, loss: 1.2266 +2024-07-28 19:54:05,007 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 1 day, 5:01:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 1.2040, loss: 1.2040 +2024-07-28 19:54:28,546 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 1 day, 5:00:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7519, top5_acc: 0.9587, loss_cls: 1.2219, loss: 1.2219 +2024-07-28 19:54:52,126 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 1 day, 5:00:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.2159, loss: 1.2159 +2024-07-28 19:55:15,730 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 1 day, 4:59:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7400, top5_acc: 0.9437, loss_cls: 1.2636, loss: 1.2636 +2024-07-28 19:55:39,334 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 1 day, 4:59:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 1.2303, loss: 1.2303 +2024-07-28 19:56:02,945 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 1 day, 4:58:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 1.2562, loss: 1.2562 +2024-07-28 19:56:26,462 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 1 day, 4:58:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7300, top5_acc: 0.9525, loss_cls: 1.2845, loss: 1.2845 +2024-07-28 19:56:50,031 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 1 day, 4:57:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.2331, loss: 1.2331 +2024-07-28 19:57:13,610 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 1 day, 4:57:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 1.2543, loss: 1.2543 +2024-07-28 19:57:37,351 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 1 day, 4:56:54, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9637, loss_cls: 1.1847, loss: 1.1847 +2024-07-28 19:58:01,040 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 1 day, 4:56:27, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 1.2147, loss: 1.2147 +2024-07-28 19:58:24,718 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 1 day, 4:56:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 1.1880, loss: 1.1880 +2024-07-28 19:58:48,338 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 1 day, 4:55:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7644, top5_acc: 0.9494, loss_cls: 1.1965, loss: 1.1965 +2024-07-28 19:59:12,017 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 1 day, 4:55:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7450, top5_acc: 0.9544, loss_cls: 1.2674, loss: 1.2674 +2024-07-28 19:59:35,694 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 1 day, 4:54:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9581, loss_cls: 1.1735, loss: 1.1735 +2024-07-28 19:59:59,382 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 1 day, 4:54:12, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9550, loss_cls: 1.2337, loss: 1.2337 +2024-07-28 20:00:23,052 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 1 day, 4:53:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7569, top5_acc: 0.9456, loss_cls: 1.2513, loss: 1.2513 +2024-07-28 20:00:46,741 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 1 day, 4:53:18, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7356, top5_acc: 0.9569, loss_cls: 1.2618, loss: 1.2618 +2024-07-28 20:01:10,376 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 1 day, 4:52:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 1.2584, loss: 1.2584 +2024-07-28 20:01:34,073 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 1 day, 4:52:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7638, top5_acc: 0.9519, loss_cls: 1.2085, loss: 1.2085 +2024-07-28 20:01:57,719 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 1 day, 4:51:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7394, top5_acc: 0.9563, loss_cls: 1.2737, loss: 1.2737 +2024-07-28 20:02:21,393 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 1 day, 4:51:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 1.2210, loss: 1.2210 +2024-07-28 20:02:45,074 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 1 day, 4:51:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.1813, loss: 1.1813 +2024-07-28 20:03:08,760 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 1 day, 4:50:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 1.2336, loss: 1.2336 +2024-07-28 20:03:32,654 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 1 day, 4:50:11, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7525, top5_acc: 0.9519, loss_cls: 1.2525, loss: 1.2525 +2024-07-28 20:03:56,300 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 1 day, 4:49:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 1.2340, loss: 1.2340 +2024-07-28 20:04:19,911 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 1 day, 4:49:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7412, top5_acc: 0.9381, loss_cls: 1.2897, loss: 1.2897 +2024-07-28 20:04:21,523 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-07-28 20:08:36,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 20:08:36,920 - pyskl - INFO - +top1_acc 0.7307 +top5_acc 0.9410 +2024-07-28 20:08:36,938 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7307, top5_acc: 0.9410 +2024-07-28 20:09:20,046 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 1 day, 4:50:24, time: 0.431, data_time: 0.196, memory: 6430, top1_acc: 0.7256, top5_acc: 0.9475, loss_cls: 1.2633, loss: 1.2633 +2024-07-28 20:09:43,613 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 1 day, 4:49:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7688, top5_acc: 0.9500, loss_cls: 1.1988, loss: 1.1988 +2024-07-28 20:10:07,198 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 1 day, 4:49:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 1.1683, loss: 1.1683 +2024-07-28 20:10:30,847 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 1 day, 4:49:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 1.1648, loss: 1.1648 +2024-07-28 20:10:54,536 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 1 day, 4:48:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 1.1606, loss: 1.1606 +2024-07-28 20:11:18,253 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 1 day, 4:48:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 1.2202, loss: 1.2202 +2024-07-28 20:11:41,816 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 1 day, 4:47:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 1.1321, loss: 1.1321 +2024-07-28 20:12:05,421 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 1 day, 4:47:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 1.1648, loss: 1.1648 +2024-07-28 20:12:29,043 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 1 day, 4:46:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 1.1532, loss: 1.1532 +2024-07-28 20:12:52,603 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 1 day, 4:46:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7431, top5_acc: 0.9525, loss_cls: 1.2351, loss: 1.2351 +2024-07-28 20:13:16,239 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 1 day, 4:45:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 1.1597, loss: 1.1597 +2024-07-28 20:13:40,105 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 1 day, 4:45:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7375, top5_acc: 0.9500, loss_cls: 1.2028, loss: 1.2028 +2024-07-28 20:14:03,817 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 1 day, 4:44:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 1.2244, loss: 1.2244 +2024-07-28 20:14:27,541 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 1 day, 4:44:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7344, top5_acc: 0.9569, loss_cls: 1.2431, loss: 1.2431 +2024-07-28 20:14:51,237 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 1 day, 4:44:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7444, top5_acc: 0.9413, loss_cls: 1.2558, loss: 1.2558 +2024-07-28 20:15:14,982 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 1 day, 4:43:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7388, top5_acc: 0.9519, loss_cls: 1.2588, loss: 1.2588 +2024-07-28 20:15:38,613 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 1 day, 4:43:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7638, top5_acc: 0.9406, loss_cls: 1.2440, loss: 1.2440 +2024-07-28 20:16:02,390 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 1 day, 4:42:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7438, top5_acc: 0.9437, loss_cls: 1.2622, loss: 1.2622 +2024-07-28 20:16:25,935 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 1 day, 4:42:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 1.1429, loss: 1.1429 +2024-07-28 20:16:49,540 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 1 day, 4:41:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7675, top5_acc: 0.9500, loss_cls: 1.1631, loss: 1.1631 +2024-07-28 20:17:13,230 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 1 day, 4:41:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9563, loss_cls: 1.1921, loss: 1.1921 +2024-07-28 20:17:36,924 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 1 day, 4:40:57, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 1.3020, loss: 1.3020 +2024-07-28 20:18:00,357 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 1 day, 4:40:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 1.2215, loss: 1.2215 +2024-07-28 20:18:23,962 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 1 day, 4:40:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.2097, loss: 1.2097 +2024-07-28 20:18:47,527 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 1 day, 4:39:35, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7475, top5_acc: 0.9575, loss_cls: 1.2187, loss: 1.2187 +2024-07-28 20:19:11,069 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 1 day, 4:39:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9525, loss_cls: 1.2182, loss: 1.2182 +2024-07-28 20:19:34,729 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 1 day, 4:38:40, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 1.1233, loss: 1.1233 +2024-07-28 20:19:58,349 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 1 day, 4:38:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 1.1767, loss: 1.1767 +2024-07-28 20:20:21,977 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 1 day, 4:37:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 1.2306, loss: 1.2306 +2024-07-28 20:20:45,602 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 1 day, 4:37:19, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7356, top5_acc: 0.9525, loss_cls: 1.2582, loss: 1.2582 +2024-07-28 20:21:09,246 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 1 day, 4:36:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.2100, loss: 1.2100 +2024-07-28 20:21:32,863 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 1 day, 4:36:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9419, loss_cls: 1.2704, loss: 1.2704 +2024-07-28 20:21:56,458 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 1 day, 4:35:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7500, top5_acc: 0.9500, loss_cls: 1.2158, loss: 1.2158 +2024-07-28 20:22:20,016 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 1 day, 4:35:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7612, top5_acc: 0.9431, loss_cls: 1.2063, loss: 1.2063 +2024-07-28 20:22:21,566 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-07-28 20:26:39,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 20:26:40,151 - pyskl - INFO - +top1_acc 0.7290 +top5_acc 0.9357 +2024-07-28 20:26:40,170 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7290, top5_acc: 0.9357 +2024-07-28 20:27:23,287 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 1 day, 4:36:34, time: 0.431, data_time: 0.196, memory: 6430, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 1.2095, loss: 1.2095 +2024-07-28 20:27:46,849 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 1 day, 4:36:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 1.1291, loss: 1.1291 +2024-07-28 20:28:10,380 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 1 day, 4:35:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 1.1690, loss: 1.1690 +2024-07-28 20:28:33,897 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 1 day, 4:35:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 1.1323, loss: 1.1323 +2024-07-28 20:28:57,618 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 1 day, 4:34:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7338, top5_acc: 0.9550, loss_cls: 1.2140, loss: 1.2140 +2024-07-28 20:29:21,098 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 1 day, 4:34:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 1.2070, loss: 1.2070 +2024-07-28 20:29:44,832 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 1 day, 4:33:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 1.2860, loss: 1.2860 +2024-07-28 20:30:08,556 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 1 day, 4:33:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 1.1614, loss: 1.1614 +2024-07-28 20:30:32,015 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 1 day, 4:32:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 1.1712, loss: 1.1712 +2024-07-28 20:30:55,599 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 1 day, 4:32:29, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9425, loss_cls: 1.1804, loss: 1.1804 +2024-07-28 20:31:19,183 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 1 day, 4:32:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 1.1770, loss: 1.1770 +2024-07-28 20:31:42,769 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 1 day, 4:31:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7694, top5_acc: 0.9506, loss_cls: 1.1813, loss: 1.1813 +2024-07-28 20:32:06,324 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 1 day, 4:31:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7456, top5_acc: 0.9587, loss_cls: 1.2418, loss: 1.2418 +2024-07-28 20:32:29,936 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 1 day, 4:30:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 1.1968, loss: 1.1968 +2024-07-28 20:32:53,590 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 1 day, 4:30:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 1.1653, loss: 1.1653 +2024-07-28 20:33:17,074 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 1 day, 4:29:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7425, top5_acc: 0.9600, loss_cls: 1.2154, loss: 1.2154 +2024-07-28 20:33:40,786 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 1 day, 4:29:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7419, top5_acc: 0.9375, loss_cls: 1.2382, loss: 1.2382 +2024-07-28 20:34:04,323 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 1 day, 4:28:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 1.3472, loss: 1.3472 +2024-07-28 20:34:27,960 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 1 day, 4:28:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 1.1786, loss: 1.1786 +2024-07-28 20:34:51,783 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 1 day, 4:27:59, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 1.1883, loss: 1.1883 +2024-07-28 20:35:15,500 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 1 day, 4:27:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 1.2341, loss: 1.2341 +2024-07-28 20:35:39,119 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 1 day, 4:27:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7431, top5_acc: 0.9437, loss_cls: 1.2361, loss: 1.2361 +2024-07-28 20:36:02,672 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 1 day, 4:26:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7756, top5_acc: 0.9506, loss_cls: 1.1447, loss: 1.1447 +2024-07-28 20:36:26,306 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 1 day, 4:26:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.2444, loss: 1.2444 +2024-07-28 20:36:49,884 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 1 day, 4:25:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.1572, loss: 1.1572 +2024-07-28 20:37:13,526 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 1 day, 4:25:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7294, top5_acc: 0.9481, loss_cls: 1.2777, loss: 1.2777 +2024-07-28 20:37:37,210 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 1 day, 4:24:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 1.2091, loss: 1.2091 +2024-07-28 20:38:00,840 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 1 day, 4:24:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 1.2098, loss: 1.2098 +2024-07-28 20:38:24,507 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 1 day, 4:23:57, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 1.1883, loss: 1.1883 +2024-07-28 20:38:48,279 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 1 day, 4:23:31, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9469, loss_cls: 1.2433, loss: 1.2433 +2024-07-28 20:39:11,962 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 1 day, 4:23:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7412, top5_acc: 0.9431, loss_cls: 1.2980, loss: 1.2980 +2024-07-28 20:39:35,646 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 1 day, 4:22:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.2758, loss: 1.2758 +2024-07-28 20:39:59,216 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 1 day, 4:22:10, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.2124, loss: 1.2124 +2024-07-28 20:40:22,857 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 1 day, 4:21:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7706, top5_acc: 0.9481, loss_cls: 1.1887, loss: 1.1887 +2024-07-28 20:40:24,430 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-07-28 20:44:39,620 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 20:44:40,177 - pyskl - INFO - +top1_acc 0.7160 +top5_acc 0.9370 +2024-07-28 20:44:40,197 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7160, top5_acc: 0.9370 +2024-07-28 20:45:23,819 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 1 day, 4:22:45, time: 0.436, data_time: 0.199, memory: 6430, top1_acc: 0.7575, top5_acc: 0.9525, loss_cls: 1.1760, loss: 1.1760 +2024-07-28 20:45:47,452 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 1 day, 4:22:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 1.1238, loss: 1.1238 +2024-07-28 20:46:11,025 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 1 day, 4:21:51, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 1.1691, loss: 1.1691 +2024-07-28 20:46:34,645 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 1 day, 4:21:24, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 1.1361, loss: 1.1361 +2024-07-28 20:46:58,277 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 1 day, 4:20:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 1.1791, loss: 1.1791 +2024-07-28 20:47:21,897 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 1 day, 4:20:30, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 1.0823, loss: 1.0823 +2024-07-28 20:47:45,600 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 1 day, 4:20:04, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7594, top5_acc: 0.9575, loss_cls: 1.2059, loss: 1.2059 +2024-07-28 20:48:09,306 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 1 day, 4:19:37, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7288, top5_acc: 0.9400, loss_cls: 1.2842, loss: 1.2842 +2024-07-28 20:48:32,977 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 1 day, 4:19:10, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 1.1784, loss: 1.1784 +2024-07-28 20:48:56,690 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 1 day, 4:18:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.2460, loss: 1.2460 +2024-07-28 20:49:20,378 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 1 day, 4:18:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.1764, loss: 1.1764 +2024-07-28 20:49:44,070 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 1 day, 4:17:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 1.1158, loss: 1.1158 +2024-07-28 20:50:07,748 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 1 day, 4:17:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7562, top5_acc: 0.9569, loss_cls: 1.1994, loss: 1.1994 +2024-07-28 20:50:31,543 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 1 day, 4:16:58, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.1764, loss: 1.1764 +2024-07-28 20:50:55,249 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 1 day, 4:16:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 1.2415, loss: 1.2415 +2024-07-28 20:51:18,999 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 1 day, 4:16:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 1.2197, loss: 1.2197 +2024-07-28 20:51:42,899 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 1 day, 4:15:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9519, loss_cls: 1.2013, loss: 1.2013 +2024-07-28 20:52:06,643 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 1 day, 4:15:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7581, top5_acc: 0.9575, loss_cls: 1.1946, loss: 1.1946 +2024-07-28 20:52:30,415 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 1 day, 4:14:47, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9381, loss_cls: 1.2576, loss: 1.2576 +2024-07-28 20:52:54,098 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 1 day, 4:14:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7844, top5_acc: 0.9675, loss_cls: 1.0837, loss: 1.0837 +2024-07-28 20:53:17,696 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 1 day, 4:13:54, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7350, top5_acc: 0.9481, loss_cls: 1.2521, loss: 1.2521 +2024-07-28 20:53:41,331 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 1 day, 4:13:27, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 1.1769, loss: 1.1769 +2024-07-28 20:54:04,931 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 1 day, 4:13:00, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7238, top5_acc: 0.9387, loss_cls: 1.3434, loss: 1.3434 +2024-07-28 20:54:28,517 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 1 day, 4:12:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9444, loss_cls: 1.2262, loss: 1.2262 +2024-07-28 20:54:52,200 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 1 day, 4:12:07, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9513, loss_cls: 1.2249, loss: 1.2249 +2024-07-28 20:55:15,841 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 1 day, 4:11:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9556, loss_cls: 1.2117, loss: 1.2117 +2024-07-28 20:55:39,497 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 1 day, 4:11:13, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7638, top5_acc: 0.9625, loss_cls: 1.1834, loss: 1.1834 +2024-07-28 20:56:03,160 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 1 day, 4:10:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7438, top5_acc: 0.9556, loss_cls: 1.2127, loss: 1.2127 +2024-07-28 20:56:26,810 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 1 day, 4:10:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7800, top5_acc: 0.9525, loss_cls: 1.1402, loss: 1.1402 +2024-07-28 20:56:50,407 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 1 day, 4:09:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 1.2766, loss: 1.2766 +2024-07-28 20:57:14,019 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 1 day, 4:09:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 1.2073, loss: 1.2073 +2024-07-28 20:57:37,609 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 1 day, 4:08:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 1.1556, loss: 1.1556 +2024-07-28 20:58:01,204 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 1 day, 4:08:33, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7319, top5_acc: 0.9544, loss_cls: 1.2502, loss: 1.2502 +2024-07-28 20:58:24,709 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 1 day, 4:08:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7606, top5_acc: 0.9481, loss_cls: 1.2108, loss: 1.2108 +2024-07-28 20:58:26,295 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-07-28 21:02:40,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 21:02:41,165 - pyskl - INFO - +top1_acc 0.7407 +top5_acc 0.9442 +2024-07-28 21:02:41,168 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_18.pth was removed +2024-07-28 21:02:41,283 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2024-07-28 21:02:41,284 - pyskl - INFO - Best top1_acc is 0.7407 at 27 epoch. +2024-07-28 21:02:41,301 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7407, top5_acc: 0.9442 +2024-07-28 21:03:24,165 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 1 day, 4:08:59, time: 0.429, data_time: 0.195, memory: 6430, top1_acc: 0.7550, top5_acc: 0.9575, loss_cls: 1.1980, loss: 1.1980 +2024-07-28 21:03:47,626 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 1 day, 4:08:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 1.2010, loss: 1.2010 +2024-07-28 21:04:11,272 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 1 day, 4:08:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 1.2102, loss: 1.2102 +2024-07-28 21:04:34,903 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 1 day, 4:07:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7750, top5_acc: 0.9525, loss_cls: 1.1382, loss: 1.1382 +2024-07-28 21:04:58,537 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 1 day, 4:07:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7600, top5_acc: 0.9513, loss_cls: 1.1836, loss: 1.1836 +2024-07-28 21:05:22,245 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 1 day, 4:06:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 1.1961, loss: 1.1961 +2024-07-28 21:05:45,988 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 1 day, 4:06:19, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.1823, loss: 1.1823 +2024-07-28 21:06:09,610 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 1 day, 4:05:52, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7612, top5_acc: 0.9469, loss_cls: 1.1968, loss: 1.1968 +2024-07-28 21:06:33,154 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 1 day, 4:05:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 1.1330, loss: 1.1330 +2024-07-28 21:06:56,885 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 1 day, 4:04:58, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 1.2293, loss: 1.2293 +2024-07-28 21:07:20,502 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 1 day, 4:04:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 1.1384, loss: 1.1384 +2024-07-28 21:07:44,062 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 1 day, 4:04:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7375, top5_acc: 0.9563, loss_cls: 1.2733, loss: 1.2733 +2024-07-28 21:08:07,650 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 1 day, 4:03:38, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7356, top5_acc: 0.9469, loss_cls: 1.2496, loss: 1.2496 +2024-07-28 21:08:31,359 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 1 day, 4:03:11, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 1.1898, loss: 1.1898 +2024-07-28 21:08:54,983 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 1 day, 4:02:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9606, loss_cls: 1.1542, loss: 1.1542 +2024-07-28 21:09:18,546 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 1 day, 4:02:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 1.1917, loss: 1.1917 +2024-07-28 21:09:42,241 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 1 day, 4:01:51, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.1866, loss: 1.1866 +2024-07-28 21:10:05,955 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 1 day, 4:01:25, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 1.1994, loss: 1.1994 +2024-07-28 21:10:29,539 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 1 day, 4:00:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7706, top5_acc: 0.9500, loss_cls: 1.1415, loss: 1.1415 +2024-07-28 21:10:53,102 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 1 day, 4:00:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9569, loss_cls: 1.1974, loss: 1.1974 +2024-07-28 21:11:16,702 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 1 day, 4:00:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 1.1845, loss: 1.1845 +2024-07-28 21:11:40,394 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 1 day, 3:59:38, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.1874, loss: 1.1874 +2024-07-28 21:12:04,011 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 1 day, 3:59:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 1.1357, loss: 1.1357 +2024-07-28 21:12:27,745 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 1 day, 3:58:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9587, loss_cls: 1.1854, loss: 1.1854 +2024-07-28 21:12:51,370 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 1 day, 3:58:18, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.2210, loss: 1.2210 +2024-07-28 21:13:15,026 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 1 day, 3:57:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9556, loss_cls: 1.2155, loss: 1.2155 +2024-07-28 21:13:38,633 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 1 day, 3:57:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 1.1699, loss: 1.1699 +2024-07-28 21:14:02,230 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 1 day, 3:56:58, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 1.2210, loss: 1.2210 +2024-07-28 21:14:25,956 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 1 day, 3:56:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 1.1132, loss: 1.1132 +2024-07-28 21:14:49,701 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 1 day, 3:56:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 1.2384, loss: 1.2384 +2024-07-28 21:15:13,401 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 1 day, 3:55:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7544, top5_acc: 0.9600, loss_cls: 1.1915, loss: 1.1915 +2024-07-28 21:15:37,049 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 1 day, 3:55:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7300, top5_acc: 0.9444, loss_cls: 1.3112, loss: 1.3112 +2024-07-28 21:16:00,665 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 1 day, 3:54:46, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 1.2341, loss: 1.2341 +2024-07-28 21:16:24,341 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 1 day, 3:54:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7769, top5_acc: 0.9500, loss_cls: 1.1709, loss: 1.1709 +2024-07-28 21:16:25,903 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-07-28 21:20:44,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 21:20:44,799 - pyskl - INFO - +top1_acc 0.7292 +top5_acc 0.9393 +2024-07-28 21:20:44,819 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7292, top5_acc: 0.9393 +2024-07-28 21:21:27,907 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 1 day, 3:55:11, time: 0.431, data_time: 0.194, memory: 6430, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 1.1311, loss: 1.1311 +2024-07-28 21:21:51,645 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 1 day, 3:54:45, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 1.1576, loss: 1.1576 +2024-07-28 21:22:15,502 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 1 day, 3:54:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 1.2036, loss: 1.2036 +2024-07-28 21:22:39,169 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 1 day, 3:53:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 1.2145, loss: 1.2145 +2024-07-28 21:23:02,930 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 1 day, 3:53:27, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7650, top5_acc: 0.9437, loss_cls: 1.2039, loss: 1.2039 +2024-07-28 21:23:26,750 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 1 day, 3:53:01, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 1.1470, loss: 1.1470 +2024-07-28 21:23:50,452 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 1 day, 3:52:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 1.1660, loss: 1.1660 +2024-07-28 21:24:14,146 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 1 day, 3:52:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 1.1410, loss: 1.1410 +2024-07-28 21:24:37,856 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 1 day, 3:51:42, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 1.1642, loss: 1.1642 +2024-07-28 21:25:01,584 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 1 day, 3:51:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 1.1722, loss: 1.1722 +2024-07-28 21:25:25,354 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 1 day, 3:50:50, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 1.2447, loss: 1.2447 +2024-07-28 21:25:49,065 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 1 day, 3:50:24, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 1.1928, loss: 1.1928 +2024-07-28 21:26:12,829 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 1 day, 3:49:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 1.1605, loss: 1.1605 +2024-07-28 21:26:36,571 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 1 day, 3:49:31, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.2931, loss: 1.2931 +2024-07-28 21:27:00,398 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 1 day, 3:49:06, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 1.2112, loss: 1.2112 +2024-07-28 21:27:24,140 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 1 day, 3:48:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 1.1927, loss: 1.1927 +2024-07-28 21:27:47,900 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 1 day, 3:48:13, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.1549, loss: 1.1549 +2024-07-28 21:28:11,637 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 1 day, 3:47:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 1.1790, loss: 1.1790 +2024-07-28 21:28:35,366 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 1 day, 3:47:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 1.2267, loss: 1.2267 +2024-07-28 21:28:59,093 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 1 day, 3:46:55, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7375, top5_acc: 0.9444, loss_cls: 1.2409, loss: 1.2409 +2024-07-28 21:29:22,841 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 1 day, 3:46:29, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7544, top5_acc: 0.9513, loss_cls: 1.1949, loss: 1.1949 +2024-07-28 21:29:46,552 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 1 day, 3:46:03, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 1.1935, loss: 1.1935 +2024-07-28 21:30:10,290 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 1 day, 3:45:36, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 1.1761, loss: 1.1761 +2024-07-28 21:30:34,052 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 1 day, 3:45:10, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.1310, loss: 1.1310 +2024-07-28 21:30:57,894 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 1 day, 3:44:45, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7612, top5_acc: 0.9556, loss_cls: 1.2004, loss: 1.2004 +2024-07-28 21:31:21,700 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 1 day, 3:44:19, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7525, top5_acc: 0.9487, loss_cls: 1.2034, loss: 1.2034 +2024-07-28 21:31:45,361 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 1 day, 3:43:53, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7775, top5_acc: 0.9506, loss_cls: 1.1441, loss: 1.1441 +2024-07-28 21:32:09,016 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 1 day, 3:43:26, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.2452, loss: 1.2452 +2024-07-28 21:32:32,747 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 1 day, 3:43:00, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 1.1694, loss: 1.1694 +2024-07-28 21:32:56,523 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 1 day, 3:42:34, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 1.2632, loss: 1.2632 +2024-07-28 21:33:20,206 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 1 day, 3:42:08, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 1.1839, loss: 1.1839 +2024-07-28 21:33:43,861 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 1 day, 3:41:41, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.2172, loss: 1.2172 +2024-07-28 21:34:07,524 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 1 day, 3:41:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 1.1923, loss: 1.1923 +2024-07-28 21:34:31,157 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 1 day, 3:40:48, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 1.1729, loss: 1.1729 +2024-07-28 21:34:32,773 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-07-28 21:38:50,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 21:38:50,746 - pyskl - INFO - +top1_acc 0.7465 +top5_acc 0.9432 +2024-07-28 21:38:50,750 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_27.pth was removed +2024-07-28 21:38:50,862 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2024-07-28 21:38:50,864 - pyskl - INFO - Best top1_acc is 0.7465 at 29 epoch. +2024-07-28 21:38:50,881 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7465, top5_acc: 0.9432 +2024-07-28 21:39:34,543 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 1 day, 3:41:39, time: 0.437, data_time: 0.196, memory: 6430, top1_acc: 0.7694, top5_acc: 0.9481, loss_cls: 1.1847, loss: 1.1847 +2024-07-28 21:39:58,659 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 1 day, 3:41:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.7575, top5_acc: 0.9631, loss_cls: 1.1588, loss: 1.1588 +2024-07-28 21:40:22,828 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 1 day, 3:40:50, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 1.1218, loss: 1.1218 +2024-07-28 21:40:47,004 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 1 day, 3:40:26, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7450, top5_acc: 0.9425, loss_cls: 1.2288, loss: 1.2288 +2024-07-28 21:41:11,098 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 1 day, 3:40:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 1.1078, loss: 1.1078 +2024-07-28 21:41:35,318 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 1 day, 3:39:37, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 1.1280, loss: 1.1280 +2024-07-28 21:41:59,578 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 1 day, 3:39:13, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.7488, top5_acc: 0.9513, loss_cls: 1.2239, loss: 1.2239 +2024-07-28 21:42:23,765 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 1 day, 3:38:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 1.1656, loss: 1.1656 +2024-07-28 21:42:47,888 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 1 day, 3:38:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 1.2184, loss: 1.2184 +2024-07-28 21:43:12,008 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 1 day, 3:38:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 1.1800, loss: 1.1800 +2024-07-28 21:43:36,183 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 1 day, 3:37:35, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7606, top5_acc: 0.9650, loss_cls: 1.1442, loss: 1.1442 +2024-07-28 21:44:00,431 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 1 day, 3:37:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7412, top5_acc: 0.9556, loss_cls: 1.2108, loss: 1.2108 +2024-07-28 21:44:24,661 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 1 day, 3:36:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 1.1737, loss: 1.1737 +2024-07-28 21:44:48,930 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 1 day, 3:36:23, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 1.1484, loss: 1.1484 +2024-07-28 21:45:13,167 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 1 day, 3:35:59, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 1.1901, loss: 1.1901 +2024-07-28 21:45:37,386 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 1 day, 3:35:35, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 1.0959, loss: 1.0959 +2024-07-28 21:46:01,609 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 1 day, 3:35:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7100, top5_acc: 0.9369, loss_cls: 1.3017, loss: 1.3017 +2024-07-28 21:46:25,849 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 1 day, 3:34:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 1.1533, loss: 1.1533 +2024-07-28 21:46:50,000 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 1 day, 3:34:23, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.2049, loss: 1.2049 +2024-07-28 21:47:14,189 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 1 day, 3:33:58, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 1.1459, loss: 1.1459 +2024-07-28 21:47:38,375 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 1 day, 3:33:34, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 1.1928, loss: 1.1928 +2024-07-28 21:48:02,570 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 1 day, 3:33:10, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7469, top5_acc: 0.9494, loss_cls: 1.2311, loss: 1.2311 +2024-07-28 21:48:26,781 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 1 day, 3:32:46, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 1.1698, loss: 1.1698 +2024-07-28 21:48:50,942 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 1 day, 3:32:21, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 1.1943, loss: 1.1943 +2024-07-28 21:49:15,163 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 1 day, 3:31:57, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 1.2048, loss: 1.2048 +2024-07-28 21:49:39,347 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 1 day, 3:31:33, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 1.1903, loss: 1.1903 +2024-07-28 21:50:03,632 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 1 day, 3:31:09, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.7250, top5_acc: 0.9556, loss_cls: 1.2882, loss: 1.2882 +2024-07-28 21:50:27,858 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 1 day, 3:30:45, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7462, top5_acc: 0.9575, loss_cls: 1.1939, loss: 1.1939 +2024-07-28 21:50:52,002 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 1 day, 3:30:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.7400, top5_acc: 0.9487, loss_cls: 1.2392, loss: 1.2392 +2024-07-28 21:51:16,168 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 1 day, 3:29:56, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 1.1886, loss: 1.1886 +2024-07-28 21:51:40,315 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 1 day, 3:29:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 1.1693, loss: 1.1693 +2024-07-28 21:52:04,555 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 1 day, 3:29:07, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7394, top5_acc: 0.9537, loss_cls: 1.2299, loss: 1.2299 +2024-07-28 21:52:28,768 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 1 day, 3:28:43, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7700, top5_acc: 0.9544, loss_cls: 1.1482, loss: 1.1482 +2024-07-28 21:52:52,989 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 1 day, 3:28:19, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.7431, top5_acc: 0.9494, loss_cls: 1.2483, loss: 1.2483 +2024-07-28 21:52:54,585 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-07-28 21:57:12,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 21:57:13,480 - pyskl - INFO - +top1_acc 0.6608 +top5_acc 0.9167 +2024-07-28 21:57:13,501 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.6608, top5_acc: 0.9167 +2024-07-28 21:57:58,129 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 1 day, 3:29:10, time: 0.446, data_time: 0.193, memory: 6431, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 1.2912, loss: 1.2912 +2024-07-28 21:58:22,169 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 1 day, 3:28:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 1.2717, loss: 1.2717 +2024-07-28 21:58:46,202 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 1 day, 3:28:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7388, top5_acc: 0.9569, loss_cls: 1.2887, loss: 1.2887 +2024-07-28 21:59:10,267 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 1 day, 3:27:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 1.2386, loss: 1.2386 +2024-07-28 21:59:34,311 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 1 day, 3:27:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 1.1919, loss: 1.1919 +2024-07-28 21:59:58,353 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 1 day, 3:27:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.2664, loss: 1.2664 +2024-07-28 22:00:22,418 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 1 day, 3:26:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.2520, loss: 1.2520 +2024-07-28 22:00:46,412 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 1 day, 3:26:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7488, top5_acc: 0.9519, loss_cls: 1.2993, loss: 1.2993 +2024-07-28 22:01:10,423 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 1 day, 3:25:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7469, top5_acc: 0.9525, loss_cls: 1.3115, loss: 1.3115 +2024-07-28 22:01:34,445 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 1 day, 3:25:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 1.2115, loss: 1.2115 +2024-07-28 22:01:58,473 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 1 day, 3:25:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9481, loss_cls: 1.2247, loss: 1.2247 +2024-07-28 22:02:22,427 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 1 day, 3:24:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7556, top5_acc: 0.9469, loss_cls: 1.3231, loss: 1.3231 +2024-07-28 22:02:46,398 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 1 day, 3:24:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.3131, loss: 1.3131 +2024-07-28 22:03:10,364 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 1 day, 3:23:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 1.2798, loss: 1.2798 +2024-07-28 22:03:34,260 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 1 day, 3:23:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 1.2876, loss: 1.2876 +2024-07-28 22:03:58,152 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 1 day, 3:22:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7531, top5_acc: 0.9537, loss_cls: 1.2947, loss: 1.2947 +2024-07-28 22:04:22,028 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 1 day, 3:22:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 1.2758, loss: 1.2758 +2024-07-28 22:04:46,043 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 1 day, 3:22:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7300, top5_acc: 0.9569, loss_cls: 1.3399, loss: 1.3399 +2024-07-28 22:05:10,182 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 1 day, 3:21:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 1.3140, loss: 1.3140 +2024-07-28 22:05:34,262 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 1 day, 3:21:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7338, top5_acc: 0.9469, loss_cls: 1.3266, loss: 1.3266 +2024-07-28 22:05:58,274 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 1 day, 3:20:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 1.2435, loss: 1.2435 +2024-07-28 22:06:22,229 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 1 day, 3:20:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7669, top5_acc: 0.9556, loss_cls: 1.2319, loss: 1.2319 +2024-07-28 22:06:46,182 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 1 day, 3:19:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 1.3215, loss: 1.3215 +2024-07-28 22:07:10,173 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 1 day, 3:19:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 1.2682, loss: 1.2682 +2024-07-28 22:07:34,095 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 1 day, 3:19:08, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 1.2569, loss: 1.2569 +2024-07-28 22:07:58,032 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 1 day, 3:18:43, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 1.2717, loss: 1.2717 +2024-07-28 22:08:21,976 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 1 day, 3:18:18, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7494, top5_acc: 0.9537, loss_cls: 1.3316, loss: 1.3316 +2024-07-28 22:08:45,902 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 1 day, 3:17:52, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 1.2410, loss: 1.2410 +2024-07-28 22:09:09,831 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 1 day, 3:17:27, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 1.2942, loss: 1.2942 +2024-07-28 22:09:33,776 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 1 day, 3:17:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 1.2122, loss: 1.2122 +2024-07-28 22:09:57,700 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 1 day, 3:16:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.1918, loss: 1.1918 +2024-07-28 22:10:21,640 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 1 day, 3:16:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.2644, loss: 1.2644 +2024-07-28 22:10:45,571 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 1 day, 3:15:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 1.2678, loss: 1.2678 +2024-07-28 22:11:09,501 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 1 day, 3:15:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 1.2356, loss: 1.2356 +2024-07-28 22:11:11,128 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-07-28 22:15:28,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 22:15:29,521 - pyskl - INFO - +top1_acc 0.7349 +top5_acc 0.9416 +2024-07-28 22:15:29,540 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7349, top5_acc: 0.9416 +2024-07-28 22:16:14,806 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 1 day, 3:16:11, time: 0.453, data_time: 0.197, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9556, loss_cls: 1.1937, loss: 1.1937 +2024-07-28 22:16:38,861 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 1 day, 3:15:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9544, loss_cls: 1.2100, loss: 1.2100 +2024-07-28 22:17:02,823 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 1 day, 3:15:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.2541, loss: 1.2541 +2024-07-28 22:17:26,775 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 1 day, 3:14:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 1.2572, loss: 1.2572 +2024-07-28 22:17:50,723 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 1 day, 3:14:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 1.2304, loss: 1.2304 +2024-07-28 22:18:14,659 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 1 day, 3:14:05, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7556, top5_acc: 0.9537, loss_cls: 1.2756, loss: 1.2756 +2024-07-28 22:18:38,796 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 1 day, 3:13:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9463, loss_cls: 1.2555, loss: 1.2555 +2024-07-28 22:19:03,169 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 1 day, 3:13:17, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 1.2396, loss: 1.2396 +2024-07-28 22:19:27,454 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 1 day, 3:12:52, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 1.2293, loss: 1.2293 +2024-07-28 22:19:51,825 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 1 day, 3:12:29, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 1.2788, loss: 1.2788 +2024-07-28 22:20:16,115 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 1 day, 3:12:05, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 1.2622, loss: 1.2622 +2024-07-28 22:20:40,582 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 1 day, 3:11:41, time: 0.245, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 1.2102, loss: 1.2102 +2024-07-28 22:21:05,012 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 1 day, 3:11:18, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 1.1955, loss: 1.1955 +2024-07-28 22:21:29,510 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 1 day, 3:10:55, time: 0.245, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 1.1538, loss: 1.1538 +2024-07-28 22:21:53,855 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 1 day, 3:10:31, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.2540, loss: 1.2540 +2024-07-28 22:22:17,972 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 1 day, 3:10:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9506, loss_cls: 1.2371, loss: 1.2371 +2024-07-28 22:22:42,346 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 1 day, 3:09:42, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.2838, loss: 1.2838 +2024-07-28 22:23:06,637 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 1 day, 3:09:18, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 1.3266, loss: 1.3266 +2024-07-28 22:23:31,141 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 1 day, 3:08:55, time: 0.245, data_time: 0.000, memory: 6431, top1_acc: 0.7456, top5_acc: 0.9506, loss_cls: 1.2838, loss: 1.2838 +2024-07-28 22:23:55,651 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 1 day, 3:08:32, time: 0.245, data_time: 0.000, memory: 6431, top1_acc: 0.7512, top5_acc: 0.9581, loss_cls: 1.2695, loss: 1.2695 +2024-07-28 22:24:20,113 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 1 day, 3:08:09, time: 0.245, data_time: 0.000, memory: 6431, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 1.2685, loss: 1.2685 +2024-07-28 22:24:44,212 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 1 day, 3:07:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7581, top5_acc: 0.9587, loss_cls: 1.2515, loss: 1.2515 +2024-07-28 22:25:08,441 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 1 day, 3:07:20, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 1.2453, loss: 1.2453 +2024-07-28 22:25:32,558 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 1 day, 3:06:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7619, top5_acc: 0.9619, loss_cls: 1.1953, loss: 1.1953 +2024-07-28 22:25:56,557 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 1 day, 3:06:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9513, loss_cls: 1.2557, loss: 1.2557 +2024-07-28 22:26:20,494 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 1 day, 3:06:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 1.2592, loss: 1.2592 +2024-07-28 22:26:44,446 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 1 day, 3:05:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7556, top5_acc: 0.9500, loss_cls: 1.2746, loss: 1.2746 +2024-07-28 22:27:08,366 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 1 day, 3:05:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 1.3812, loss: 1.3812 +2024-07-28 22:27:32,303 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 1 day, 3:04:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9531, loss_cls: 1.2516, loss: 1.2516 +2024-07-28 22:27:56,303 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 1 day, 3:04:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.2515, loss: 1.2515 +2024-07-28 22:28:20,292 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 1 day, 3:03:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 1.2226, loss: 1.2226 +2024-07-28 22:28:44,238 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 1 day, 3:03:33, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 1.2875, loss: 1.2875 +2024-07-28 22:29:08,313 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 1 day, 3:03:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 1.2064, loss: 1.2064 +2024-07-28 22:29:32,363 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 1 day, 3:02:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.2757, loss: 1.2757 +2024-07-28 22:29:34,049 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-07-28 22:33:51,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 22:33:52,497 - pyskl - INFO - +top1_acc 0.7116 +top5_acc 0.9355 +2024-07-28 22:33:52,517 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7116, top5_acc: 0.9355 +2024-07-28 22:34:37,689 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 1 day, 3:03:30, time: 0.452, data_time: 0.198, memory: 6431, top1_acc: 0.7594, top5_acc: 0.9606, loss_cls: 1.2042, loss: 1.2042 +2024-07-28 22:35:01,623 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 1 day, 3:03:05, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 1.2579, loss: 1.2579 +2024-07-28 22:35:25,580 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 1 day, 3:02:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 1.2298, loss: 1.2298 +2024-07-28 22:35:49,515 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 1 day, 3:02:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 1.2116, loss: 1.2116 +2024-07-28 22:36:13,499 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 1 day, 3:01:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 1.1659, loss: 1.1659 +2024-07-28 22:36:37,469 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 1 day, 3:01:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.1745, loss: 1.1745 +2024-07-28 22:37:01,485 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 1 day, 3:00:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 1.2672, loss: 1.2672 +2024-07-28 22:37:25,593 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 1 day, 3:00:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.2300, loss: 1.2300 +2024-07-28 22:37:49,568 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 1 day, 3:00:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7625, top5_acc: 0.9494, loss_cls: 1.2174, loss: 1.2174 +2024-07-28 22:38:13,540 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 1 day, 2:59:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 1.2662, loss: 1.2662 +2024-07-28 22:38:37,620 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 1 day, 2:59:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7588, top5_acc: 0.9413, loss_cls: 1.2902, loss: 1.2902 +2024-07-28 22:39:01,695 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 1 day, 2:58:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 1.2547, loss: 1.2547 +2024-07-28 22:39:25,708 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 1 day, 2:58:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 1.2872, loss: 1.2872 +2024-07-28 22:39:49,757 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 1 day, 2:58:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 1.2577, loss: 1.2577 +2024-07-28 22:40:13,792 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 1 day, 2:57:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 1.2197, loss: 1.2197 +2024-07-28 22:40:37,898 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 1 day, 2:57:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 1.2290, loss: 1.2290 +2024-07-28 22:41:01,926 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 1 day, 2:56:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 1.2184, loss: 1.2184 +2024-07-28 22:41:25,954 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 1 day, 2:56:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 1.1834, loss: 1.1834 +2024-07-28 22:41:49,945 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 1 day, 2:55:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.2066, loss: 1.2066 +2024-07-28 22:42:13,895 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 1 day, 2:55:33, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 1.2151, loss: 1.2151 +2024-07-28 22:42:37,846 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 1 day, 2:55:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 1.2050, loss: 1.2050 +2024-07-28 22:43:01,860 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 1 day, 2:54:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.1520, loss: 1.1520 +2024-07-28 22:43:25,937 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 1 day, 2:54:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 1.2741, loss: 1.2741 +2024-07-28 22:43:50,015 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 1 day, 2:53:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.2012, loss: 1.2012 +2024-07-28 22:44:14,096 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 1 day, 2:53:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 1.2364, loss: 1.2364 +2024-07-28 22:44:38,137 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 1 day, 2:53:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 1.2498, loss: 1.2498 +2024-07-28 22:45:02,088 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 1 day, 2:52:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 1.2250, loss: 1.2250 +2024-07-28 22:45:26,164 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 1 day, 2:52:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 1.1970, loss: 1.1970 +2024-07-28 22:45:50,317 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 1 day, 2:51:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7525, top5_acc: 0.9606, loss_cls: 1.2269, loss: 1.2269 +2024-07-28 22:46:14,526 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 1 day, 2:51:24, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9513, loss_cls: 1.2538, loss: 1.2538 +2024-07-28 22:46:38,487 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 1 day, 2:50:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 1.2447, loss: 1.2447 +2024-07-28 22:47:02,489 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 1 day, 2:50:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9637, loss_cls: 1.2054, loss: 1.2054 +2024-07-28 22:47:26,447 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 1 day, 2:50:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7512, top5_acc: 0.9463, loss_cls: 1.2747, loss: 1.2747 +2024-07-28 22:47:50,397 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 1 day, 2:49:43, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 1.2502, loss: 1.2502 +2024-07-28 22:47:51,988 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-07-28 22:52:10,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 22:52:11,362 - pyskl - INFO - +top1_acc 0.7510 +top5_acc 0.9449 +2024-07-28 22:52:11,365 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_29.pth was removed +2024-07-28 22:52:11,573 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. +2024-07-28 22:52:11,575 - pyskl - INFO - Best top1_acc is 0.7510 at 33 epoch. +2024-07-28 22:52:11,593 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7510, top5_acc: 0.9449 +2024-07-28 22:52:56,428 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 1 day, 2:50:26, time: 0.448, data_time: 0.195, memory: 6431, top1_acc: 0.7581, top5_acc: 0.9513, loss_cls: 1.3090, loss: 1.3090 +2024-07-28 22:53:20,273 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 1 day, 2:50:01, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9675, loss_cls: 1.1703, loss: 1.1703 +2024-07-28 22:53:44,134 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 1 day, 2:49:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 1.1043, loss: 1.1043 +2024-07-28 22:54:07,991 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 1 day, 2:49:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 1.2270, loss: 1.2270 +2024-07-28 22:54:31,872 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 1 day, 2:48:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 1.2122, loss: 1.2122 +2024-07-28 22:54:55,767 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 1 day, 2:48:18, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 1.1994, loss: 1.1994 +2024-07-28 22:55:19,884 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 1 day, 2:47:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 1.1325, loss: 1.1325 +2024-07-28 22:55:43,888 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 1 day, 2:47:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7506, top5_acc: 0.9563, loss_cls: 1.3073, loss: 1.3073 +2024-07-28 22:56:07,872 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 1 day, 2:47:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7619, top5_acc: 0.9475, loss_cls: 1.2571, loss: 1.2571 +2024-07-28 22:56:31,820 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 1 day, 2:46:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.1119, loss: 1.1119 +2024-07-28 22:56:55,793 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 1 day, 2:46:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 1.1461, loss: 1.1461 +2024-07-28 22:57:19,785 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 1 day, 2:45:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 1.1583, loss: 1.1583 +2024-07-28 22:57:43,754 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 1 day, 2:45:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7588, top5_acc: 0.9669, loss_cls: 1.2073, loss: 1.2073 +2024-07-28 22:58:07,669 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 1 day, 2:44:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.2365, loss: 1.2365 +2024-07-28 22:58:31,568 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 1 day, 2:44:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 1.3093, loss: 1.3093 +2024-07-28 22:58:55,470 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 1 day, 2:44:06, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 1.1813, loss: 1.1813 +2024-07-28 22:59:19,399 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 1 day, 2:43:40, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 1.2515, loss: 1.2515 +2024-07-28 22:59:43,416 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 1 day, 2:43:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 1.2217, loss: 1.2217 +2024-07-28 23:00:07,505 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 1 day, 2:42:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7619, top5_acc: 0.9619, loss_cls: 1.1941, loss: 1.1941 +2024-07-28 23:00:31,381 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 1 day, 2:42:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7556, top5_acc: 0.9463, loss_cls: 1.2744, loss: 1.2744 +2024-07-28 23:00:55,246 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 1 day, 2:41:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 1.1694, loss: 1.1694 +2024-07-28 23:01:19,196 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 1 day, 2:41:34, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 1.1946, loss: 1.1946 +2024-07-28 23:01:43,180 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 1 day, 2:41:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.1963, loss: 1.1963 +2024-07-28 23:02:07,172 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 1 day, 2:40:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.2513, loss: 1.2513 +2024-07-28 23:02:31,170 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 1 day, 2:40:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 1.2549, loss: 1.2549 +2024-07-28 23:02:55,211 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 1 day, 2:39:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 1.2594, loss: 1.2594 +2024-07-28 23:03:19,194 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 1 day, 2:39:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9475, loss_cls: 1.2378, loss: 1.2378 +2024-07-28 23:03:43,145 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 1 day, 2:39:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 1.2424, loss: 1.2424 +2024-07-28 23:04:07,097 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 1 day, 2:38:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 1.2521, loss: 1.2521 +2024-07-28 23:04:31,045 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 1 day, 2:38:12, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 1.2691, loss: 1.2691 +2024-07-28 23:04:55,053 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 1 day, 2:37:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7625, top5_acc: 0.9606, loss_cls: 1.2325, loss: 1.2325 +2024-07-28 23:05:19,029 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 1 day, 2:37:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7506, top5_acc: 0.9519, loss_cls: 1.2675, loss: 1.2675 +2024-07-28 23:05:42,982 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 1 day, 2:36:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 1.1734, loss: 1.1734 +2024-07-28 23:06:06,929 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 1 day, 2:36:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 1.2924, loss: 1.2924 +2024-07-28 23:06:08,519 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-07-28 23:10:23,231 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 23:10:23,779 - pyskl - INFO - +top1_acc 0.7275 +top5_acc 0.9430 +2024-07-28 23:10:23,800 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7275, top5_acc: 0.9430 +2024-07-28 23:11:08,713 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 1 day, 2:37:12, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9587, loss_cls: 1.1673, loss: 1.1673 +2024-07-28 23:11:32,666 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 1 day, 2:36:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9537, loss_cls: 1.1730, loss: 1.1730 +2024-07-28 23:11:56,617 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 1 day, 2:36:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7619, top5_acc: 0.9581, loss_cls: 1.2510, loss: 1.2510 +2024-07-28 23:12:20,556 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 1 day, 2:35:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.1997, loss: 1.1997 +2024-07-28 23:12:44,551 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 1 day, 2:35:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9494, loss_cls: 1.2348, loss: 1.2348 +2024-07-28 23:13:08,607 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 1 day, 2:35:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7512, top5_acc: 0.9606, loss_cls: 1.2547, loss: 1.2547 +2024-07-28 23:13:32,667 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 1 day, 2:34:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 1.2212, loss: 1.2212 +2024-07-28 23:13:56,656 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 1 day, 2:34:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7675, top5_acc: 0.9569, loss_cls: 1.2428, loss: 1.2428 +2024-07-28 23:14:20,605 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 1 day, 2:33:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9544, loss_cls: 1.1905, loss: 1.1905 +2024-07-28 23:14:44,590 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 1 day, 2:33:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7581, top5_acc: 0.9450, loss_cls: 1.2458, loss: 1.2458 +2024-07-28 23:15:08,568 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 1 day, 2:33:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 1.1416, loss: 1.1416 +2024-07-28 23:15:32,582 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 1 day, 2:32:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 1.2344, loss: 1.2344 +2024-07-28 23:15:56,575 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 1 day, 2:32:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 1.2092, loss: 1.2092 +2024-07-28 23:16:20,567 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 1 day, 2:31:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 1.1188, loss: 1.1188 +2024-07-28 23:16:44,585 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 1 day, 2:31:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 1.2053, loss: 1.2053 +2024-07-28 23:17:08,671 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 1 day, 2:30:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 1.2517, loss: 1.2517 +2024-07-28 23:17:32,675 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 1 day, 2:30:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.2486, loss: 1.2486 +2024-07-28 23:17:56,624 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 1 day, 2:30:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9581, loss_cls: 1.1815, loss: 1.1815 +2024-07-28 23:18:20,888 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 1 day, 2:29:40, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.2014, loss: 1.2014 +2024-07-28 23:18:44,962 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 1 day, 2:29:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7406, top5_acc: 0.9537, loss_cls: 1.2940, loss: 1.2940 +2024-07-28 23:19:08,935 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 1 day, 2:28:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7588, top5_acc: 0.9437, loss_cls: 1.3229, loss: 1.3229 +2024-07-28 23:19:32,948 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 1 day, 2:28:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.2442, loss: 1.2442 +2024-07-28 23:19:56,981 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 1 day, 2:27:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 1.2861, loss: 1.2861 +2024-07-28 23:20:21,026 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 1 day, 2:27:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7369, top5_acc: 0.9513, loss_cls: 1.3402, loss: 1.3402 +2024-07-28 23:20:45,070 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 1 day, 2:27:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 1.2626, loss: 1.2626 +2024-07-28 23:21:09,079 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 1 day, 2:26:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 1.2627, loss: 1.2627 +2024-07-28 23:21:33,071 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 1 day, 2:26:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.1936, loss: 1.1936 +2024-07-28 23:21:57,087 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 1 day, 2:25:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7638, top5_acc: 0.9613, loss_cls: 1.2406, loss: 1.2406 +2024-07-28 23:22:21,156 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 1 day, 2:25:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.2371, loss: 1.2371 +2024-07-28 23:22:45,138 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 1 day, 2:25:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 1.2643, loss: 1.2643 +2024-07-28 23:23:09,109 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 1 day, 2:24:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 1.2122, loss: 1.2122 +2024-07-28 23:23:33,059 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 1 day, 2:24:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.2576, loss: 1.2576 +2024-07-28 23:23:57,009 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 1 day, 2:23:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.1926, loss: 1.1926 +2024-07-28 23:24:20,978 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 1 day, 2:23:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.2550, loss: 1.2550 +2024-07-28 23:24:22,599 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-07-28 23:28:40,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 23:28:41,240 - pyskl - INFO - +top1_acc 0.7275 +top5_acc 0.9427 +2024-07-28 23:28:41,259 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7275, top5_acc: 0.9427 +2024-07-28 23:29:26,138 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 1 day, 2:24:01, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.2390, loss: 1.2390 +2024-07-28 23:29:50,056 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 1 day, 2:23:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.1695, loss: 1.1695 +2024-07-28 23:30:14,017 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 1 day, 2:23:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 1.2333, loss: 1.2333 +2024-07-28 23:30:38,032 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 1 day, 2:22:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 1.2512, loss: 1.2512 +2024-07-28 23:31:02,020 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 2:22:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 1.1973, loss: 1.1973 +2024-07-28 23:31:26,020 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 2:21:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 1.1928, loss: 1.1928 +2024-07-28 23:31:49,988 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 2:21:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.1762, loss: 1.1762 +2024-07-28 23:32:14,144 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 2:21:05, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 1.2665, loss: 1.2665 +2024-07-28 23:32:38,191 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 2:20:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 1.1202, loss: 1.1202 +2024-07-28 23:33:02,173 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 2:20:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 1.2270, loss: 1.2270 +2024-07-28 23:33:26,182 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 2:19:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 1.2434, loss: 1.2434 +2024-07-28 23:33:50,126 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 2:19:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 1.2299, loss: 1.2299 +2024-07-28 23:34:14,075 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 2:18:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 1.1931, loss: 1.1931 +2024-07-28 23:34:38,033 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 2:18:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 1.2598, loss: 1.2598 +2024-07-28 23:35:02,018 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 2:18:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7550, top5_acc: 0.9519, loss_cls: 1.2408, loss: 1.2408 +2024-07-28 23:35:26,036 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 2:17:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 1.2354, loss: 1.2354 +2024-07-28 23:35:50,053 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 2:17:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9544, loss_cls: 1.2321, loss: 1.2321 +2024-07-28 23:36:14,073 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 2:16:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 1.2266, loss: 1.2266 +2024-07-28 23:36:38,248 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 2:16:28, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 1.2326, loss: 1.2326 +2024-07-28 23:37:02,227 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 2:16:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 1.2032, loss: 1.2032 +2024-07-28 23:37:26,199 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 2:15:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7606, top5_acc: 0.9463, loss_cls: 1.2635, loss: 1.2635 +2024-07-28 23:37:50,155 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 2:15:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 1.2250, loss: 1.2250 +2024-07-28 23:38:14,116 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 2:14:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 1.2503, loss: 1.2503 +2024-07-28 23:38:38,067 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 2:14:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 1.2617, loss: 1.2617 +2024-07-28 23:39:02,010 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 2:13:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 1.3117, loss: 1.3117 +2024-07-28 23:39:25,955 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 2:13:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9556, loss_cls: 1.1923, loss: 1.1923 +2024-07-28 23:39:49,928 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 2:13:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 1.2405, loss: 1.2405 +2024-07-28 23:40:13,965 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 2:12:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7588, top5_acc: 0.9525, loss_cls: 1.2419, loss: 1.2419 +2024-07-28 23:40:38,166 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 2:12:17, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 1.2143, loss: 1.2143 +2024-07-28 23:41:02,183 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 2:11:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9575, loss_cls: 1.2148, loss: 1.2148 +2024-07-28 23:41:26,155 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 2:11:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7688, top5_acc: 0.9431, loss_cls: 1.2742, loss: 1.2742 +2024-07-28 23:41:50,119 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 2:11:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 1.1928, loss: 1.1928 +2024-07-28 23:42:14,053 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 2:10:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9513, loss_cls: 1.2218, loss: 1.2218 +2024-07-28 23:42:38,024 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 2:10:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 1.1639, loss: 1.1639 +2024-07-28 23:42:39,622 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-07-28 23:46:57,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-28 23:46:58,147 - pyskl - INFO - +top1_acc 0.7537 +top5_acc 0.9469 +2024-07-28 23:46:58,150 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_33.pth was removed +2024-07-28 23:46:58,264 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2024-07-28 23:46:58,266 - pyskl - INFO - Best top1_acc is 0.7537 at 36 epoch. +2024-07-28 23:46:58,284 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7537, top5_acc: 0.9469 +2024-07-28 23:47:43,043 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 2:10:46, time: 0.448, data_time: 0.195, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9525, loss_cls: 1.2592, loss: 1.2592 +2024-07-28 23:48:06,974 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 2:10:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 1.2165, loss: 1.2165 +2024-07-28 23:48:30,879 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 2:09:55, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.2101, loss: 1.2101 +2024-07-28 23:48:54,845 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 2:09:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 1.1959, loss: 1.1959 +2024-07-28 23:49:18,788 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 2:09:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.2229, loss: 1.2229 +2024-07-28 23:49:42,643 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 2:08:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9663, loss_cls: 1.1743, loss: 1.1743 +2024-07-28 23:50:06,557 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 2:08:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9469, loss_cls: 1.2351, loss: 1.2351 +2024-07-28 23:50:30,523 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 2:07:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 1.2015, loss: 1.2015 +2024-07-28 23:50:54,733 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 2:07:24, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7600, top5_acc: 0.9544, loss_cls: 1.2469, loss: 1.2469 +2024-07-28 23:51:18,968 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 2:06:59, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 1.1746, loss: 1.1746 +2024-07-28 23:51:43,108 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 2:06:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.2345, loss: 1.2345 +2024-07-28 23:52:07,198 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 2:06:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 1.2119, loss: 1.2119 +2024-07-28 23:52:31,282 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 2:05:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9631, loss_cls: 1.1387, loss: 1.1387 +2024-07-28 23:52:55,362 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 2:05:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7681, top5_acc: 0.9487, loss_cls: 1.2429, loss: 1.2429 +2024-07-28 23:53:19,392 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 2:04:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 1.1872, loss: 1.1872 +2024-07-28 23:53:43,357 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 2:04:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.1634, loss: 1.1634 +2024-07-28 23:54:07,327 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 2:04:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9706, loss_cls: 1.1500, loss: 1.1500 +2024-07-28 23:54:31,302 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 2:03:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7644, top5_acc: 0.9606, loss_cls: 1.2050, loss: 1.2050 +2024-07-28 23:54:55,311 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 2:03:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.2352, loss: 1.2352 +2024-07-28 23:55:19,293 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 2:02:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.1116, loss: 1.1116 +2024-07-28 23:55:43,297 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 2:02:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 1.1284, loss: 1.1284 +2024-07-28 23:56:07,305 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 2:01:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 1.1939, loss: 1.1939 +2024-07-28 23:56:31,278 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 2:01:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.2155, loss: 1.2155 +2024-07-28 23:56:55,251 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 2:01:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7550, top5_acc: 0.9400, loss_cls: 1.2770, loss: 1.2770 +2024-07-28 23:57:19,249 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 2:00:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 1.2587, loss: 1.2587 +2024-07-28 23:57:43,295 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 2:00:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 1.1979, loss: 1.1979 +2024-07-28 23:58:07,499 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 1:59:53, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7681, top5_acc: 0.9525, loss_cls: 1.2546, loss: 1.2546 +2024-07-28 23:58:31,527 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 1:59:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 1.2565, loss: 1.2565 +2024-07-28 23:58:55,532 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 1:59:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 1.2005, loss: 1.2005 +2024-07-28 23:59:19,518 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 1:58:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 1.1988, loss: 1.1988 +2024-07-28 23:59:43,491 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 1:58:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 1.2669, loss: 1.2669 +2024-07-29 00:00:07,470 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 1:57:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 1.2599, loss: 1.2599 +2024-07-29 00:00:31,366 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 1:57:22, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 1.1313, loss: 1.1313 +2024-07-29 00:00:55,320 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 1:56:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 1.2257, loss: 1.2257 +2024-07-29 00:00:56,895 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-07-29 00:05:11,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 00:05:12,223 - pyskl - INFO - +top1_acc 0.7356 +top5_acc 0.9416 +2024-07-29 00:05:12,244 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7356, top5_acc: 0.9416 +2024-07-29 00:05:57,196 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 1:57:30, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.2223, loss: 1.2223 +2024-07-29 00:06:21,125 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 1:57:05, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 1.1993, loss: 1.1993 +2024-07-29 00:06:45,099 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 1:56:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7719, top5_acc: 0.9519, loss_cls: 1.2120, loss: 1.2120 +2024-07-29 00:07:09,049 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 1:56:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 1.1901, loss: 1.1901 +2024-07-29 00:07:32,997 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 1:55:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7500, top5_acc: 0.9625, loss_cls: 1.2665, loss: 1.2665 +2024-07-29 00:07:56,996 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 1:55:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9688, loss_cls: 1.1922, loss: 1.1922 +2024-07-29 00:08:20,966 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 1:54:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.1123, loss: 1.1123 +2024-07-29 00:08:44,938 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 1:54:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9556, loss_cls: 1.2151, loss: 1.2151 +2024-07-29 00:09:08,963 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 1:54:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 1.1689, loss: 1.1689 +2024-07-29 00:09:32,895 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 1:53:43, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 1.1283, loss: 1.1283 +2024-07-29 00:09:56,885 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 1:53:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 1.1332, loss: 1.1332 +2024-07-29 00:10:20,813 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 1:52:52, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 1.1325, loss: 1.1325 +2024-07-29 00:10:44,722 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 1:52:27, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 1.1583, loss: 1.1583 +2024-07-29 00:11:08,629 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 1:52:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.1985, loss: 1.1985 +2024-07-29 00:11:32,542 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 1:51:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7556, top5_acc: 0.9575, loss_cls: 1.2528, loss: 1.2528 +2024-07-29 00:11:56,498 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 1:51:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 1.2314, loss: 1.2314 +2024-07-29 00:12:20,414 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 1:50:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 1.2613, loss: 1.2613 +2024-07-29 00:12:44,386 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 1:50:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 1.2052, loss: 1.2052 +2024-07-29 00:13:08,319 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 1:49:55, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7469, top5_acc: 0.9519, loss_cls: 1.2612, loss: 1.2612 +2024-07-29 00:13:32,343 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 1:49:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9581, loss_cls: 1.1216, loss: 1.1216 +2024-07-29 00:13:56,292 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 1:49:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.1888, loss: 1.1888 +2024-07-29 00:14:20,290 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 1:48:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 1.1655, loss: 1.1655 +2024-07-29 00:14:44,230 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 1:48:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 1.2039, loss: 1.2039 +2024-07-29 00:15:08,183 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 1:47:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7719, top5_acc: 0.9556, loss_cls: 1.2077, loss: 1.2077 +2024-07-29 00:15:32,179 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 1:47:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7606, top5_acc: 0.9625, loss_cls: 1.2147, loss: 1.2147 +2024-07-29 00:15:56,103 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 1:46:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9581, loss_cls: 1.1631, loss: 1.1631 +2024-07-29 00:16:19,978 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 1:46:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 1.2232, loss: 1.2232 +2024-07-29 00:16:43,928 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 1:46:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 1.2080, loss: 1.2080 +2024-07-29 00:17:07,866 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 1:45:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9550, loss_cls: 1.1818, loss: 1.1818 +2024-07-29 00:17:31,853 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 1:45:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.2156, loss: 1.2156 +2024-07-29 00:17:55,776 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 1:44:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 1.2102, loss: 1.2102 +2024-07-29 00:18:19,703 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 1:44:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.2004, loss: 1.2004 +2024-07-29 00:18:43,630 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 1:44:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9519, loss_cls: 1.1514, loss: 1.1514 +2024-07-29 00:19:07,544 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 1:43:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7550, top5_acc: 0.9513, loss_cls: 1.2437, loss: 1.2437 +2024-07-29 00:19:09,125 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-07-29 00:23:23,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 00:23:24,411 - pyskl - INFO - +top1_acc 0.7250 +top5_acc 0.9378 +2024-07-29 00:23:24,429 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7250, top5_acc: 0.9378 +2024-07-29 00:24:09,245 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 1:44:07, time: 0.448, data_time: 0.195, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 1.2057, loss: 1.2057 +2024-07-29 00:24:33,149 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 1:43:41, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9631, loss_cls: 1.1152, loss: 1.1152 +2024-07-29 00:24:57,092 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 1:43:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 1.1260, loss: 1.1260 +2024-07-29 00:25:21,090 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 1:42:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 1.2314, loss: 1.2314 +2024-07-29 00:25:45,060 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 1:42:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9594, loss_cls: 1.1505, loss: 1.1505 +2024-07-29 00:26:08,999 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 1:42:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 1.1869, loss: 1.1869 +2024-07-29 00:26:33,058 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 1:41:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9581, loss_cls: 1.1820, loss: 1.1820 +2024-07-29 00:26:57,048 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 1:41:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7619, top5_acc: 0.9675, loss_cls: 1.2117, loss: 1.2117 +2024-07-29 00:27:21,020 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 1:40:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7606, top5_acc: 0.9637, loss_cls: 1.1992, loss: 1.1992 +2024-07-29 00:27:44,973 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 1:40:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.1616, loss: 1.1616 +2024-07-29 00:28:08,896 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 1:39:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.1857, loss: 1.1857 +2024-07-29 00:28:32,817 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 1:39:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 1.1630, loss: 1.1630 +2024-07-29 00:28:56,808 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 1:39:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 1.1992, loss: 1.1992 +2024-07-29 00:29:20,762 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 1:38:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.1631, loss: 1.1631 +2024-07-29 00:29:44,718 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 1:38:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9563, loss_cls: 1.2102, loss: 1.2102 +2024-07-29 00:30:08,671 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 1:37:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 1.1925, loss: 1.1925 +2024-07-29 00:30:32,635 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 1:37:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9581, loss_cls: 1.1993, loss: 1.1993 +2024-07-29 00:30:56,597 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 1:36:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 1.2479, loss: 1.2479 +2024-07-29 00:31:20,556 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 1:36:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 1.1988, loss: 1.1988 +2024-07-29 00:31:44,518 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 1:36:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 1.2316, loss: 1.2316 +2024-07-29 00:32:08,480 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 1:35:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 1.2071, loss: 1.2071 +2024-07-29 00:32:32,448 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 1:35:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 1.2043, loss: 1.2043 +2024-07-29 00:32:56,505 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 1:34:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.1860, loss: 1.1860 +2024-07-29 00:33:20,442 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 1:34:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 1.1911, loss: 1.1911 +2024-07-29 00:33:44,316 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 1:34:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 1.0823, loss: 1.0823 +2024-07-29 00:34:08,239 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 1:33:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 1.1817, loss: 1.1817 +2024-07-29 00:34:32,247 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 1:33:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 1.1788, loss: 1.1788 +2024-07-29 00:34:56,259 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 1:32:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9650, loss_cls: 1.2012, loss: 1.2012 +2024-07-29 00:35:20,289 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 1:32:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 1.2315, loss: 1.2315 +2024-07-29 00:35:44,259 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 1:31:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 1.2202, loss: 1.2202 +2024-07-29 00:36:08,233 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 1:31:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 1.1936, loss: 1.1936 +2024-07-29 00:36:32,211 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 1:31:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 1.2080, loss: 1.2080 +2024-07-29 00:36:56,164 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 1:30:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9613, loss_cls: 1.1701, loss: 1.1701 +2024-07-29 00:37:20,058 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 1:30:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.2324, loss: 1.2324 +2024-07-29 00:37:21,669 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-07-29 00:41:36,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 00:41:36,630 - pyskl - INFO - +top1_acc 0.7525 +top5_acc 0.9481 +2024-07-29 00:41:36,649 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7525, top5_acc: 0.9481 +2024-07-29 00:42:21,630 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 1:30:43, time: 0.450, data_time: 0.197, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 1.0644, loss: 1.0644 +2024-07-29 00:42:45,558 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 1:30:17, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9669, loss_cls: 1.1657, loss: 1.1657 +2024-07-29 00:43:09,553 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 1:29:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 1.1737, loss: 1.1737 +2024-07-29 00:43:33,535 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 1:29:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.2259, loss: 1.2259 +2024-07-29 00:43:57,492 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 1:29:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7556, top5_acc: 0.9581, loss_cls: 1.2416, loss: 1.2416 +2024-07-29 00:44:21,496 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 1:28:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 1.1610, loss: 1.1610 +2024-07-29 00:44:45,479 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 1:28:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 1.1192, loss: 1.1192 +2024-07-29 00:45:09,503 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 1:27:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 1.1680, loss: 1.1680 +2024-07-29 00:45:33,449 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 1:27:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7863, top5_acc: 0.9494, loss_cls: 1.2038, loss: 1.2038 +2024-07-29 00:45:57,361 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 1:26:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 1.1647, loss: 1.1647 +2024-07-29 00:46:21,284 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 1:26:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7887, top5_acc: 0.9575, loss_cls: 1.1569, loss: 1.1569 +2024-07-29 00:46:45,236 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 1:26:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 1.1854, loss: 1.1854 +2024-07-29 00:47:09,183 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 1:25:40, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 1.1261, loss: 1.1261 +2024-07-29 00:47:33,144 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 1:25:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 1.1426, loss: 1.1426 +2024-07-29 00:47:57,066 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 1:24:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7863, top5_acc: 0.9681, loss_cls: 1.1362, loss: 1.1362 +2024-07-29 00:48:21,017 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 1:24:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9613, loss_cls: 1.1997, loss: 1.1997 +2024-07-29 00:48:44,980 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 1:23:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9587, loss_cls: 1.1893, loss: 1.1893 +2024-07-29 00:49:08,965 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 1:23:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 1.1413, loss: 1.1413 +2024-07-29 00:49:32,912 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 1:23:08, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 1.2160, loss: 1.2160 +2024-07-29 00:49:56,904 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 1:22:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 1.2471, loss: 1.2471 +2024-07-29 00:50:20,890 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 1:22:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 1.2479, loss: 1.2479 +2024-07-29 00:50:44,847 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 1:21:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 1.1465, loss: 1.1465 +2024-07-29 00:51:08,818 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 1:21:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 1.1945, loss: 1.1945 +2024-07-29 00:51:32,828 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 1:21:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.2534, loss: 1.2534 +2024-07-29 00:51:56,799 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 1:20:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 1.1448, loss: 1.1448 +2024-07-29 00:52:20,710 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 1:20:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 1.1011, loss: 1.1011 +2024-07-29 00:52:44,630 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 1:19:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9500, loss_cls: 1.1833, loss: 1.1833 +2024-07-29 00:53:08,592 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 1:19:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7319, top5_acc: 0.9531, loss_cls: 1.2821, loss: 1.2821 +2024-07-29 00:53:32,544 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 1:18:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 1.1566, loss: 1.1566 +2024-07-29 00:53:56,662 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 1:18:31, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 1.2079, loss: 1.2079 +2024-07-29 00:54:20,749 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 1:18:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9550, loss_cls: 1.1703, loss: 1.1703 +2024-07-29 00:54:44,816 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 1:17:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7612, top5_acc: 0.9500, loss_cls: 1.2138, loss: 1.2138 +2024-07-29 00:55:08,728 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 1:17:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 1.1899, loss: 1.1899 +2024-07-29 00:55:32,636 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 1:16:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7600, top5_acc: 0.9506, loss_cls: 1.2567, loss: 1.2567 +2024-07-29 00:55:34,229 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-07-29 00:59:49,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 00:59:49,848 - pyskl - INFO - +top1_acc 0.7629 +top5_acc 0.9497 +2024-07-29 00:59:49,852 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_36.pth was removed +2024-07-29 00:59:49,969 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2024-07-29 00:59:49,970 - pyskl - INFO - Best top1_acc is 0.7629 at 40 epoch. +2024-07-29 00:59:49,990 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7629, top5_acc: 0.9497 +2024-07-29 01:00:35,087 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 1:17:18, time: 0.451, data_time: 0.197, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.1022, loss: 1.1022 +2024-07-29 01:00:59,016 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 1:16:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9656, loss_cls: 1.1373, loss: 1.1373 +2024-07-29 01:01:22,999 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 1:16:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9550, loss_cls: 1.1437, loss: 1.1437 +2024-07-29 01:01:46,999 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 1:16:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 1.1769, loss: 1.1769 +2024-07-29 01:02:11,005 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 1:15:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 1.1774, loss: 1.1774 +2024-07-29 01:02:35,009 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 1:15:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9569, loss_cls: 1.1105, loss: 1.1105 +2024-07-29 01:02:59,052 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 1:14:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 1.1891, loss: 1.1891 +2024-07-29 01:03:23,108 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 1:14:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 1.1520, loss: 1.1520 +2024-07-29 01:03:47,119 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 1:13:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 1.1547, loss: 1.1547 +2024-07-29 01:04:11,116 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 1:13:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 1.1271, loss: 1.1271 +2024-07-29 01:04:35,179 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 1:13:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 1.2015, loss: 1.2015 +2024-07-29 01:04:59,192 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 1:12:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.1652, loss: 1.1652 +2024-07-29 01:05:23,220 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 1:12:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9581, loss_cls: 1.1747, loss: 1.1747 +2024-07-29 01:05:47,185 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 1:11:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 1.1808, loss: 1.1808 +2024-07-29 01:06:11,108 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 1:11:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 1.1334, loss: 1.1334 +2024-07-29 01:06:35,032 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 1:11:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.2854, loss: 1.2854 +2024-07-29 01:06:58,952 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 1:10:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 1.1579, loss: 1.1579 +2024-07-29 01:07:22,907 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 1:10:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 1.2433, loss: 1.2433 +2024-07-29 01:07:46,837 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 1:09:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 1.2151, loss: 1.2151 +2024-07-29 01:08:10,839 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 1:09:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 1.1243, loss: 1.1243 +2024-07-29 01:08:34,831 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 1:08:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 1.1655, loss: 1.1655 +2024-07-29 01:08:58,821 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 1:08:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7669, top5_acc: 0.9663, loss_cls: 1.1823, loss: 1.1823 +2024-07-29 01:09:22,825 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 1:08:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7575, top5_acc: 0.9494, loss_cls: 1.2441, loss: 1.2441 +2024-07-29 01:09:46,804 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 1:07:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 1.1604, loss: 1.1604 +2024-07-29 01:10:10,806 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 1:07:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7619, top5_acc: 0.9506, loss_cls: 1.2467, loss: 1.2467 +2024-07-29 01:10:34,810 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 1:06:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 1.0561, loss: 1.0561 +2024-07-29 01:10:58,832 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 1:06:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 1.1883, loss: 1.1883 +2024-07-29 01:11:22,826 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 1:05:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7469, top5_acc: 0.9575, loss_cls: 1.2773, loss: 1.2773 +2024-07-29 01:11:46,799 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 1:05:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.2282, loss: 1.2282 +2024-07-29 01:12:10,874 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 1:05:09, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 1.2158, loss: 1.2158 +2024-07-29 01:12:34,964 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 1:04:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 1.1675, loss: 1.1675 +2024-07-29 01:12:58,971 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 1:04:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9600, loss_cls: 1.1555, loss: 1.1555 +2024-07-29 01:13:23,007 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 1:03:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 1.2006, loss: 1.2006 +2024-07-29 01:13:46,949 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 1:03:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 1.1198, loss: 1.1198 +2024-07-29 01:13:48,566 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-07-29 01:18:06,733 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 01:18:07,286 - pyskl - INFO - +top1_acc 0.7554 +top5_acc 0.9473 +2024-07-29 01:18:07,307 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7554, top5_acc: 0.9473 +2024-07-29 01:18:52,062 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 1:03:54, time: 0.447, data_time: 0.195, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9550, loss_cls: 1.1924, loss: 1.1924 +2024-07-29 01:19:15,933 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 1:03:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 1.1443, loss: 1.1443 +2024-07-29 01:19:39,842 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 1:03:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 1.1777, loss: 1.1777 +2024-07-29 01:20:03,776 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 1:02:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 1.0946, loss: 1.0946 +2024-07-29 01:20:27,764 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 1:02:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 1.0581, loss: 1.0581 +2024-07-29 01:20:51,727 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 1:01:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 1.1991, loss: 1.1991 +2024-07-29 01:21:15,689 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 1:01:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 1.2125, loss: 1.2125 +2024-07-29 01:21:39,635 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 1:00:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 1.1912, loss: 1.1912 +2024-07-29 01:22:03,602 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 1:00:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 1.2394, loss: 1.2394 +2024-07-29 01:22:27,554 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 1:00:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 1.2204, loss: 1.2204 +2024-07-29 01:22:51,507 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 0:59:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9537, loss_cls: 1.1799, loss: 1.1799 +2024-07-29 01:23:15,455 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 0:59:15, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9569, loss_cls: 1.1765, loss: 1.1765 +2024-07-29 01:23:39,436 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 0:58:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.1009, loss: 1.1009 +2024-07-29 01:24:03,479 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 0:58:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 1.1602, loss: 1.1602 +2024-07-29 01:24:27,470 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 0:58:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 1.1642, loss: 1.1642 +2024-07-29 01:24:51,399 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 0:57:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9581, loss_cls: 1.1494, loss: 1.1494 +2024-07-29 01:25:15,358 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 0:57:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 1.0720, loss: 1.0720 +2024-07-29 01:25:39,353 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 0:56:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9581, loss_cls: 1.1244, loss: 1.1244 +2024-07-29 01:26:03,438 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 0:56:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9594, loss_cls: 1.1863, loss: 1.1863 +2024-07-29 01:26:27,450 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 0:55:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.1232, loss: 1.1232 +2024-07-29 01:26:51,496 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 0:55:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 1.0939, loss: 1.0939 +2024-07-29 01:27:15,540 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 0:55:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 1.1233, loss: 1.1233 +2024-07-29 01:27:39,467 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 0:54:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.1834, loss: 1.1834 +2024-07-29 01:28:03,408 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 0:54:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 1.2094, loss: 1.2094 +2024-07-29 01:28:27,326 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 0:53:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7581, top5_acc: 0.9619, loss_cls: 1.2078, loss: 1.2078 +2024-07-29 01:28:51,247 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 0:53:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9587, loss_cls: 1.1158, loss: 1.1158 +2024-07-29 01:29:15,154 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 0:52:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 1.1510, loss: 1.1510 +2024-07-29 01:29:39,088 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 0:52:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9550, loss_cls: 1.2223, loss: 1.2223 +2024-07-29 01:30:03,112 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 0:52:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9631, loss_cls: 1.1724, loss: 1.1724 +2024-07-29 01:30:27,037 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 0:51:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 1.1153, loss: 1.1153 +2024-07-29 01:30:51,147 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 0:51:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 1.1709, loss: 1.1709 +2024-07-29 01:31:15,099 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 0:50:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.1563, loss: 1.1563 +2024-07-29 01:31:39,071 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 0:50:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9644, loss_cls: 1.1892, loss: 1.1892 +2024-07-29 01:32:03,015 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 0:50:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9613, loss_cls: 1.1692, loss: 1.1692 +2024-07-29 01:32:04,599 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-07-29 01:36:22,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 01:36:23,264 - pyskl - INFO - +top1_acc 0.7714 +top5_acc 0.9499 +2024-07-29 01:36:23,268 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_40.pth was removed +2024-07-29 01:36:23,388 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2024-07-29 01:36:23,389 - pyskl - INFO - Best top1_acc is 0.7714 at 42 epoch. +2024-07-29 01:36:23,409 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7714, top5_acc: 0.9499 +2024-07-29 01:37:08,091 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 0:50:25, time: 0.447, data_time: 0.194, memory: 6431, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 1.1600, loss: 1.1600 +2024-07-29 01:37:32,050 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 0:50:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9619, loss_cls: 1.1382, loss: 1.1382 +2024-07-29 01:37:56,013 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 0:49:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 1.2302, loss: 1.2302 +2024-07-29 01:38:20,001 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 0:49:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 1.1467, loss: 1.1467 +2024-07-29 01:38:44,039 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 0:48:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 1.1531, loss: 1.1531 +2024-07-29 01:39:08,057 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 0:48:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.1420, loss: 1.1420 +2024-07-29 01:39:32,041 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 0:47:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 1.0940, loss: 1.0940 +2024-07-29 01:39:56,009 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 0:47:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 1.1377, loss: 1.1377 +2024-07-29 01:40:19,986 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 0:47:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 1.0856, loss: 1.0856 +2024-07-29 01:40:43,938 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 0:46:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 1.1706, loss: 1.1706 +2024-07-29 01:41:07,892 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 0:46:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 1.1262, loss: 1.1262 +2024-07-29 01:41:31,809 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 0:45:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 1.1201, loss: 1.1201 +2024-07-29 01:41:55,704 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 0:45:22, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7575, top5_acc: 0.9650, loss_cls: 1.2075, loss: 1.2075 +2024-07-29 01:42:19,612 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 0:44:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.1779, loss: 1.1779 +2024-07-29 01:42:43,596 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 0:44:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 1.1446, loss: 1.1446 +2024-07-29 01:43:07,586 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 0:44:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 1.1875, loss: 1.1875 +2024-07-29 01:43:31,533 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 0:43:41, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 1.1922, loss: 1.1922 +2024-07-29 01:43:55,571 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 0:43:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7675, top5_acc: 0.9531, loss_cls: 1.2283, loss: 1.2283 +2024-07-29 01:44:19,586 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 0:42:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 1.1684, loss: 1.1684 +2024-07-29 01:44:43,568 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 0:42:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9688, loss_cls: 1.1152, loss: 1.1152 +2024-07-29 01:45:07,534 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 0:42:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 1.0828, loss: 1.0828 +2024-07-29 01:45:31,498 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 0:41:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 1.1207, loss: 1.1207 +2024-07-29 01:45:55,464 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 0:41:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 1.1617, loss: 1.1617 +2024-07-29 01:46:19,450 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 0:40:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7669, top5_acc: 0.9631, loss_cls: 1.1990, loss: 1.1990 +2024-07-29 01:46:43,422 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 0:40:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.1948, loss: 1.1948 +2024-07-29 01:47:07,391 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 0:39:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7675, top5_acc: 0.9644, loss_cls: 1.2040, loss: 1.2040 +2024-07-29 01:47:31,433 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 0:39:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 1.1334, loss: 1.1334 +2024-07-29 01:47:55,634 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 0:39:05, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 1.1513, loss: 1.1513 +2024-07-29 01:48:19,676 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 0:38:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 1.1414, loss: 1.1414 +2024-07-29 01:48:43,680 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 0:38:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 1.2021, loss: 1.2021 +2024-07-29 01:49:07,673 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 0:37:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 1.1006, loss: 1.1006 +2024-07-29 01:49:31,685 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 0:37:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.2020, loss: 1.2020 +2024-07-29 01:49:55,700 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 0:37:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.2281, loss: 1.2281 +2024-07-29 01:50:19,706 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 0:36:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 1.1663, loss: 1.1663 +2024-07-29 01:50:21,299 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-07-29 01:54:39,494 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 01:54:40,042 - pyskl - INFO - +top1_acc 0.7426 +top5_acc 0.9420 +2024-07-29 01:54:40,065 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7426, top5_acc: 0.9420 +2024-07-29 01:55:24,952 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 0:36:57, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 1.1405, loss: 1.1405 +2024-07-29 01:55:48,834 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 0:36:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 1.1100, loss: 1.1100 +2024-07-29 01:56:12,760 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 0:36:07, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 1.1410, loss: 1.1410 +2024-07-29 01:56:36,690 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 0:35:41, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9688, loss_cls: 1.0701, loss: 1.0701 +2024-07-29 01:57:00,627 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 0:35:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.1530, loss: 1.1530 +2024-07-29 01:57:24,549 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 0:34:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 1.1023, loss: 1.1023 +2024-07-29 01:57:48,482 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 0:34:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 1.2345, loss: 1.2345 +2024-07-29 01:58:12,478 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 0:34:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 1.2087, loss: 1.2087 +2024-07-29 01:58:36,446 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 0:33:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 1.1188, loss: 1.1188 +2024-07-29 01:59:00,417 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 0:33:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 1.1036, loss: 1.1036 +2024-07-29 01:59:24,392 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 0:32:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 1.1173, loss: 1.1173 +2024-07-29 01:59:48,410 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 0:32:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 1.0749, loss: 1.0749 +2024-07-29 02:00:12,425 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 0:31:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9606, loss_cls: 1.2187, loss: 1.2187 +2024-07-29 02:00:36,416 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 0:31:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7644, top5_acc: 0.9656, loss_cls: 1.2072, loss: 1.2072 +2024-07-29 02:01:00,419 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 0:31:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9537, loss_cls: 1.1436, loss: 1.1436 +2024-07-29 02:01:24,542 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 0:30:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 1.0843, loss: 1.0843 +2024-07-29 02:01:48,567 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 0:30:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.1669, loss: 1.1669 +2024-07-29 02:02:12,515 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 0:29:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9637, loss_cls: 1.1368, loss: 1.1368 +2024-07-29 02:02:36,497 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 0:29:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 1.0883, loss: 1.0883 +2024-07-29 02:03:00,547 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 0:28:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 1.1285, loss: 1.1285 +2024-07-29 02:03:24,597 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 0:28:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 1.1977, loss: 1.1977 +2024-07-29 02:03:48,587 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 0:28:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7831, top5_acc: 0.9637, loss_cls: 1.1354, loss: 1.1354 +2024-07-29 02:04:12,589 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 0:27:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 1.1170, loss: 1.1170 +2024-07-29 02:04:36,528 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 0:27:18, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 1.1908, loss: 1.1908 +2024-07-29 02:05:00,490 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 0:26:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.2036, loss: 1.2036 +2024-07-29 02:05:24,454 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 0:26:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 1.1639, loss: 1.1639 +2024-07-29 02:05:48,429 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 0:26:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 1.2246, loss: 1.2246 +2024-07-29 02:06:12,407 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 0:25:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 1.1928, loss: 1.1928 +2024-07-29 02:06:36,420 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 0:25:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.1821, loss: 1.1821 +2024-07-29 02:07:00,465 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 0:24:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 1.1768, loss: 1.1768 +2024-07-29 02:07:24,637 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 0:24:23, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.0615, loss: 1.0615 +2024-07-29 02:07:48,720 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 0:23:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 1.1417, loss: 1.1417 +2024-07-29 02:08:12,747 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 0:23:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 1.1601, loss: 1.1601 +2024-07-29 02:08:36,783 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 0:23:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 1.0956, loss: 1.0956 +2024-07-29 02:08:38,426 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-07-29 02:12:56,508 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 02:12:57,060 - pyskl - INFO - +top1_acc 0.7527 +top5_acc 0.9528 +2024-07-29 02:12:57,082 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7527, top5_acc: 0.9528 +2024-07-29 02:13:42,004 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 0:23:29, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 1.1173, loss: 1.1173 +2024-07-29 02:14:06,007 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 0:23:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 1.1437, loss: 1.1437 +2024-07-29 02:14:30,175 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 0:22:39, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9587, loss_cls: 1.1230, loss: 1.1230 +2024-07-29 02:14:54,219 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 0:22:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9519, loss_cls: 1.1554, loss: 1.1554 +2024-07-29 02:15:18,154 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 0:21:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.0773, loss: 1.0773 +2024-07-29 02:15:42,294 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 0:21:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.1302, loss: 1.1302 +2024-07-29 02:16:06,370 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 0:20:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 1.1224, loss: 1.1224 +2024-07-29 02:16:30,326 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 0:20:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.1525, loss: 1.1525 +2024-07-29 02:16:54,279 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 0:20:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 1.0663, loss: 1.0663 +2024-07-29 02:17:18,227 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 0:19:43, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 1.1842, loss: 1.1842 +2024-07-29 02:17:42,211 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 0:19:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9663, loss_cls: 1.1507, loss: 1.1507 +2024-07-29 02:18:06,183 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 0:18:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 1.1398, loss: 1.1398 +2024-07-29 02:18:30,229 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 0:18:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 1.1440, loss: 1.1440 +2024-07-29 02:18:54,304 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 0:18:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.1418, loss: 1.1418 +2024-07-29 02:19:18,309 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 0:17:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 1.1175, loss: 1.1175 +2024-07-29 02:19:42,281 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 0:17:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9600, loss_cls: 1.1137, loss: 1.1137 +2024-07-29 02:20:06,235 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 0:16:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 1.1083, loss: 1.1083 +2024-07-29 02:20:30,178 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 0:16:22, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.1287, loss: 1.1287 +2024-07-29 02:20:54,104 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 0:15:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 1.1156, loss: 1.1156 +2024-07-29 02:21:18,060 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 0:15:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.1567, loss: 1.1567 +2024-07-29 02:21:42,038 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 0:15:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 1.1296, loss: 1.1296 +2024-07-29 02:22:06,022 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 0:14:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 1.1409, loss: 1.1409 +2024-07-29 02:22:30,002 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 0:14:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.1117, loss: 1.1117 +2024-07-29 02:22:54,079 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 0:13:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 1.2024, loss: 1.2024 +2024-07-29 02:23:18,170 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 0:13:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 1.1519, loss: 1.1519 +2024-07-29 02:23:42,214 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 0:13:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 1.1616, loss: 1.1616 +2024-07-29 02:24:06,202 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 0:12:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 1.0716, loss: 1.0716 +2024-07-29 02:24:30,228 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 0:12:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7544, top5_acc: 0.9550, loss_cls: 1.2526, loss: 1.2526 +2024-07-29 02:24:54,226 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 0:11:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 1.3191, loss: 1.3191 +2024-07-29 02:25:18,230 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 0:11:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 1.1482, loss: 1.1482 +2024-07-29 02:25:42,313 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 0:10:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.1562, loss: 1.1562 +2024-07-29 02:26:06,296 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 0:10:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9581, loss_cls: 1.1372, loss: 1.1372 +2024-07-29 02:26:30,251 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 0:10:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9594, loss_cls: 1.1859, loss: 1.1859 +2024-07-29 02:26:54,476 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 0:09:41, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9650, loss_cls: 1.1013, loss: 1.1013 +2024-07-29 02:26:56,098 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-07-29 02:31:10,404 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 02:31:10,950 - pyskl - INFO - +top1_acc 0.7519 +top5_acc 0.9464 +2024-07-29 02:31:10,969 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7519, top5_acc: 0.9464 +2024-07-29 02:31:55,879 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 0:10:01, time: 0.449, data_time: 0.192, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 1.1381, loss: 1.1381 +2024-07-29 02:32:19,885 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 0:09:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.1256, loss: 1.1256 +2024-07-29 02:32:43,814 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 0:09:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 1.0900, loss: 1.0900 +2024-07-29 02:33:07,768 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 0:08:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 1.0961, loss: 1.0961 +2024-07-29 02:33:31,671 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 0:08:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.1283, loss: 1.1283 +2024-07-29 02:33:55,610 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 0:07:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 1.1883, loss: 1.1883 +2024-07-29 02:34:19,544 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 0:07:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 1.2222, loss: 1.2222 +2024-07-29 02:34:43,472 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 0:07:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 1.0981, loss: 1.0981 +2024-07-29 02:35:07,398 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 0:06:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 1.1506, loss: 1.1506 +2024-07-29 02:35:31,324 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 0:06:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 1.1555, loss: 1.1555 +2024-07-29 02:35:55,282 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 0:05:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 1.1666, loss: 1.1666 +2024-07-29 02:36:19,291 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 0:05:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 1.1465, loss: 1.1465 +2024-07-29 02:36:43,351 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 0:04:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 1.1588, loss: 1.1588 +2024-07-29 02:37:07,465 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 0:04:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 1.1777, loss: 1.1777 +2024-07-29 02:37:31,407 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 0:04:08, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9631, loss_cls: 1.1366, loss: 1.1366 +2024-07-29 02:37:55,335 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 0:03:43, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 1.1155, loss: 1.1155 +2024-07-29 02:38:19,301 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 0:03:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 1.1346, loss: 1.1346 +2024-07-29 02:38:43,328 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 0:02:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 1.1845, loss: 1.1845 +2024-07-29 02:39:07,307 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 0:02:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 1.1688, loss: 1.1688 +2024-07-29 02:39:31,204 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 0:02:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9613, loss_cls: 1.0990, loss: 1.0990 +2024-07-29 02:39:55,095 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 0:01:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 1.1593, loss: 1.1593 +2024-07-29 02:40:19,010 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 0:01:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.1575, loss: 1.1575 +2024-07-29 02:40:42,919 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 0:00:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 1.0672, loss: 1.0672 +2024-07-29 02:41:06,805 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 0:00:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9494, loss_cls: 1.1691, loss: 1.1691 +2024-07-29 02:41:30,700 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 23:59:55, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 1.1432, loss: 1.1432 +2024-07-29 02:41:54,588 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 23:59:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7569, top5_acc: 0.9563, loss_cls: 1.2105, loss: 1.2105 +2024-07-29 02:42:18,464 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 23:59:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 1.1221, loss: 1.1221 +2024-07-29 02:42:42,347 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 23:58:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 1.1625, loss: 1.1625 +2024-07-29 02:43:06,204 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 23:58:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9719, loss_cls: 1.1358, loss: 1.1358 +2024-07-29 02:43:30,076 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 23:57:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 1.1385, loss: 1.1385 +2024-07-29 02:43:53,981 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 23:57:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9575, loss_cls: 1.0838, loss: 1.0838 +2024-07-29 02:44:18,043 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 23:56:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 1.0898, loss: 1.0898 +2024-07-29 02:44:41,998 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 23:56:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 1.0788, loss: 1.0788 +2024-07-29 02:45:05,844 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 23:56:07, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.1477, loss: 1.1477 +2024-07-29 02:45:07,382 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-07-29 02:49:21,738 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 02:49:22,283 - pyskl - INFO - +top1_acc 0.7447 +top5_acc 0.9415 +2024-07-29 02:49:22,303 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7447, top5_acc: 0.9415 +2024-07-29 02:50:07,343 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 23:56:26, time: 0.450, data_time: 0.198, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9719, loss_cls: 1.1257, loss: 1.1257 +2024-07-29 02:50:31,258 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 23:56:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 1.0675, loss: 1.0675 +2024-07-29 02:50:55,208 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 23:55:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9650, loss_cls: 1.0521, loss: 1.0521 +2024-07-29 02:51:19,159 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 23:55:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 1.0694, loss: 1.0694 +2024-07-29 02:51:43,154 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 23:54:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 1.1835, loss: 1.1835 +2024-07-29 02:52:07,165 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 23:54:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 1.1173, loss: 1.1173 +2024-07-29 02:52:31,126 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 23:53:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9594, loss_cls: 1.1315, loss: 1.1315 +2024-07-29 02:52:55,055 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 23:53:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 1.1872, loss: 1.1872 +2024-07-29 02:53:18,967 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 23:53:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9594, loss_cls: 1.1613, loss: 1.1613 +2024-07-29 02:53:43,033 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 23:52:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 1.0980, loss: 1.0980 +2024-07-29 02:54:07,042 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 23:52:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 1.1671, loss: 1.1671 +2024-07-29 02:54:31,102 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 23:51:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 1.1324, loss: 1.1324 +2024-07-29 02:54:55,008 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 23:51:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9625, loss_cls: 1.0505, loss: 1.0505 +2024-07-29 02:55:18,902 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 23:50:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 1.0817, loss: 1.0817 +2024-07-29 02:55:42,760 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 23:50:33, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9550, loss_cls: 1.1225, loss: 1.1225 +2024-07-29 02:56:06,591 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 23:50:07, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 1.1120, loss: 1.1120 +2024-07-29 02:56:30,452 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 23:49:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9563, loss_cls: 1.1646, loss: 1.1646 +2024-07-29 02:56:54,372 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 23:49:17, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 1.1143, loss: 1.1143 +2024-07-29 02:57:18,271 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 23:48:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 1.1586, loss: 1.1586 +2024-07-29 02:57:42,194 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 23:48:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 1.1190, loss: 1.1190 +2024-07-29 02:58:06,115 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 23:48:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 1.1966, loss: 1.1966 +2024-07-29 02:58:30,035 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 23:47:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 1.1371, loss: 1.1371 +2024-07-29 02:58:53,845 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 23:47:10, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 1.0640, loss: 1.0640 +2024-07-29 02:59:17,721 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 23:46:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9519, loss_cls: 1.1316, loss: 1.1316 +2024-07-29 02:59:41,548 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 23:46:19, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 1.1246, loss: 1.1246 +2024-07-29 03:00:05,376 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 23:45:54, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7600, top5_acc: 0.9637, loss_cls: 1.2282, loss: 1.2282 +2024-07-29 03:00:29,203 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 23:45:28, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.1403, loss: 1.1403 +2024-07-29 03:00:53,021 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 23:45:03, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 1.0860, loss: 1.0860 +2024-07-29 03:01:16,805 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 23:44:37, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 1.0699, loss: 1.0699 +2024-07-29 03:01:40,613 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 23:44:12, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9556, loss_cls: 1.1489, loss: 1.1489 +2024-07-29 03:02:04,411 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 23:43:46, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 1.1103, loss: 1.1103 +2024-07-29 03:02:28,390 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 23:43:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9537, loss_cls: 1.1890, loss: 1.1890 +2024-07-29 03:02:52,346 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 23:42:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 1.1001, loss: 1.1001 +2024-07-29 03:03:16,289 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 23:42:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9556, loss_cls: 1.1276, loss: 1.1276 +2024-07-29 03:03:17,920 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-07-29 03:07:32,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 03:07:32,987 - pyskl - INFO - +top1_acc 0.7617 +top5_acc 0.9478 +2024-07-29 03:07:33,007 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7617, top5_acc: 0.9478 +2024-07-29 03:08:18,055 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 23:42:48, time: 0.450, data_time: 0.198, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 1.0976, loss: 1.0976 +2024-07-29 03:08:41,963 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 23:42:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 1.0868, loss: 1.0868 +2024-07-29 03:09:05,939 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 23:41:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 1.0430, loss: 1.0430 +2024-07-29 03:09:29,881 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 23:41:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 1.0194, loss: 1.0194 +2024-07-29 03:09:53,884 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 23:41:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 1.1020, loss: 1.1020 +2024-07-29 03:10:17,899 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 23:40:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 1.1108, loss: 1.1108 +2024-07-29 03:10:41,911 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 23:40:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 1.1115, loss: 1.1115 +2024-07-29 03:11:05,872 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 23:39:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 1.0888, loss: 1.0888 +2024-07-29 03:11:29,742 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 23:39:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 1.0863, loss: 1.0863 +2024-07-29 03:11:53,742 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 23:39:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 1.1071, loss: 1.1071 +2024-07-29 03:12:17,644 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 23:38:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7662, top5_acc: 0.9650, loss_cls: 1.1633, loss: 1.1633 +2024-07-29 03:12:41,596 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 23:38:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 1.1115, loss: 1.1115 +2024-07-29 03:13:05,519 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 23:37:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 1.1501, loss: 1.1501 +2024-07-29 03:13:29,483 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 23:37:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 1.1164, loss: 1.1164 +2024-07-29 03:13:53,455 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 23:36:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 1.1232, loss: 1.1232 +2024-07-29 03:14:17,328 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 23:36:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.1248, loss: 1.1248 +2024-07-29 03:14:41,316 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 23:36:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9669, loss_cls: 1.1067, loss: 1.1067 +2024-07-29 03:15:05,200 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 23:35:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 1.1446, loss: 1.1446 +2024-07-29 03:15:29,080 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 23:35:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9613, loss_cls: 1.1070, loss: 1.1070 +2024-07-29 03:15:53,114 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 23:34:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 1.1021, loss: 1.1021 +2024-07-29 03:16:17,354 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 23:34:24, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 1.1127, loss: 1.1127 +2024-07-29 03:16:41,465 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 23:34:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 1.1379, loss: 1.1379 +2024-07-29 03:17:05,482 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 23:33:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9631, loss_cls: 1.1498, loss: 1.1498 +2024-07-29 03:17:29,473 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 23:33:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 1.1471, loss: 1.1471 +2024-07-29 03:17:53,393 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 23:32:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7644, top5_acc: 0.9513, loss_cls: 1.2049, loss: 1.2049 +2024-07-29 03:18:17,320 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 23:32:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 1.1753, loss: 1.1753 +2024-07-29 03:18:41,250 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 23:31:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 1.1134, loss: 1.1134 +2024-07-29 03:19:05,196 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 23:31:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 1.1683, loss: 1.1683 +2024-07-29 03:19:29,100 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 23:31:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.1644, loss: 1.1644 +2024-07-29 03:19:53,019 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 23:30:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.1485, loss: 1.1485 +2024-07-29 03:20:16,958 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 23:30:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 1.1023, loss: 1.1023 +2024-07-29 03:20:40,904 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 23:29:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.1943, loss: 1.1943 +2024-07-29 03:21:04,841 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 23:29:22, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 1.0753, loss: 1.0753 +2024-07-29 03:21:28,746 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 23:28:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 1.1891, loss: 1.1891 +2024-07-29 03:21:30,311 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-07-29 03:25:48,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 03:25:49,308 - pyskl - INFO - +top1_acc 0.7710 +top5_acc 0.9531 +2024-07-29 03:25:49,329 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7710, top5_acc: 0.9531 +2024-07-29 03:26:34,844 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 23:29:14, time: 0.455, data_time: 0.201, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9619, loss_cls: 1.0753, loss: 1.0753 +2024-07-29 03:26:58,873 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 23:28:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 1.0606, loss: 1.0606 +2024-07-29 03:27:22,896 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 23:28:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.0538, loss: 1.0538 +2024-07-29 03:27:46,836 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 23:27:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 1.1020, loss: 1.1020 +2024-07-29 03:28:10,806 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 23:27:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 1.0682, loss: 1.0682 +2024-07-29 03:28:34,776 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 23:27:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 1.0866, loss: 1.0866 +2024-07-29 03:28:58,741 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 23:26:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 1.1298, loss: 1.1298 +2024-07-29 03:29:22,735 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 23:26:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.1265, loss: 1.1265 +2024-07-29 03:29:46,848 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 23:25:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 1.0947, loss: 1.0947 +2024-07-29 03:30:10,823 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 23:25:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 1.0639, loss: 1.0639 +2024-07-29 03:30:34,809 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 23:25:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 1.2340, loss: 1.2340 +2024-07-29 03:30:58,755 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 23:24:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 1.1677, loss: 1.1677 +2024-07-29 03:31:22,707 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 23:24:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 1.1529, loss: 1.1529 +2024-07-29 03:31:46,604 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 23:23:47, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.1115, loss: 1.1115 +2024-07-29 03:32:10,541 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 23:23:22, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.1359, loss: 1.1359 +2024-07-29 03:32:34,460 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 23:22:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 1.0976, loss: 1.0976 +2024-07-29 03:32:58,353 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 23:22:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 1.1143, loss: 1.1143 +2024-07-29 03:33:22,216 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 23:22:06, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9619, loss_cls: 1.0506, loss: 1.0506 +2024-07-29 03:33:46,201 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 23:21:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7719, top5_acc: 0.9613, loss_cls: 1.1657, loss: 1.1657 +2024-07-29 03:34:10,167 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 23:21:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.0976, loss: 1.0976 +2024-07-29 03:34:34,144 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 23:20:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 1.1182, loss: 1.1182 +2024-07-29 03:34:58,138 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 23:20:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 1.1592, loss: 1.1592 +2024-07-29 03:35:22,077 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 23:20:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9525, loss_cls: 1.1374, loss: 1.1374 +2024-07-29 03:35:46,038 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 23:19:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7625, top5_acc: 0.9688, loss_cls: 1.1550, loss: 1.1550 +2024-07-29 03:36:09,999 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 23:19:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 1.1455, loss: 1.1455 +2024-07-29 03:36:33,968 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 23:18:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7575, top5_acc: 0.9613, loss_cls: 1.1991, loss: 1.1991 +2024-07-29 03:36:57,888 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 23:18:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 1.1621, loss: 1.1621 +2024-07-29 03:37:21,809 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 23:17:55, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 1.0558, loss: 1.0558 +2024-07-29 03:37:45,730 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 23:17:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 1.1469, loss: 1.1469 +2024-07-29 03:38:09,661 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 23:17:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.1055, loss: 1.1055 +2024-07-29 03:38:33,506 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 23:16:39, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.1033, loss: 1.1033 +2024-07-29 03:38:57,475 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 23:16:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 1.0704, loss: 1.0704 +2024-07-29 03:39:21,715 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 23:15:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 1.2033, loss: 1.2033 +2024-07-29 03:39:45,720 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 23:15:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 1.1259, loss: 1.1259 +2024-07-29 03:39:47,308 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-07-29 03:44:01,779 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 03:44:02,327 - pyskl - INFO - +top1_acc 0.7592 +top5_acc 0.9486 +2024-07-29 03:44:02,346 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7592, top5_acc: 0.9486 +2024-07-29 03:44:47,193 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 23:15:38, time: 0.448, data_time: 0.195, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.0909, loss: 1.0909 +2024-07-29 03:45:11,060 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 23:15:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 1.1334, loss: 1.1334 +2024-07-29 03:45:35,064 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 23:14:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7719, top5_acc: 0.9525, loss_cls: 1.1692, loss: 1.1692 +2024-07-29 03:45:58,982 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 23:14:22, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 1.0542, loss: 1.0542 +2024-07-29 03:46:22,869 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 23:13:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 1.0373, loss: 1.0373 +2024-07-29 03:46:46,765 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 23:13:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.0794, loss: 1.0794 +2024-07-29 03:47:10,930 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 23:13:07, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9563, loss_cls: 1.1566, loss: 1.1566 +2024-07-29 03:47:35,073 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 23:12:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 1.0439, loss: 1.0439 +2024-07-29 03:47:59,119 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 23:12:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9600, loss_cls: 1.1175, loss: 1.1175 +2024-07-29 03:48:23,048 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 23:11:52, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7688, top5_acc: 0.9675, loss_cls: 1.1512, loss: 1.1512 +2024-07-29 03:48:46,992 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 23:11:27, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9594, loss_cls: 1.1332, loss: 1.1332 +2024-07-29 03:49:10,963 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 23:11:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 1.0633, loss: 1.0633 +2024-07-29 03:49:34,991 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 23:10:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 1.1069, loss: 1.1069 +2024-07-29 03:49:58,997 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 23:10:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.0922, loss: 1.0922 +2024-07-29 03:50:22,982 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 23:09:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 1.1511, loss: 1.1511 +2024-07-29 03:50:47,035 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 23:09:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.1038, loss: 1.1038 +2024-07-29 03:51:10,993 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 23:08:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 1.1401, loss: 1.1401 +2024-07-29 03:51:34,988 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 23:08:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 1.2061, loss: 1.2061 +2024-07-29 03:51:58,968 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 23:08:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9569, loss_cls: 1.1727, loss: 1.1727 +2024-07-29 03:52:22,998 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 23:07:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 1.1427, loss: 1.1427 +2024-07-29 03:52:46,954 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 23:07:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9600, loss_cls: 1.1244, loss: 1.1244 +2024-07-29 03:53:10,922 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 23:06:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9550, loss_cls: 1.0595, loss: 1.0595 +2024-07-29 03:53:34,878 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 23:06:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 1.0504, loss: 1.0504 +2024-07-29 03:53:58,836 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 23:06:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 1.1613, loss: 1.1613 +2024-07-29 03:54:22,787 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 23:05:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 1.0479, loss: 1.0479 +2024-07-29 03:54:46,750 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 23:05:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.1598, loss: 1.1598 +2024-07-29 03:55:10,728 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 23:04:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.0100, loss: 1.0100 +2024-07-29 03:55:34,671 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 23:04:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 1.0502, loss: 1.0502 +2024-07-29 03:55:58,622 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 23:03:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 1.1211, loss: 1.1211 +2024-07-29 03:56:22,583 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 23:03:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 1.0967, loss: 1.0967 +2024-07-29 03:56:46,528 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 23:03:05, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.1255, loss: 1.1255 +2024-07-29 03:57:10,511 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 23:02:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.0820, loss: 1.0820 +2024-07-29 03:57:34,509 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 23:02:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 1.1543, loss: 1.1543 +2024-07-29 03:57:58,476 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 23:01:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 1.2158, loss: 1.2158 +2024-07-29 03:58:00,064 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-07-29 04:02:17,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 04:02:18,125 - pyskl - INFO - +top1_acc 0.7797 +top5_acc 0.9527 +2024-07-29 04:02:18,129 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_42.pth was removed +2024-07-29 04:02:18,248 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. +2024-07-29 04:02:18,249 - pyskl - INFO - Best top1_acc is 0.7797 at 50 epoch. +2024-07-29 04:02:18,275 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7797, top5_acc: 0.9527 +2024-07-29 04:03:02,964 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 23:02:02, time: 0.447, data_time: 0.193, memory: 6431, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 1.0160, loss: 1.0160 +2024-07-29 04:03:26,908 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 23:01:37, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 1.0481, loss: 1.0481 +2024-07-29 04:03:50,856 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 23:01:12, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 1.0454, loss: 1.0454 +2024-07-29 04:04:14,799 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 23:00:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9606, loss_cls: 1.0875, loss: 1.0875 +2024-07-29 04:04:38,805 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 23:00:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 1.0884, loss: 1.0884 +2024-07-29 04:05:02,728 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 22:59:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 1.0991, loss: 1.0991 +2024-07-29 04:05:26,663 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 22:59:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 1.1461, loss: 1.1461 +2024-07-29 04:05:50,596 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 22:59:06, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.0872, loss: 1.0872 +2024-07-29 04:06:14,568 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 22:58:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 1.0544, loss: 1.0544 +2024-07-29 04:06:38,522 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 22:58:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 0.9877, loss: 0.9877 +2024-07-29 04:07:02,468 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 22:57:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.0597, loss: 1.0597 +2024-07-29 04:07:26,402 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 22:57:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 1.1301, loss: 1.1301 +2024-07-29 04:07:50,312 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 22:57:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 1.0483, loss: 1.0483 +2024-07-29 04:08:14,249 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 22:56:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.1063, loss: 1.1063 +2024-07-29 04:08:38,181 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 22:56:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 1.0844, loss: 1.0844 +2024-07-29 04:09:02,196 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 22:55:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 1.1355, loss: 1.1355 +2024-07-29 04:09:26,086 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 22:55:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9525, loss_cls: 1.1395, loss: 1.1395 +2024-07-29 04:09:49,956 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 22:54:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9575, loss_cls: 1.1079, loss: 1.1079 +2024-07-29 04:10:13,884 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 22:54:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 1.1118, loss: 1.1118 +2024-07-29 04:10:37,795 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 22:54:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.1026, loss: 1.1026 +2024-07-29 04:11:01,714 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 22:53:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 1.0767, loss: 1.0767 +2024-07-29 04:11:25,639 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 22:53:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 1.0948, loss: 1.0948 +2024-07-29 04:11:49,552 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 22:52:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7744, top5_acc: 0.9619, loss_cls: 1.1362, loss: 1.1362 +2024-07-29 04:12:13,466 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 22:52:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 1.0944, loss: 1.0944 +2024-07-29 04:12:37,372 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 22:51:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 1.0761, loss: 1.0761 +2024-07-29 04:13:01,305 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 22:51:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7700, top5_acc: 0.9537, loss_cls: 1.1775, loss: 1.1775 +2024-07-29 04:13:25,215 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 22:51:07, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 1.1074, loss: 1.1074 +2024-07-29 04:13:49,119 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 22:50:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9581, loss_cls: 1.0826, loss: 1.0826 +2024-07-29 04:14:13,016 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 22:50:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7825, top5_acc: 0.9725, loss_cls: 1.0980, loss: 1.0980 +2024-07-29 04:14:36,921 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 22:49:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 1.1217, loss: 1.1217 +2024-07-29 04:15:00,818 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 22:49:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.1420, loss: 1.1420 +2024-07-29 04:15:24,701 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 22:49:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 1.1585, loss: 1.1585 +2024-07-29 04:15:48,643 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 22:48:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 1.0443, loss: 1.0443 +2024-07-29 04:16:12,518 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 22:48:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 1.1224, loss: 1.1224 +2024-07-29 04:16:14,070 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-07-29 04:20:28,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 04:20:28,857 - pyskl - INFO - +top1_acc 0.7626 +top5_acc 0.9464 +2024-07-29 04:20:28,879 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7626, top5_acc: 0.9464 +2024-07-29 04:21:13,510 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 22:48:22, time: 0.446, data_time: 0.194, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 1.0432, loss: 1.0432 +2024-07-29 04:21:37,382 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 22:47:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.9881, loss: 0.9881 +2024-07-29 04:22:01,254 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 22:47:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 1.0688, loss: 1.0688 +2024-07-29 04:22:25,326 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 22:47:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 1.0314, loss: 1.0314 +2024-07-29 04:22:49,335 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 22:46:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 1.0607, loss: 1.0607 +2024-07-29 04:23:13,325 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 22:46:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.9660, loss: 0.9660 +2024-07-29 04:23:37,261 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 22:45:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 1.0625, loss: 1.0625 +2024-07-29 04:24:01,207 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 22:45:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.1368, loss: 1.1368 +2024-07-29 04:24:25,163 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 22:45:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.0878, loss: 1.0878 +2024-07-29 04:24:49,104 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 22:44:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.0559, loss: 1.0559 +2024-07-29 04:25:13,107 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 22:44:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.1073, loss: 1.1073 +2024-07-29 04:25:37,024 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 22:43:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.1060, loss: 1.1060 +2024-07-29 04:26:00,923 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 22:43:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.1242, loss: 1.1242 +2024-07-29 04:26:25,146 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 22:42:55, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 1.0437, loss: 1.0437 +2024-07-29 04:26:49,331 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 22:42:30, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 1.1577, loss: 1.1577 +2024-07-29 04:27:13,292 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 22:42:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9625, loss_cls: 1.1165, loss: 1.1165 +2024-07-29 04:27:37,178 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 22:41:40, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 1.0183, loss: 1.0183 +2024-07-29 04:28:01,108 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 22:41:15, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 1.0426, loss: 1.0426 +2024-07-29 04:28:25,004 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 22:40:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9600, loss_cls: 1.0892, loss: 1.0892 +2024-07-29 04:28:48,918 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 22:40:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 1.0732, loss: 1.0732 +2024-07-29 04:29:12,893 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 22:39:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9688, loss_cls: 0.9904, loss: 0.9904 +2024-07-29 04:29:36,865 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 22:39:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 1.0612, loss: 1.0612 +2024-07-29 04:30:00,811 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 22:39:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 1.1641, loss: 1.1641 +2024-07-29 04:30:24,711 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 22:38:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 1.1045, loss: 1.1045 +2024-07-29 04:30:48,609 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 22:38:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 1.0911, loss: 1.0911 +2024-07-29 04:31:12,511 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 22:37:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 1.1098, loss: 1.1098 +2024-07-29 04:31:36,458 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 22:37:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9556, loss_cls: 1.1174, loss: 1.1174 +2024-07-29 04:32:00,341 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 22:37:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 1.1490, loss: 1.1490 +2024-07-29 04:32:24,208 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 22:36:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9519, loss_cls: 1.1354, loss: 1.1354 +2024-07-29 04:32:48,241 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 22:36:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 1.0450, loss: 1.0450 +2024-07-29 04:33:12,212 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 22:35:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 1.0985, loss: 1.0985 +2024-07-29 04:33:36,159 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 22:35:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 1.0917, loss: 1.0917 +2024-07-29 04:34:00,004 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 22:34:57, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 1.1535, loss: 1.1535 +2024-07-29 04:34:23,962 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 22:34:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 1.1531, loss: 1.1531 +2024-07-29 04:34:25,593 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-07-29 04:38:43,147 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 04:38:43,693 - pyskl - INFO - +top1_acc 0.7679 +top5_acc 0.9517 +2024-07-29 04:38:43,712 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7679, top5_acc: 0.9517 +2024-07-29 04:39:28,561 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 22:34:43, time: 0.448, data_time: 0.195, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 1.1073, loss: 1.1073 +2024-07-29 04:39:52,514 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 22:34:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.9757, loss: 0.9757 +2024-07-29 04:40:16,396 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 22:33:52, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.0372, loss: 1.0372 +2024-07-29 04:40:40,251 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 22:33:27, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 1.1167, loss: 1.1167 +2024-07-29 04:41:04,197 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 22:33:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.0199, loss: 1.0199 +2024-07-29 04:41:28,131 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 22:32:37, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.0690, loss: 1.0690 +2024-07-29 04:41:52,123 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 22:32:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 1.0731, loss: 1.0731 +2024-07-29 04:42:16,131 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 22:31:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9769, loss_cls: 1.0357, loss: 1.0357 +2024-07-29 04:42:40,033 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 22:31:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 1.0854, loss: 1.0854 +2024-07-29 04:43:03,966 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 22:30:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 1.0892, loss: 1.0892 +2024-07-29 04:43:27,895 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 22:30:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7769, top5_acc: 0.9675, loss_cls: 1.0923, loss: 1.0923 +2024-07-29 04:43:51,852 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 22:30:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 1.0816, loss: 1.0816 +2024-07-29 04:44:15,805 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 22:29:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9650, loss_cls: 1.0837, loss: 1.0837 +2024-07-29 04:44:39,769 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 22:29:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 1.0209, loss: 1.0209 +2024-07-29 04:45:03,723 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 22:28:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9613, loss_cls: 1.1042, loss: 1.1042 +2024-07-29 04:45:27,664 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 22:28:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9625, loss_cls: 1.0688, loss: 1.0688 +2024-07-29 04:45:51,565 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 22:28:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 1.0117, loss: 1.0117 +2024-07-29 04:46:15,443 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 22:27:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9669, loss_cls: 1.0847, loss: 1.0847 +2024-07-29 04:46:39,317 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 22:27:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9556, loss_cls: 1.1267, loss: 1.1267 +2024-07-29 04:47:03,235 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 22:26:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 1.0899, loss: 1.0899 +2024-07-29 04:47:27,180 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 22:26:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 1.1430, loss: 1.1430 +2024-07-29 04:47:51,122 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 22:25:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.1177, loss: 1.1177 +2024-07-29 04:48:15,099 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 22:25:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.0689, loss: 1.0689 +2024-07-29 04:48:39,120 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 22:25:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 1.0543, loss: 1.0543 +2024-07-29 04:49:03,058 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 22:24:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 1.1160, loss: 1.1160 +2024-07-29 04:49:26,911 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 22:24:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 1.0988, loss: 1.0988 +2024-07-29 04:49:50,882 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 22:23:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 1.2152, loss: 1.2152 +2024-07-29 04:50:14,885 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 22:23:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.1379, loss: 1.1379 +2024-07-29 04:50:38,880 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 22:22:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9575, loss_cls: 1.0728, loss: 1.0728 +2024-07-29 04:51:02,863 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 22:22:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 1.1272, loss: 1.1272 +2024-07-29 04:51:26,895 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 22:22:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 1.0883, loss: 1.0883 +2024-07-29 04:51:50,922 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 22:21:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 1.0971, loss: 1.0971 +2024-07-29 04:52:14,943 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 22:21:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 1.0773, loss: 1.0773 +2024-07-29 04:52:38,965 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 22:20:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 1.1010, loss: 1.1010 +2024-07-29 04:52:40,578 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-07-29 04:56:58,225 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 04:56:58,776 - pyskl - INFO - +top1_acc 0.7831 +top5_acc 0.9568 +2024-07-29 04:56:58,780 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_50.pth was removed +2024-07-29 04:56:58,900 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2024-07-29 04:56:58,901 - pyskl - INFO - Best top1_acc is 0.7831 at 53 epoch. +2024-07-29 04:56:58,918 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7831, top5_acc: 0.9568 +2024-07-29 04:57:43,915 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 22:21:04, time: 0.450, data_time: 0.197, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 1.0234, loss: 1.0234 +2024-07-29 04:58:07,830 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 22:20:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 1.0277, loss: 1.0277 +2024-07-29 04:58:31,764 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 22:20:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9644, loss_cls: 1.0867, loss: 1.0867 +2024-07-29 04:58:55,711 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 22:19:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 1.0273, loss: 1.0273 +2024-07-29 04:59:19,564 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 22:19:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 1.0192, loss: 1.0192 +2024-07-29 04:59:43,434 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 22:18:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.0814, loss: 1.0814 +2024-07-29 05:00:07,307 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 22:18:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 1.0441, loss: 1.0441 +2024-07-29 05:00:31,189 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 22:18:07, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.0914, loss: 1.0914 +2024-07-29 05:00:55,079 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 22:17:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.0800, loss: 1.0800 +2024-07-29 05:01:19,035 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 22:17:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9619, loss_cls: 1.1276, loss: 1.1276 +2024-07-29 05:01:43,029 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 22:16:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9775, loss_cls: 1.0212, loss: 1.0212 +2024-07-29 05:02:06,994 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 22:16:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.0434, loss: 1.0434 +2024-07-29 05:02:30,916 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 22:16:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 1.0529, loss: 1.0529 +2024-07-29 05:02:54,760 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 22:15:36, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.1017, loss: 1.1017 +2024-07-29 05:03:18,623 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 22:15:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 1.0508, loss: 1.0508 +2024-07-29 05:03:42,471 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 22:14:45, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 1.0782, loss: 1.0782 +2024-07-29 05:04:06,331 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 22:14:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.0649, loss: 1.0649 +2024-07-29 05:04:30,195 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 22:13:55, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.0789, loss: 1.0789 +2024-07-29 05:04:54,073 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 22:13:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.0931, loss: 1.0931 +2024-07-29 05:05:17,940 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 22:13:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.1138, loss: 1.1138 +2024-07-29 05:05:41,833 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 22:12:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9537, loss_cls: 1.1762, loss: 1.1762 +2024-07-29 05:06:05,697 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 22:12:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 1.0913, loss: 1.0913 +2024-07-29 05:06:29,598 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 22:11:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 1.0789, loss: 1.0789 +2024-07-29 05:06:53,470 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 22:11:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 1.1157, loss: 1.1157 +2024-07-29 05:07:17,309 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 22:10:58, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.0610, loss: 1.0610 +2024-07-29 05:07:41,161 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 22:10:33, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.0891, loss: 1.0891 +2024-07-29 05:08:05,021 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 22:10:08, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 1.0767, loss: 1.0767 +2024-07-29 05:08:28,882 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 22:09:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9637, loss_cls: 1.0563, loss: 1.0563 +2024-07-29 05:08:52,735 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 22:09:17, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 1.0906, loss: 1.0906 +2024-07-29 05:09:16,581 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 22:08:52, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.0220, loss: 1.0220 +2024-07-29 05:09:40,440 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 22:08:27, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9613, loss_cls: 1.0778, loss: 1.0778 +2024-07-29 05:10:04,298 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 22:08:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9613, loss_cls: 1.1323, loss: 1.1323 +2024-07-29 05:10:28,152 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 22:07:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 1.1050, loss: 1.1050 +2024-07-29 05:10:52,070 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 22:07:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 1.1306, loss: 1.1306 +2024-07-29 05:10:53,638 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-07-29 05:15:11,376 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 05:15:11,938 - pyskl - INFO - +top1_acc 0.7463 +top5_acc 0.9489 +2024-07-29 05:15:11,960 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7463, top5_acc: 0.9489 +2024-07-29 05:15:56,824 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 22:07:20, time: 0.449, data_time: 0.194, memory: 6431, top1_acc: 0.8006, top5_acc: 0.9600, loss_cls: 1.0721, loss: 1.0721 +2024-07-29 05:16:20,737 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 22:06:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 1.1047, loss: 1.1047 +2024-07-29 05:16:44,677 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 22:06:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 1.0145, loss: 1.0145 +2024-07-29 05:17:08,576 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 22:06:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9600, loss_cls: 1.0631, loss: 1.0631 +2024-07-29 05:17:32,582 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 22:05:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.0920, loss: 1.0920 +2024-07-29 05:17:56,596 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 22:05:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 0.9837, loss: 0.9837 +2024-07-29 05:18:20,618 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 22:04:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 1.0413, loss: 1.0413 +2024-07-29 05:18:44,681 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 22:04:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 1.0811, loss: 1.0811 +2024-07-29 05:19:08,765 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 22:03:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.0626, loss: 1.0626 +2024-07-29 05:19:32,741 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 22:03:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 1.0497, loss: 1.0497 +2024-07-29 05:19:56,757 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 22:03:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.0849, loss: 1.0849 +2024-07-29 05:20:20,755 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 22:02:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 1.0465, loss: 1.0465 +2024-07-29 05:20:44,809 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 22:02:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 1.0255, loss: 1.0255 +2024-07-29 05:21:08,829 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 22:01:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 1.0442, loss: 1.0442 +2024-07-29 05:21:32,834 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 22:01:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9669, loss_cls: 1.0550, loss: 1.0550 +2024-07-29 05:21:56,847 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 22:01:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 1.0952, loss: 1.0952 +2024-07-29 05:22:20,842 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 22:00:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 1.1182, loss: 1.1182 +2024-07-29 05:22:44,850 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 22:00:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 1.0623, loss: 1.0623 +2024-07-29 05:23:08,882 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 21:59:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 1.0815, loss: 1.0815 +2024-07-29 05:23:32,920 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 21:59:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.1122, loss: 1.1122 +2024-07-29 05:23:56,962 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 21:58:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 1.0558, loss: 1.0558 +2024-07-29 05:24:21,014 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 21:58:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 1.0890, loss: 1.0890 +2024-07-29 05:24:45,019 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 21:58:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 1.0804, loss: 1.0804 +2024-07-29 05:25:09,061 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 21:57:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 1.0065, loss: 1.0065 +2024-07-29 05:25:33,088 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 21:57:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9587, loss_cls: 1.0613, loss: 1.0613 +2024-07-29 05:25:57,110 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 21:56:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 1.0196, loss: 1.0196 +2024-07-29 05:26:21,106 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 21:56:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 1.0933, loss: 1.0933 +2024-07-29 05:26:45,174 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 21:56:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 1.0415, loss: 1.0415 +2024-07-29 05:27:09,042 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 21:55:40, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 1.0914, loss: 1.0914 +2024-07-29 05:27:32,869 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 21:55:14, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 1.0282, loss: 1.0282 +2024-07-29 05:27:56,701 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 21:54:49, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 1.0526, loss: 1.0526 +2024-07-29 05:28:20,543 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 21:54:24, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 1.1075, loss: 1.1075 +2024-07-29 05:28:44,384 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 21:53:58, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 1.0906, loss: 1.0906 +2024-07-29 05:29:08,366 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 21:53:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 1.0201, loss: 1.0201 +2024-07-29 05:29:09,916 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-07-29 05:33:27,000 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 05:33:27,555 - pyskl - INFO - +top1_acc 0.7844 +top5_acc 0.9571 +2024-07-29 05:33:27,559 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_53.pth was removed +2024-07-29 05:33:27,698 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2024-07-29 05:33:27,699 - pyskl - INFO - Best top1_acc is 0.7844 at 55 epoch. +2024-07-29 05:33:27,723 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7844, top5_acc: 0.9571 +2024-07-29 05:34:12,387 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 21:53:41, time: 0.447, data_time: 0.193, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 1.0900, loss: 1.0900 +2024-07-29 05:34:36,306 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 21:53:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 1.0291, loss: 1.0291 +2024-07-29 05:35:00,234 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 21:52:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.0490, loss: 1.0490 +2024-07-29 05:35:24,202 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 21:52:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 1.0274, loss: 1.0274 +2024-07-29 05:35:48,183 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 21:52:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 1.0318, loss: 1.0318 +2024-07-29 05:36:12,129 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 21:51:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 1.0345, loss: 1.0345 +2024-07-29 05:36:36,120 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 21:51:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 1.0836, loss: 1.0836 +2024-07-29 05:37:00,105 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 21:50:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 1.0765, loss: 1.0765 +2024-07-29 05:37:24,135 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 21:50:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.0998, loss: 1.0998 +2024-07-29 05:37:48,136 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 21:49:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.9981, loss: 0.9981 +2024-07-29 05:38:12,107 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 21:49:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9613, loss_cls: 1.0792, loss: 1.0792 +2024-07-29 05:38:36,081 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 21:49:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 1.0778, loss: 1.0778 +2024-07-29 05:39:00,072 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 21:48:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 1.0683, loss: 1.0683 +2024-07-29 05:39:24,033 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 21:48:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 1.0441, loss: 1.0441 +2024-07-29 05:39:47,996 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 21:47:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 1.0224, loss: 1.0224 +2024-07-29 05:40:11,968 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 21:47:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 1.0818, loss: 1.0818 +2024-07-29 05:40:35,913 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 21:47:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9544, loss_cls: 1.1494, loss: 1.1494 +2024-07-29 05:40:59,853 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 21:46:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 1.1330, loss: 1.1330 +2024-07-29 05:41:23,807 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 21:46:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9581, loss_cls: 1.0411, loss: 1.0411 +2024-07-29 05:41:47,753 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 21:45:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 1.1061, loss: 1.1061 +2024-07-29 05:42:11,702 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 21:45:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 1.0117, loss: 1.0117 +2024-07-29 05:42:35,687 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 21:44:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 1.0217, loss: 1.0217 +2024-07-29 05:42:59,658 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 21:44:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 1.0731, loss: 1.0731 +2024-07-29 05:43:23,634 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 21:44:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 1.1472, loss: 1.1472 +2024-07-29 05:43:47,575 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 21:43:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.0583, loss: 1.0583 +2024-07-29 05:44:11,526 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 21:43:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 1.0608, loss: 1.0608 +2024-07-29 05:44:35,482 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 21:42:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 1.0789, loss: 1.0789 +2024-07-29 05:44:59,431 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 21:42:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 1.0273, loss: 1.0273 +2024-07-29 05:45:23,377 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 21:41:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 1.0029, loss: 1.0029 +2024-07-29 05:45:47,398 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 21:41:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7556, top5_acc: 0.9563, loss_cls: 1.2036, loss: 1.2036 +2024-07-29 05:46:11,371 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 21:41:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 1.0474, loss: 1.0474 +2024-07-29 05:46:35,342 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 21:40:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 1.1223, loss: 1.1223 +2024-07-29 05:46:59,267 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 21:40:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 1.0478, loss: 1.0478 +2024-07-29 05:47:23,201 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 21:39:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 1.0340, loss: 1.0340 +2024-07-29 05:47:24,849 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-07-29 05:51:39,172 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 05:51:39,717 - pyskl - INFO - +top1_acc 0.7946 +top5_acc 0.9604 +2024-07-29 05:51:39,722 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_55.pth was removed +2024-07-29 05:51:39,846 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_56.pth. +2024-07-29 05:51:39,848 - pyskl - INFO - Best top1_acc is 0.7946 at 56 epoch. +2024-07-29 05:51:39,866 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7946, top5_acc: 0.9604 +2024-07-29 05:52:24,469 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 21:40:00, time: 0.446, data_time: 0.193, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 1.0298, loss: 1.0298 +2024-07-29 05:52:48,273 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 21:39:35, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 1.0054, loss: 1.0054 +2024-07-29 05:53:12,185 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 21:39:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 1.0095, loss: 1.0095 +2024-07-29 05:53:36,039 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 21:38:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 1.0393, loss: 1.0393 +2024-07-29 05:53:59,864 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 21:38:19, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 1.0841, loss: 1.0841 +2024-07-29 05:54:23,972 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 21:37:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9644, loss_cls: 1.0855, loss: 1.0855 +2024-07-29 05:54:48,115 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 21:37:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9613, loss_cls: 1.0356, loss: 1.0356 +2024-07-29 05:55:12,143 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 21:37:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.9590, loss: 0.9590 +2024-07-29 05:55:36,259 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 21:36:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 0.9986, loss: 0.9986 +2024-07-29 05:56:00,263 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 21:36:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.0442, loss: 1.0442 +2024-07-29 05:56:24,226 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 21:35:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.0127, loss: 1.0127 +2024-07-29 05:56:48,176 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 21:35:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 1.0164, loss: 1.0164 +2024-07-29 05:57:12,204 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 21:34:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 1.0102, loss: 1.0102 +2024-07-29 05:57:36,241 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 21:34:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 1.1385, loss: 1.1385 +2024-07-29 05:58:00,252 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 21:34:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 1.0371, loss: 1.0371 +2024-07-29 05:58:24,278 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 21:33:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9681, loss_cls: 1.1208, loss: 1.1208 +2024-07-29 05:58:48,275 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 21:33:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 1.0271, loss: 1.0271 +2024-07-29 05:59:12,387 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 21:32:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 1.0209, loss: 1.0209 +2024-07-29 05:59:36,382 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 21:32:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9563, loss_cls: 1.1047, loss: 1.1047 +2024-07-29 06:00:00,512 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 21:32:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9675, loss_cls: 1.0389, loss: 1.0389 +2024-07-29 06:00:24,551 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 21:31:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 1.1259, loss: 1.1259 +2024-07-29 06:00:48,606 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 21:31:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.0578, loss: 1.0578 +2024-07-29 06:01:12,617 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 21:30:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 1.0733, loss: 1.0733 +2024-07-29 06:01:36,723 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 21:30:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8125, top5_acc: 0.9569, loss_cls: 1.0433, loss: 1.0433 +2024-07-29 06:02:00,707 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 21:30:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 0.9942, loss: 0.9942 +2024-07-29 06:02:24,673 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 21:29:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 1.0985, loss: 1.0985 +2024-07-29 06:02:48,715 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 21:29:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 1.0455, loss: 1.0455 +2024-07-29 06:03:12,770 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 21:28:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7756, top5_acc: 0.9725, loss_cls: 1.1157, loss: 1.1157 +2024-07-29 06:03:36,792 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 21:28:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9631, loss_cls: 1.0903, loss: 1.0903 +2024-07-29 06:04:00,755 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 21:27:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9700, loss_cls: 1.0626, loss: 1.0626 +2024-07-29 06:04:24,852 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 21:27:31, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9613, loss_cls: 1.0630, loss: 1.0630 +2024-07-29 06:04:48,849 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 21:27:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.0611, loss: 1.0611 +2024-07-29 06:05:12,884 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 21:26:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 1.0459, loss: 1.0459 +2024-07-29 06:05:36,988 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 21:26:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 1.1164, loss: 1.1164 +2024-07-29 06:05:38,578 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-07-29 06:09:52,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 06:09:52,858 - pyskl - INFO - +top1_acc 0.7841 +top5_acc 0.9554 +2024-07-29 06:09:52,878 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7841, top5_acc: 0.9554 +2024-07-29 06:10:37,716 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 21:26:22, time: 0.448, data_time: 0.195, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.9795, loss: 0.9795 +2024-07-29 06:11:01,706 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 21:25:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9587, loss_cls: 1.0439, loss: 1.0439 +2024-07-29 06:11:25,708 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 21:25:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 0.9994, loss: 0.9994 +2024-07-29 06:11:49,687 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 21:25:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 1.0250, loss: 1.0250 +2024-07-29 06:12:13,831 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 21:24:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 1.1108, loss: 1.1108 +2024-07-29 06:12:37,866 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 21:24:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.9884, loss: 0.9884 +2024-07-29 06:13:01,849 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 21:23:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8150, top5_acc: 0.9650, loss_cls: 1.0134, loss: 1.0134 +2024-07-29 06:13:25,856 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 21:23:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7881, top5_acc: 0.9563, loss_cls: 1.0875, loss: 1.0875 +2024-07-29 06:13:49,889 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 21:23:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 1.0640, loss: 1.0640 +2024-07-29 06:14:13,941 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 21:22:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 1.0856, loss: 1.0856 +2024-07-29 06:14:37,996 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 21:22:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.0703, loss: 1.0703 +2024-07-29 06:15:01,980 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 21:21:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.9959, loss: 0.9959 +2024-07-29 06:15:25,988 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 21:21:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.9809, loss: 0.9809 +2024-07-29 06:15:49,890 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 21:20:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 1.0394, loss: 1.0394 +2024-07-29 06:16:13,820 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 21:20:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 1.0351, loss: 1.0351 +2024-07-29 06:16:37,691 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 21:20:07, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 1.0445, loss: 1.0445 +2024-07-29 06:17:01,610 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 21:19:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9606, loss_cls: 1.0473, loss: 1.0473 +2024-07-29 06:17:25,499 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 21:19:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 1.0842, loss: 1.0842 +2024-07-29 06:17:49,403 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 21:18:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 1.0328, loss: 1.0328 +2024-07-29 06:18:13,401 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 21:18:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.0369, loss: 1.0369 +2024-07-29 06:18:37,303 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 21:18:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 1.0563, loss: 1.0563 +2024-07-29 06:19:01,201 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 21:17:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 1.0429, loss: 1.0429 +2024-07-29 06:19:25,105 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 21:17:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.0211, loss: 1.0211 +2024-07-29 06:19:49,004 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 21:16:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.0111, loss: 1.0111 +2024-07-29 06:20:12,916 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 21:16:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 1.0186, loss: 1.0186 +2024-07-29 06:20:36,833 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 21:15:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 1.0617, loss: 1.0617 +2024-07-29 06:21:00,743 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 21:15:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7906, top5_acc: 0.9744, loss_cls: 1.0602, loss: 1.0602 +2024-07-29 06:21:24,671 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 21:15:05, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 1.0967, loss: 1.0967 +2024-07-29 06:21:48,581 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 21:14:40, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 1.0800, loss: 1.0800 +2024-07-29 06:22:12,520 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 21:14:15, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 0.9520, loss: 0.9520 +2024-07-29 06:22:36,457 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 21:13:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 1.0389, loss: 1.0389 +2024-07-29 06:23:00,406 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 21:13:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.0655, loss: 1.0655 +2024-07-29 06:23:24,364 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 21:13:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7825, top5_acc: 0.9594, loss_cls: 1.1099, loss: 1.1099 +2024-07-29 06:23:48,286 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 21:12:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9706, loss_cls: 1.0848, loss: 1.0848 +2024-07-29 06:23:49,870 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-07-29 06:28:03,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 06:28:04,252 - pyskl - INFO - +top1_acc 0.7798 +top5_acc 0.9532 +2024-07-29 06:28:04,272 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7798, top5_acc: 0.9532 +2024-07-29 06:28:50,155 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 21:12:41, time: 0.459, data_time: 0.205, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.9816, loss: 0.9816 +2024-07-29 06:29:14,052 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 21:12:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 0.9863, loss: 0.9863 +2024-07-29 06:29:38,095 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 21:11:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 1.0060, loss: 1.0060 +2024-07-29 06:30:02,163 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 21:11:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 0.9944, loss: 0.9944 +2024-07-29 06:30:26,160 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 21:11:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9644, loss_cls: 1.0759, loss: 1.0759 +2024-07-29 06:30:50,100 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 21:10:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8006, top5_acc: 0.9613, loss_cls: 1.0909, loss: 1.0909 +2024-07-29 06:31:14,042 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 21:10:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 1.0388, loss: 1.0388 +2024-07-29 06:31:37,961 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 21:09:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 1.0399, loss: 1.0399 +2024-07-29 06:32:01,892 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 21:09:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 1.0464, loss: 1.0464 +2024-07-29 06:32:25,834 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 21:08:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.0301, loss: 1.0301 +2024-07-29 06:32:49,793 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 21:08:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.9582, loss: 0.9582 +2024-07-29 06:33:13,744 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 21:08:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 0.9769, loss: 0.9769 +2024-07-29 06:33:37,695 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 21:07:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 1.0415, loss: 1.0415 +2024-07-29 06:34:01,651 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 21:07:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 0.9917, loss: 0.9917 +2024-07-29 06:34:25,629 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 21:06:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 1.0281, loss: 1.0281 +2024-07-29 06:34:49,563 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 21:06:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7956, top5_acc: 0.9613, loss_cls: 1.0866, loss: 1.0866 +2024-07-29 06:35:13,513 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 21:06:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.0253, loss: 1.0253 +2024-07-29 06:35:37,490 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 21:05:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9663, loss_cls: 1.0305, loss: 1.0305 +2024-07-29 06:36:01,440 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 21:05:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 1.0409, loss: 1.0409 +2024-07-29 06:36:25,391 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 21:04:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 0.9976, loss: 0.9976 +2024-07-29 06:36:49,341 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 21:04:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 1.0283, loss: 1.0283 +2024-07-29 06:37:13,281 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 21:03:55, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 1.0159, loss: 1.0159 +2024-07-29 06:37:37,220 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 21:03:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 1.0632, loss: 1.0632 +2024-07-29 06:38:01,166 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 21:03:05, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 1.1019, loss: 1.1019 +2024-07-29 06:38:25,135 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 21:02:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.0329, loss: 1.0329 +2024-07-29 06:38:49,073 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 21:02:15, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 1.0488, loss: 1.0488 +2024-07-29 06:39:13,010 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 21:01:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 1.0682, loss: 1.0682 +2024-07-29 06:39:36,959 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 21:01:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 1.0898, loss: 1.0898 +2024-07-29 06:40:00,916 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 21:01:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 1.0086, loss: 1.0086 +2024-07-29 06:40:24,838 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 21:00:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 1.0097, loss: 1.0097 +2024-07-29 06:40:48,736 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 21:00:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 1.0571, loss: 1.0571 +2024-07-29 06:41:12,672 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 20:59:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 1.0790, loss: 1.0790 +2024-07-29 06:41:36,606 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 20:59:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9806, loss_cls: 0.9900, loss: 0.9900 +2024-07-29 06:42:00,559 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 20:58:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 1.0322, loss: 1.0322 +2024-07-29 06:42:02,210 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-07-29 06:46:16,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 06:46:16,848 - pyskl - INFO - +top1_acc 0.7779 +top5_acc 0.9520 +2024-07-29 06:46:16,868 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7779, top5_acc: 0.9520 +2024-07-29 06:47:01,851 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 20:58:59, time: 0.450, data_time: 0.198, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.9661, loss: 0.9661 +2024-07-29 06:47:25,745 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 20:58:34, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.9814, loss: 0.9814 +2024-07-29 06:47:49,632 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 20:58:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 1.0275, loss: 1.0275 +2024-07-29 06:48:13,593 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 20:57:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.9939, loss: 0.9939 +2024-07-29 06:48:37,538 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 20:57:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 1.0004, loss: 1.0004 +2024-07-29 06:49:01,490 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 20:56:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8200, top5_acc: 0.9663, loss_cls: 0.9680, loss: 0.9680 +2024-07-29 06:49:25,445 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 20:56:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.0036, loss: 1.0036 +2024-07-29 06:49:49,391 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 20:56:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8087, top5_acc: 0.9594, loss_cls: 1.0243, loss: 1.0243 +2024-07-29 06:50:13,346 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 20:55:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8319, top5_acc: 0.9656, loss_cls: 0.9611, loss: 0.9611 +2024-07-29 06:50:37,299 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 20:55:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.0416, loss: 1.0416 +2024-07-29 06:51:01,254 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 20:54:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 1.0619, loss: 1.0619 +2024-07-29 06:51:25,224 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 20:54:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 1.0367, loss: 1.0367 +2024-07-29 06:51:49,174 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 20:53:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 1.0417, loss: 1.0417 +2024-07-29 06:52:13,146 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 20:53:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.0298, loss: 1.0298 +2024-07-29 06:52:37,100 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 20:53:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.0081, loss: 1.0081 +2024-07-29 06:53:01,123 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 20:52:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 1.0030, loss: 1.0030 +2024-07-29 06:53:25,227 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 20:52:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 1.0246, loss: 1.0246 +2024-07-29 06:53:49,282 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 20:51:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 0.9903, loss: 0.9903 +2024-07-29 06:54:13,396 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 20:51:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9769, loss_cls: 1.0220, loss: 1.0220 +2024-07-29 06:54:37,515 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 20:51:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 1.0747, loss: 1.0747 +2024-07-29 06:55:01,609 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 20:50:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7931, top5_acc: 0.9587, loss_cls: 1.1092, loss: 1.1092 +2024-07-29 06:55:25,636 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 20:50:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 1.0047, loss: 1.0047 +2024-07-29 06:55:49,548 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 20:49:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 1.0122, loss: 1.0122 +2024-07-29 06:56:13,455 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 20:49:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 1.0204, loss: 1.0204 +2024-07-29 06:56:37,336 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 20:48:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7844, top5_acc: 0.9706, loss_cls: 1.0914, loss: 1.0914 +2024-07-29 06:57:01,273 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 20:48:34, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 1.0194, loss: 1.0194 +2024-07-29 06:57:25,174 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 20:48:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9631, loss_cls: 1.0942, loss: 1.0942 +2024-07-29 06:57:49,072 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 20:47:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9738, loss_cls: 1.0389, loss: 1.0389 +2024-07-29 06:58:12,984 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 20:47:18, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 1.0473, loss: 1.0473 +2024-07-29 06:58:36,848 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 20:46:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 1.0570, loss: 1.0570 +2024-07-29 06:59:00,753 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 20:46:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 1.0815, loss: 1.0815 +2024-07-29 06:59:24,666 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 20:46:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.0231, loss: 1.0231 +2024-07-29 06:59:48,587 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 20:45:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 1.1069, loss: 1.1069 +2024-07-29 07:00:12,456 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 20:45:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.1183, loss: 1.1183 +2024-07-29 07:00:14,056 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-07-29 07:04:28,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 07:04:28,779 - pyskl - INFO - +top1_acc 0.7764 +top5_acc 0.9508 +2024-07-29 07:04:28,798 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7764, top5_acc: 0.9508 +2024-07-29 07:05:13,826 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 20:45:16, time: 0.450, data_time: 0.197, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 0.9730, loss: 0.9730 +2024-07-29 07:05:37,754 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 20:44:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9775, loss_cls: 1.0231, loss: 1.0231 +2024-07-29 07:06:01,587 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 20:44:26, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 1.0260, loss: 1.0260 +2024-07-29 07:06:25,454 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 20:44:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9675, loss_cls: 0.9626, loss: 0.9626 +2024-07-29 07:06:49,424 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 20:43:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.9613, loss: 0.9613 +2024-07-29 07:07:13,420 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 20:43:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 1.0145, loss: 1.0145 +2024-07-29 07:07:37,357 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 20:42:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 1.0687, loss: 1.0687 +2024-07-29 07:08:01,319 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 20:42:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 0.9610, loss: 0.9610 +2024-07-29 07:08:25,240 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 20:41:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 0.9846, loss: 0.9846 +2024-07-29 07:08:49,160 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 20:41:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 1.0414, loss: 1.0414 +2024-07-29 07:09:13,076 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 20:41:06, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.9482, loss: 0.9482 +2024-07-29 07:09:36,990 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 20:40:41, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 1.0437, loss: 1.0437 +2024-07-29 07:10:00,905 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 20:40:15, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 1.1147, loss: 1.1147 +2024-07-29 07:10:24,851 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 20:39:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 0.9863, loss: 0.9863 +2024-07-29 07:10:48,783 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 20:39:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.9931, loss: 0.9931 +2024-07-29 07:11:12,718 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 20:39:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.0723, loss: 1.0723 +2024-07-29 07:11:36,625 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 20:38:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 1.0619, loss: 1.0619 +2024-07-29 07:12:00,541 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 20:38:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9631, loss_cls: 1.0140, loss: 1.0140 +2024-07-29 07:12:24,460 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 20:37:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 1.0152, loss: 1.0152 +2024-07-29 07:12:48,362 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 20:37:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 1.0415, loss: 1.0415 +2024-07-29 07:13:12,246 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 20:36:55, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 1.0092, loss: 1.0092 +2024-07-29 07:13:36,138 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 20:36:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.0268, loss: 1.0268 +2024-07-29 07:14:00,024 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 20:36:05, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 1.0299, loss: 1.0299 +2024-07-29 07:14:23,948 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 20:35:40, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 1.0300, loss: 1.0300 +2024-07-29 07:14:47,856 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 20:35:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7831, top5_acc: 0.9694, loss_cls: 1.0807, loss: 1.0807 +2024-07-29 07:15:11,753 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 20:34:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9594, loss_cls: 1.1217, loss: 1.1217 +2024-07-29 07:15:35,718 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 20:34:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9681, loss_cls: 0.9732, loss: 0.9732 +2024-07-29 07:15:59,726 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 20:33:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 0.9897, loss: 0.9897 +2024-07-29 07:16:23,729 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 20:33:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.9692, loss: 0.9692 +2024-07-29 07:16:47,752 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 20:33:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 1.0474, loss: 1.0474 +2024-07-29 07:17:11,716 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 20:32:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 1.0630, loss: 1.0630 +2024-07-29 07:17:35,685 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 20:32:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.9701, loss: 0.9701 +2024-07-29 07:17:59,636 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 20:31:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 0.9907, loss: 0.9907 +2024-07-29 07:18:23,696 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 20:31:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.1068, loss: 1.1068 +2024-07-29 07:18:25,334 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-07-29 07:22:43,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 07:22:43,559 - pyskl - INFO - +top1_acc 0.7686 +top5_acc 0.9524 +2024-07-29 07:22:43,577 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7686, top5_acc: 0.9524 +2024-07-29 07:23:28,754 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 20:31:33, time: 0.452, data_time: 0.199, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 0.9845, loss: 0.9845 +2024-07-29 07:23:52,672 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 20:31:08, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.9586, loss: 0.9586 +2024-07-29 07:24:16,638 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 20:30:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.9007, loss: 0.9007 +2024-07-29 07:24:40,641 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 20:30:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 1.0053, loss: 1.0053 +2024-07-29 07:25:04,588 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 20:29:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.0175, loss: 1.0175 +2024-07-29 07:25:28,613 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 20:29:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.9582, loss: 0.9582 +2024-07-29 07:25:52,649 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 20:29:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.9584, loss: 0.9584 +2024-07-29 07:26:16,681 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 20:28:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 1.0195, loss: 1.0195 +2024-07-29 07:26:40,644 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 20:28:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 1.0147, loss: 1.0147 +2024-07-29 07:27:04,604 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 20:27:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.0273, loss: 1.0273 +2024-07-29 07:27:28,568 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 20:27:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.0292, loss: 1.0292 +2024-07-29 07:27:52,509 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 20:26:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 1.0742, loss: 1.0742 +2024-07-29 07:28:16,463 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 20:26:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 1.0541, loss: 1.0541 +2024-07-29 07:28:40,414 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 20:26:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9637, loss_cls: 1.0358, loss: 1.0358 +2024-07-29 07:29:04,364 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 20:25:43, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 0.9898, loss: 0.9898 +2024-07-29 07:29:28,270 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 20:25:18, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.9620, loss: 0.9620 +2024-07-29 07:29:52,108 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 20:24:52, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 0.9786, loss: 0.9786 +2024-07-29 07:30:15,969 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 20:24:27, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.9837, loss: 0.9837 +2024-07-29 07:30:39,830 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 20:24:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 1.0143, loss: 1.0143 +2024-07-29 07:31:03,766 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 20:23:37, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 1.0327, loss: 1.0327 +2024-07-29 07:31:27,673 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 20:23:12, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 1.0123, loss: 1.0123 +2024-07-29 07:31:51,550 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 20:22:47, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9663, loss_cls: 0.9424, loss: 0.9424 +2024-07-29 07:32:15,436 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 20:22:22, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 1.0542, loss: 1.0542 +2024-07-29 07:32:39,523 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 20:21:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8175, top5_acc: 0.9656, loss_cls: 1.0186, loss: 1.0186 +2024-07-29 07:33:03,443 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 20:21:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9619, loss_cls: 1.0351, loss: 1.0351 +2024-07-29 07:33:27,410 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 20:21:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 1.0106, loss: 1.0106 +2024-07-29 07:33:51,473 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 20:20:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 1.0231, loss: 1.0231 +2024-07-29 07:34:15,483 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 20:20:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 0.9962, loss: 0.9962 +2024-07-29 07:34:39,371 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 20:19:52, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.9797, loss: 0.9797 +2024-07-29 07:35:03,241 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 20:19:27, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.9694, loss: 0.9694 +2024-07-29 07:35:27,147 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 20:19:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 1.0782, loss: 1.0782 +2024-07-29 07:35:51,032 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 20:18:37, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 1.0578, loss: 1.0578 +2024-07-29 07:36:14,950 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 20:18:12, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.0383, loss: 1.0383 +2024-07-29 07:36:38,891 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 20:17:47, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 1.0627, loss: 1.0627 +2024-07-29 07:36:40,504 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-07-29 07:40:55,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 07:40:55,653 - pyskl - INFO - +top1_acc 0.7694 +top5_acc 0.9519 +2024-07-29 07:40:55,674 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7694, top5_acc: 0.9519 +2024-07-29 07:41:40,557 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 20:17:48, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 0.9534, loss: 0.9534 +2024-07-29 07:42:04,545 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 20:17:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.9981, loss: 0.9981 +2024-07-29 07:42:28,502 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 20:16:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.9722, loss: 0.9722 +2024-07-29 07:42:52,473 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 20:16:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 1.0547, loss: 1.0547 +2024-07-29 07:43:16,450 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 20:16:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.9191, loss: 0.9191 +2024-07-29 07:43:40,384 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 20:15:43, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.9056, loss: 0.9056 +2024-07-29 07:44:04,259 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 20:15:18, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.9326, loss: 0.9326 +2024-07-29 07:44:28,122 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 20:14:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 1.0026, loss: 1.0026 +2024-07-29 07:44:52,002 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 20:14:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 1.0404, loss: 1.0404 +2024-07-29 07:45:15,874 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 20:14:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.9651, loss: 0.9651 +2024-07-29 07:45:39,747 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 20:13:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 0.9863, loss: 0.9863 +2024-07-29 07:46:03,627 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 20:13:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 1.0096, loss: 1.0096 +2024-07-29 07:46:27,475 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 20:12:48, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.0920, loss: 1.0920 +2024-07-29 07:46:51,347 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 20:12:22, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9650, loss_cls: 1.0484, loss: 1.0484 +2024-07-29 07:47:15,264 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 20:11:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 1.0776, loss: 1.0776 +2024-07-29 07:47:39,100 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 20:11:32, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 0.9778, loss: 0.9778 +2024-07-29 07:48:02,962 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 20:11:07, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 1.0102, loss: 1.0102 +2024-07-29 07:48:26,763 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 20:10:42, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 0.9237, loss: 0.9237 +2024-07-29 07:48:50,628 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 20:10:17, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.9448, loss: 0.9448 +2024-07-29 07:49:14,423 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 20:09:52, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 0.9853, loss: 0.9853 +2024-07-29 07:49:38,212 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 20:09:26, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.9955, loss: 0.9955 +2024-07-29 07:50:01,989 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 20:09:01, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.9770, loss: 0.9770 +2024-07-29 07:50:25,767 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 20:08:36, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 1.0226, loss: 1.0226 +2024-07-29 07:50:49,549 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 20:08:11, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 1.0536, loss: 1.0536 +2024-07-29 07:51:13,323 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 20:07:45, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 1.1112, loss: 1.1112 +2024-07-29 07:51:37,110 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 20:07:20, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 1.0372, loss: 1.0372 +2024-07-29 07:52:00,920 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 20:06:55, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 0.9741, loss: 0.9741 +2024-07-29 07:52:24,689 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 20:06:30, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 1.0833, loss: 1.0833 +2024-07-29 07:52:48,461 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 20:06:04, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 1.0553, loss: 1.0553 +2024-07-29 07:53:12,275 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 20:05:39, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.0073, loss: 1.0073 +2024-07-29 07:53:36,379 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 20:05:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 1.0273, loss: 1.0273 +2024-07-29 07:54:00,581 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 20:04:50, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 0.9823, loss: 0.9823 +2024-07-29 07:54:24,663 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 20:04:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9675, loss_cls: 0.9759, loss: 0.9759 +2024-07-29 07:54:48,699 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 20:04:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7894, top5_acc: 0.9725, loss_cls: 1.0770, loss: 1.0770 +2024-07-29 07:54:50,293 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-07-29 07:59:08,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 07:59:08,635 - pyskl - INFO - +top1_acc 0.7706 +top5_acc 0.9441 +2024-07-29 07:59:08,653 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7706, top5_acc: 0.9441 +2024-07-29 07:59:53,816 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 20:04:02, time: 0.452, data_time: 0.200, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9663, loss_cls: 0.9845, loss: 0.9845 +2024-07-29 08:00:17,815 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 20:03:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 1.0154, loss: 1.0154 +2024-07-29 08:00:41,632 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 20:03:11, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.9351, loss: 0.9351 +2024-07-29 08:01:05,476 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 20:02:46, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.9293, loss: 0.9293 +2024-07-29 08:01:29,340 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 20:02:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.9296, loss: 0.9296 +2024-07-29 08:01:53,203 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 20:01:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.9982, loss: 0.9982 +2024-07-29 08:02:17,162 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 20:01:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 0.9520, loss: 0.9520 +2024-07-29 08:02:41,163 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 20:01:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 1.0289, loss: 1.0289 +2024-07-29 08:03:05,095 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 20:00:41, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.9666, loss: 0.9666 +2024-07-29 08:03:29,136 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 20:00:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 0.9878, loss: 0.9878 +2024-07-29 08:03:53,413 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 19:59:52, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.9702, loss: 0.9702 +2024-07-29 08:04:17,580 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 19:59:27, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 0.9735, loss: 0.9735 +2024-07-29 08:04:41,540 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 19:59:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 1.0254, loss: 1.0254 +2024-07-29 08:05:05,501 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 19:58:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 1.0026, loss: 1.0026 +2024-07-29 08:05:29,457 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 19:58:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 1.0184, loss: 1.0184 +2024-07-29 08:05:53,489 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 19:57:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 1.0243, loss: 1.0243 +2024-07-29 08:06:17,531 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 19:57:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 1.0320, loss: 1.0320 +2024-07-29 08:06:41,472 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 19:56:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 1.0617, loss: 1.0617 +2024-07-29 08:07:05,423 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 19:56:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.9789, loss: 0.9789 +2024-07-29 08:07:29,371 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 19:56:07, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.9723, loss: 0.9723 +2024-07-29 08:07:53,305 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 19:55:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 0.9914, loss: 0.9914 +2024-07-29 08:08:17,211 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 19:55:17, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 0.9547, loss: 0.9547 +2024-07-29 08:08:41,147 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 19:54:52, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 1.0077, loss: 1.0077 +2024-07-29 08:09:05,086 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 19:54:27, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.9660, loss: 0.9660 +2024-07-29 08:09:29,068 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 19:54:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.9732, loss: 0.9732 +2024-07-29 08:09:53,065 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 19:53:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 0.9669, loss: 0.9669 +2024-07-29 08:10:17,035 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 19:53:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.9907, loss: 0.9907 +2024-07-29 08:10:41,039 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 19:52:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.9848, loss: 0.9848 +2024-07-29 08:11:05,043 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 19:52:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.9987, loss: 0.9987 +2024-07-29 08:11:29,212 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 19:51:58, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.9687, loss: 0.9687 +2024-07-29 08:11:53,212 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 19:51:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 1.0478, loss: 1.0478 +2024-07-29 08:12:17,227 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 19:51:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.9658, loss: 0.9658 +2024-07-29 08:12:41,284 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 19:50:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.0457, loss: 1.0457 +2024-07-29 08:13:05,186 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 19:50:18, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 1.0158, loss: 1.0158 +2024-07-29 08:13:06,762 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-07-29 08:17:20,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 08:17:21,021 - pyskl - INFO - +top1_acc 0.7742 +top5_acc 0.9525 +2024-07-29 08:17:21,042 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7742, top5_acc: 0.9525 +2024-07-29 08:18:06,079 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 19:50:19, time: 0.450, data_time: 0.198, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.9348, loss: 0.9348 +2024-07-29 08:18:29,958 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 19:49:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.9492, loss: 0.9492 +2024-07-29 08:18:53,994 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 19:49:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 0.9847, loss: 0.9847 +2024-07-29 08:19:17,936 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 19:49:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 0.9797, loss: 0.9797 +2024-07-29 08:19:41,881 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 19:48:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 0.9696, loss: 0.9696 +2024-07-29 08:20:05,854 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 19:48:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 0.9923, loss: 0.9923 +2024-07-29 08:20:29,864 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 19:47:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.9685, loss: 0.9685 +2024-07-29 08:20:53,904 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 19:47:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.0253, loss: 1.0253 +2024-07-29 08:21:17,941 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 19:46:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.9468, loss: 0.9468 +2024-07-29 08:21:41,866 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 19:46:34, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.9496, loss: 0.9496 +2024-07-29 08:22:05,781 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 19:46:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8150, top5_acc: 0.9625, loss_cls: 0.9943, loss: 0.9943 +2024-07-29 08:22:29,681 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 19:45:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 0.9879, loss: 0.9879 +2024-07-29 08:22:53,646 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 19:45:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.0219, loss: 1.0219 +2024-07-29 08:23:17,592 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 19:44:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 1.0101, loss: 1.0101 +2024-07-29 08:23:41,550 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 19:44:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9631, loss_cls: 0.9629, loss: 0.9629 +2024-07-29 08:24:05,502 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 19:44:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.9805, loss: 0.9805 +2024-07-29 08:24:29,453 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 19:43:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.9918, loss: 0.9918 +2024-07-29 08:24:53,403 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 19:43:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.9985, loss: 0.9985 +2024-07-29 08:25:17,360 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 19:42:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.9621, loss: 0.9621 +2024-07-29 08:25:41,308 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 19:42:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.9540, loss: 0.9540 +2024-07-29 08:26:05,248 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 19:41:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.9721, loss: 0.9721 +2024-07-29 08:26:29,220 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 19:41:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9744, loss_cls: 1.0237, loss: 1.0237 +2024-07-29 08:26:53,162 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 19:41:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9587, loss_cls: 1.0495, loss: 1.0495 +2024-07-29 08:27:17,142 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 19:40:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 0.9953, loss: 0.9953 +2024-07-29 08:27:41,102 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 19:40:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.9594, loss: 0.9594 +2024-07-29 08:28:05,070 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 19:39:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 1.0150, loss: 1.0150 +2024-07-29 08:28:29,079 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 19:39:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9637, loss_cls: 1.0666, loss: 1.0666 +2024-07-29 08:28:53,332 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 19:39:05, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 0.9815, loss: 0.9815 +2024-07-29 08:29:17,368 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 19:38:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.9980, loss: 0.9980 +2024-07-29 08:29:41,353 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 19:38:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 1.0254, loss: 1.0254 +2024-07-29 08:30:05,342 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 19:37:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9878, loss: 0.9878 +2024-07-29 08:30:29,350 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 19:37:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 0.9254, loss: 0.9254 +2024-07-29 08:30:53,304 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 19:37:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 1.0157, loss: 1.0157 +2024-07-29 08:31:17,246 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 19:36:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.9482, loss: 0.9482 +2024-07-29 08:31:18,848 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-07-29 08:35:36,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 08:35:37,072 - pyskl - INFO - +top1_acc 0.7875 +top5_acc 0.9556 +2024-07-29 08:35:37,091 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7875, top5_acc: 0.9556 +2024-07-29 08:36:22,086 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 19:36:35, time: 0.450, data_time: 0.196, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.9725, loss: 0.9725 +2024-07-29 08:36:45,978 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 19:36:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.9374, loss: 0.9374 +2024-07-29 08:37:10,153 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 19:35:45, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.9440, loss: 0.9440 +2024-07-29 08:37:34,161 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 19:35:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.9125, loss: 0.9125 +2024-07-29 08:37:58,134 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 19:34:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.9911, loss: 0.9911 +2024-07-29 08:38:22,085 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 19:34:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 0.9551, loss: 0.9551 +2024-07-29 08:38:46,031 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 19:34:05, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.9832, loss: 0.9832 +2024-07-29 08:39:09,979 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 19:33:40, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8356, top5_acc: 0.9725, loss_cls: 0.9582, loss: 0.9582 +2024-07-29 08:39:33,930 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 19:33:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.9177, loss: 0.9177 +2024-07-29 08:39:57,886 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 19:32:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.8908, loss: 0.8908 +2024-07-29 08:40:21,835 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 19:32:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 0.8934, loss: 0.8934 +2024-07-29 08:40:45,767 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 19:32:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.0432, loss: 1.0432 +2024-07-29 08:41:09,738 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 19:31:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 0.9394, loss: 0.9394 +2024-07-29 08:41:33,687 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 19:31:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.9459, loss: 0.9459 +2024-07-29 08:41:57,630 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 19:30:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 1.0436, loss: 1.0436 +2024-07-29 08:42:21,579 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 19:30:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.9783, loss: 0.9783 +2024-07-29 08:42:45,530 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 19:29:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8081, top5_acc: 0.9600, loss_cls: 1.0346, loss: 1.0346 +2024-07-29 08:43:09,507 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 19:29:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 0.9994, loss: 0.9994 +2024-07-29 08:43:33,461 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 19:29:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.9885, loss: 0.9885 +2024-07-29 08:43:57,422 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 19:28:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 0.9894, loss: 0.9894 +2024-07-29 08:44:21,315 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 19:28:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.9136, loss: 0.9136 +2024-07-29 08:44:45,231 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 19:27:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9600, loss_cls: 1.0636, loss: 1.0636 +2024-07-29 08:45:09,105 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 19:27:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9581, loss_cls: 1.0248, loss: 1.0248 +2024-07-29 08:45:32,923 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 19:27:00, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 0.9929, loss: 0.9929 +2024-07-29 08:45:56,743 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 19:26:35, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.9777, loss: 0.9777 +2024-07-29 08:46:20,598 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 19:26:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 0.9320, loss: 0.9320 +2024-07-29 08:46:44,439 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 19:25:45, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.9806, loss: 0.9806 +2024-07-29 08:47:08,249 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 19:25:20, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 0.9782, loss: 0.9782 +2024-07-29 08:47:32,120 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 19:24:55, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 1.0037, loss: 1.0037 +2024-07-29 08:47:56,032 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 19:24:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 0.9832, loss: 0.9832 +2024-07-29 08:48:19,980 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 19:24:05, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 0.9652, loss: 0.9652 +2024-07-29 08:48:43,954 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 19:23:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 1.0064, loss: 1.0064 +2024-07-29 08:49:07,899 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 19:23:15, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 0.9308, loss: 0.9308 +2024-07-29 08:49:31,828 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 19:22:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9712, loss_cls: 1.0188, loss: 1.0188 +2024-07-29 08:49:33,387 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-07-29 08:53:47,579 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 08:53:48,128 - pyskl - INFO - +top1_acc 0.7803 +top5_acc 0.9549 +2024-07-29 08:53:48,147 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7803, top5_acc: 0.9549 +2024-07-29 08:54:33,005 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 19:22:49, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.9000, loss: 0.9000 +2024-07-29 08:54:56,858 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 19:22:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.8961, loss: 0.8961 +2024-07-29 08:55:20,809 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 19:21:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 0.9661, loss: 0.9661 +2024-07-29 08:55:44,755 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 19:21:34, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 0.9568, loss: 0.9568 +2024-07-29 08:56:08,676 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 19:21:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.9311, loss: 0.9311 +2024-07-29 08:56:32,586 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 19:20:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.9233, loss: 0.9233 +2024-07-29 08:56:56,540 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 19:20:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.9393, loss: 0.9393 +2024-07-29 08:57:20,488 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 19:19:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9669, loss_cls: 0.9386, loss: 0.9386 +2024-07-29 08:57:44,440 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 19:19:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 0.9478, loss: 0.9478 +2024-07-29 08:58:08,387 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 19:19:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.9839, loss: 0.9839 +2024-07-29 08:58:32,325 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 19:18:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.9161, loss: 0.9161 +2024-07-29 08:58:56,254 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 19:18:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9650, loss_cls: 0.9965, loss: 0.9965 +2024-07-29 08:59:20,193 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 19:17:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 1.0018, loss: 1.0018 +2024-07-29 08:59:44,146 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 19:17:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.9697, loss: 0.9697 +2024-07-29 09:00:08,092 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 19:16:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9642, loss: 0.9642 +2024-07-29 09:00:32,043 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 19:16:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 0.9323, loss: 0.9323 +2024-07-29 09:00:55,994 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 19:16:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 0.9876, loss: 0.9876 +2024-07-29 09:01:19,948 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 19:15:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.9529, loss: 0.9529 +2024-07-29 09:01:43,878 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 19:15:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.9469, loss: 0.9469 +2024-07-29 09:02:07,825 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 19:14:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 1.0485, loss: 1.0485 +2024-07-29 09:02:31,750 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 19:14:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 1.0534, loss: 1.0534 +2024-07-29 09:02:55,696 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 19:14:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9669, loss_cls: 1.0095, loss: 1.0095 +2024-07-29 09:03:19,609 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 19:13:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 0.9974, loss: 0.9974 +2024-07-29 09:03:43,539 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 19:13:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 1.0140, loss: 1.0140 +2024-07-29 09:04:07,504 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 19:12:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9725, loss_cls: 0.9464, loss: 0.9464 +2024-07-29 09:04:31,457 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 19:12:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.9338, loss: 0.9338 +2024-07-29 09:04:55,419 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 19:11:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 0.9473, loss: 0.9473 +2024-07-29 09:05:19,367 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 19:11:34, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 0.9237, loss: 0.9237 +2024-07-29 09:05:43,304 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 19:11:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.9114, loss: 0.9114 +2024-07-29 09:06:07,271 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 19:10:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 1.0019, loss: 1.0019 +2024-07-29 09:06:31,240 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 19:10:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 1.0150, loss: 1.0150 +2024-07-29 09:06:55,192 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 19:09:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.9634, loss: 0.9634 +2024-07-29 09:07:19,168 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 19:09:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.9442, loss: 0.9442 +2024-07-29 09:07:43,167 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 19:09:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.0285, loss: 1.0285 +2024-07-29 09:07:44,780 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-07-29 09:11:58,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 09:11:59,506 - pyskl - INFO - +top1_acc 0.7890 +top5_acc 0.9548 +2024-07-29 09:11:59,527 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7890, top5_acc: 0.9548 +2024-07-29 09:12:44,589 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 19:09:03, time: 0.451, data_time: 0.197, memory: 6431, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 0.9953, loss: 0.9953 +2024-07-29 09:13:08,529 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 19:08:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.8995, loss: 0.8995 +2024-07-29 09:13:32,462 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 19:08:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.9372, loss: 0.9372 +2024-07-29 09:13:56,642 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 19:07:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 0.9368, loss: 0.9368 +2024-07-29 09:14:20,627 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 19:07:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9850, loss_cls: 0.8809, loss: 0.8809 +2024-07-29 09:14:44,649 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 19:06:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.9006, loss: 0.9006 +2024-07-29 09:15:08,607 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 19:06:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.8997, loss: 0.8997 +2024-07-29 09:15:32,570 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 19:06:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.9192, loss: 0.9192 +2024-07-29 09:15:56,505 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 19:05:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.9298, loss: 0.9298 +2024-07-29 09:16:20,466 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 19:05:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 0.9227, loss: 0.9227 +2024-07-29 09:16:44,467 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 19:04:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 0.9333, loss: 0.9333 +2024-07-29 09:17:08,470 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 19:04:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9725, loss_cls: 0.9407, loss: 0.9407 +2024-07-29 09:17:32,439 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 19:04:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 0.9961, loss: 0.9961 +2024-07-29 09:17:56,401 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 19:03:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 0.9579, loss: 0.9579 +2024-07-29 09:18:20,362 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 19:03:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8187, top5_acc: 0.9656, loss_cls: 0.9786, loss: 0.9786 +2024-07-29 09:18:44,423 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 19:02:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.9921, loss: 0.9921 +2024-07-29 09:19:08,487 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 19:02:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 0.9932, loss: 0.9932 +2024-07-29 09:19:32,542 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 19:02:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 0.9807, loss: 0.9807 +2024-07-29 09:19:56,576 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 19:01:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 1.0028, loss: 1.0028 +2024-07-29 09:20:20,578 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 19:01:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 0.9775, loss: 0.9775 +2024-07-29 09:20:44,614 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 19:00:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.9904, loss: 0.9904 +2024-07-29 09:21:08,611 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 19:00:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 0.9409, loss: 0.9409 +2024-07-29 09:21:32,717 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 18:59:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 0.9573, loss: 0.9573 +2024-07-29 09:21:56,806 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 18:59:31, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 1.0049, loss: 1.0049 +2024-07-29 09:22:20,889 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 18:59:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 0.9520, loss: 0.9520 +2024-07-29 09:22:44,983 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 18:58:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.9963, loss: 0.9963 +2024-07-29 09:23:08,964 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 18:58:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 0.9498, loss: 0.9498 +2024-07-29 09:23:32,919 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 18:57:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.9895, loss: 0.9895 +2024-07-29 09:23:56,887 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 18:57:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 1.0305, loss: 1.0305 +2024-07-29 09:24:20,946 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 18:57:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 1.0298, loss: 1.0298 +2024-07-29 09:24:44,994 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 18:56:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 0.9692, loss: 0.9692 +2024-07-29 09:25:09,021 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 18:56:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8037, top5_acc: 0.9762, loss_cls: 0.9963, loss: 0.9963 +2024-07-29 09:25:33,074 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 18:55:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 0.9922, loss: 0.9922 +2024-07-29 09:25:57,290 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 18:55:23, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.9432, loss: 0.9432 +2024-07-29 09:25:58,949 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-07-29 09:30:12,784 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 09:30:13,473 - pyskl - INFO - +top1_acc 0.7535 +top5_acc 0.9490 +2024-07-29 09:30:13,494 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7535, top5_acc: 0.9490 +2024-07-29 09:30:58,189 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 18:55:20, time: 0.447, data_time: 0.195, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8938, loss: 0.8938 +2024-07-29 09:31:21,968 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 18:54:55, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.8879, loss: 0.8879 +2024-07-29 09:31:45,772 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 18:54:30, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8469, top5_acc: 0.9725, loss_cls: 0.8879, loss: 0.8879 +2024-07-29 09:32:09,750 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 18:54:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9694, loss_cls: 0.8961, loss: 0.8961 +2024-07-29 09:32:33,805 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 18:53:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.9019, loss: 0.9019 +2024-07-29 09:32:57,826 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 18:53:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.9480, loss: 0.9480 +2024-07-29 09:33:21,774 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 18:52:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.9515, loss: 0.9515 +2024-07-29 09:33:45,731 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 18:52:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.9515, loss: 0.9515 +2024-07-29 09:34:09,657 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 18:52:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 0.9743, loss: 0.9743 +2024-07-29 09:34:33,605 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 18:51:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.9234, loss: 0.9234 +2024-07-29 09:34:57,563 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 18:51:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.9577, loss: 0.9577 +2024-07-29 09:35:21,523 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 18:50:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 1.0112, loss: 1.0112 +2024-07-29 09:35:45,453 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 18:50:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.0032, loss: 1.0032 +2024-07-29 09:36:09,403 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 18:49:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.9542, loss: 0.9542 +2024-07-29 09:36:33,353 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 18:49:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 1.0101, loss: 1.0101 +2024-07-29 09:36:57,292 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 18:49:06, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.9056, loss: 0.9056 +2024-07-29 09:37:21,265 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 18:48:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9712, loss_cls: 0.9206, loss: 0.9206 +2024-07-29 09:37:45,266 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 18:48:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 0.9799, loss: 0.9799 +2024-07-29 09:38:09,242 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 18:47:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.9393, loss: 0.9393 +2024-07-29 09:38:33,272 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 18:47:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9800, loss_cls: 0.9173, loss: 0.9173 +2024-07-29 09:38:57,300 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 18:47:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.8868, loss: 0.8868 +2024-07-29 09:39:21,293 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 18:46:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.9842, loss: 0.9842 +2024-07-29 09:39:45,238 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 18:46:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.9277, loss: 0.9277 +2024-07-29 09:40:09,189 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 18:45:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9613, loss_cls: 0.9813, loss: 0.9813 +2024-07-29 09:40:33,222 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 18:45:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 0.9415, loss: 0.9415 +2024-07-29 09:40:57,190 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 18:44:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9656, loss_cls: 1.0045, loss: 1.0045 +2024-07-29 09:41:21,135 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 18:44:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 0.9802, loss: 0.9802 +2024-07-29 09:41:45,121 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 18:44:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.9283, loss: 0.9283 +2024-07-29 09:42:09,107 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 18:43:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 0.9150, loss: 0.9150 +2024-07-29 09:42:33,080 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 18:43:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 1.0156, loss: 1.0156 +2024-07-29 09:42:57,031 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 18:42:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.9704, loss: 0.9704 +2024-07-29 09:43:21,156 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 18:42:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.9520, loss: 0.9520 +2024-07-29 09:43:45,188 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 18:42:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.9206, loss: 0.9206 +2024-07-29 09:44:09,278 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 18:41:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.9169, loss: 0.9169 +2024-07-29 09:44:10,895 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-07-29 09:48:25,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 09:48:26,034 - pyskl - INFO - +top1_acc 0.8048 +top5_acc 0.9620 +2024-07-29 09:48:26,037 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_56.pth was removed +2024-07-29 09:48:26,156 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2024-07-29 09:48:26,157 - pyskl - INFO - Best top1_acc is 0.8048 at 69 epoch. +2024-07-29 09:48:26,177 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.8048, top5_acc: 0.9620 +2024-07-29 09:49:11,117 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 18:41:35, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.9123, loss: 0.9123 +2024-07-29 09:49:35,068 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 18:41:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 0.9146, loss: 0.9146 +2024-07-29 09:49:59,013 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 18:40:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.9116, loss: 0.9116 +2024-07-29 09:50:22,994 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 18:40:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.9483, loss: 0.9483 +2024-07-29 09:50:46,961 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 18:39:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.9381, loss: 0.9381 +2024-07-29 09:51:10,976 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 18:39:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.8325, loss: 0.8325 +2024-07-29 09:51:34,990 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 18:39:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9663, loss_cls: 0.9718, loss: 0.9718 +2024-07-29 09:51:58,986 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 18:38:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 0.9762, loss: 0.9762 +2024-07-29 09:52:22,998 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 18:38:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.9569, loss: 0.9569 +2024-07-29 09:52:47,015 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 18:37:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 0.9002, loss: 0.9002 +2024-07-29 09:53:11,005 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 18:37:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 0.9919, loss: 0.9919 +2024-07-29 09:53:35,000 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 18:37:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.9187, loss: 0.9187 +2024-07-29 09:53:58,978 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 18:36:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.9349, loss: 0.9349 +2024-07-29 09:54:22,948 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 18:36:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.9463, loss: 0.9463 +2024-07-29 09:54:46,911 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 18:35:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.9316, loss: 0.9316 +2024-07-29 09:55:10,894 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 18:35:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 0.8946, loss: 0.8946 +2024-07-29 09:55:34,906 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 18:34:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.9177, loss: 0.9177 +2024-07-29 09:55:58,896 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 18:34:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.9335, loss: 0.9335 +2024-07-29 09:56:22,897 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 18:34:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.9195, loss: 0.9195 +2024-07-29 09:56:46,913 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 18:33:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 0.9730, loss: 0.9730 +2024-07-29 09:57:10,886 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 18:33:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.8627, loss: 0.8627 +2024-07-29 09:57:34,847 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 18:32:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 0.9732, loss: 0.9732 +2024-07-29 09:57:58,807 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 18:32:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9605, loss: 0.9605 +2024-07-29 09:58:22,733 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 18:32:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.9116, loss: 0.9116 +2024-07-29 09:58:46,685 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 18:31:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.9143, loss: 0.9143 +2024-07-29 09:59:10,626 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 18:31:12, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 1.0800, loss: 1.0800 +2024-07-29 09:59:34,588 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 18:30:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 0.9868, loss: 0.9868 +2024-07-29 09:59:58,528 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 18:30:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8306, top5_acc: 0.9688, loss_cls: 0.9411, loss: 0.9411 +2024-07-29 10:00:22,465 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 18:29:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9825, loss_cls: 0.9184, loss: 0.9184 +2024-07-29 10:00:46,487 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 18:29:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8319, top5_acc: 0.9725, loss_cls: 0.9686, loss: 0.9686 +2024-07-29 10:01:10,504 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 18:29:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 0.9958, loss: 0.9958 +2024-07-29 10:01:34,582 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 18:28:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 0.9773, loss: 0.9773 +2024-07-29 10:01:58,621 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 18:28:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.9408, loss: 0.9408 +2024-07-29 10:02:22,660 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 18:27:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.9601, loss: 0.9601 +2024-07-29 10:02:24,256 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-07-29 10:06:42,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 10:06:43,264 - pyskl - INFO - +top1_acc 0.7883 +top5_acc 0.9574 +2024-07-29 10:06:43,285 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7883, top5_acc: 0.9574 +2024-07-29 10:07:28,244 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 18:27:50, time: 0.450, data_time: 0.197, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.9107, loss: 0.9107 +2024-07-29 10:07:52,214 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 18:27:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 0.8811, loss: 0.8811 +2024-07-29 10:08:16,190 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 18:27:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.9006, loss: 0.9006 +2024-07-29 10:08:40,210 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 18:26:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.9602, loss: 0.9602 +2024-07-29 10:09:04,224 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 18:26:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.9541, loss: 0.9541 +2024-07-29 10:09:28,192 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 18:25:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.8669, loss: 0.8669 +2024-07-29 10:09:52,178 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 18:25:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 0.8929, loss: 0.8929 +2024-07-29 10:10:16,140 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 18:24:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.8926, loss: 0.8926 +2024-07-29 10:10:40,095 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 18:24:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 0.8957, loss: 0.8957 +2024-07-29 10:11:04,054 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 18:24:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.8894, loss: 0.8894 +2024-07-29 10:11:28,024 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 18:23:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.9584, loss: 0.9584 +2024-07-29 10:11:51,999 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 18:23:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.9639, loss: 0.9639 +2024-07-29 10:12:15,949 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 18:22:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.9226, loss: 0.9226 +2024-07-29 10:12:39,920 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 18:22:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 0.9916, loss: 0.9916 +2024-07-29 10:13:03,916 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 18:22:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.9068, loss: 0.9068 +2024-07-29 10:13:27,945 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 18:21:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 0.9412, loss: 0.9412 +2024-07-29 10:13:51,927 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 18:21:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 0.9883, loss: 0.9883 +2024-07-29 10:14:15,962 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 18:20:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.9214, loss: 0.9214 +2024-07-29 10:14:40,034 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 18:20:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.9537, loss: 0.9537 +2024-07-29 10:15:04,186 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 18:19:57, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.9410, loss: 0.9410 +2024-07-29 10:15:28,229 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 18:19:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.9181, loss: 0.9181 +2024-07-29 10:15:52,230 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 18:19:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 0.9539, loss: 0.9539 +2024-07-29 10:16:16,234 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 18:18:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 1.0152, loss: 1.0152 +2024-07-29 10:16:40,282 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 18:18:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 0.9252, loss: 0.9252 +2024-07-29 10:17:04,322 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 18:17:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.8748, loss: 0.8748 +2024-07-29 10:17:28,378 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 18:17:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.9119, loss: 0.9119 +2024-07-29 10:17:52,376 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 18:17:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.9418, loss: 0.9418 +2024-07-29 10:18:16,454 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 18:16:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 0.9844, loss: 0.9844 +2024-07-29 10:18:40,482 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 18:16:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.9433, loss: 0.9433 +2024-07-29 10:19:04,431 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 18:15:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.9444, loss: 0.9444 +2024-07-29 10:19:28,316 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 18:15:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 0.9857, loss: 0.9857 +2024-07-29 10:19:52,341 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 18:14:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.9704, loss: 0.9704 +2024-07-29 10:20:16,248 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 18:14:34, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 0.9867, loss: 0.9867 +2024-07-29 10:20:40,266 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 18:14:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.9341, loss: 0.9341 +2024-07-29 10:20:41,887 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-07-29 10:24:56,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 10:24:56,904 - pyskl - INFO - +top1_acc 0.7988 +top5_acc 0.9592 +2024-07-29 10:24:56,924 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7988, top5_acc: 0.9592 +2024-07-29 10:25:41,804 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 18:14:05, time: 0.449, data_time: 0.197, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 0.9246, loss: 0.9246 +2024-07-29 10:26:05,608 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 18:13:40, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 0.9105, loss: 0.9105 +2024-07-29 10:26:29,505 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 18:13:15, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8742, loss: 0.8742 +2024-07-29 10:26:53,422 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 18:12:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9825, loss_cls: 0.9119, loss: 0.9119 +2024-07-29 10:27:17,492 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 18:12:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9712, loss_cls: 0.8719, loss: 0.8719 +2024-07-29 10:27:41,448 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 18:12:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.9285, loss: 0.9285 +2024-07-29 10:28:05,402 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 18:11:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.8778, loss: 0.8778 +2024-07-29 10:28:29,354 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 18:11:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8113, top5_acc: 0.9794, loss_cls: 0.9862, loss: 0.9862 +2024-07-29 10:28:53,308 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 18:10:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 0.8728, loss: 0.8728 +2024-07-29 10:29:17,382 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 18:10:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 0.9048, loss: 0.9048 +2024-07-29 10:29:41,530 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 18:09:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.9234, loss: 0.9234 +2024-07-29 10:30:05,535 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 18:09:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 0.8696, loss: 0.8696 +2024-07-29 10:30:29,511 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 18:09:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 0.9567, loss: 0.9567 +2024-07-29 10:30:53,487 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 18:08:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8867, loss: 0.8867 +2024-07-29 10:31:17,458 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 18:08:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 0.8789, loss: 0.8789 +2024-07-29 10:31:41,442 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 18:07:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8584, loss: 0.8584 +2024-07-29 10:32:05,674 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 18:07:27, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.9427, loss: 0.9427 +2024-07-29 10:32:29,535 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 18:07:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.8730, loss: 0.8730 +2024-07-29 10:32:53,437 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 18:06:37, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.9705, loss: 0.9705 +2024-07-29 10:33:17,387 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 18:06:12, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.9254, loss: 0.9254 +2024-07-29 10:33:41,261 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 18:05:47, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.8168, loss: 0.8168 +2024-07-29 10:34:05,087 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 18:05:22, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.9458, loss: 0.9458 +2024-07-29 10:34:28,934 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 18:04:57, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.9173, loss: 0.9173 +2024-07-29 10:34:52,938 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 18:04:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.9343, loss: 0.9343 +2024-07-29 10:35:16,881 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 18:04:07, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.9048, loss: 0.9048 +2024-07-29 10:35:40,868 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 18:03:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 0.9522, loss: 0.9522 +2024-07-29 10:36:04,953 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 18:03:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.9112, loss: 0.9112 +2024-07-29 10:36:28,916 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 18:02:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 1.0330, loss: 1.0330 +2024-07-29 10:36:52,859 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 18:02:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.9369, loss: 0.9369 +2024-07-29 10:37:16,803 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 18:02:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 1.0288, loss: 1.0288 +2024-07-29 10:37:40,799 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 18:01:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 0.9220, loss: 0.9220 +2024-07-29 10:38:04,782 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 18:01:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.9415, loss: 0.9415 +2024-07-29 10:38:28,715 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 18:00:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.9071, loss: 0.9071 +2024-07-29 10:38:52,668 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 18:00:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 0.9350, loss: 0.9350 +2024-07-29 10:38:54,235 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-07-29 10:43:08,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 10:43:09,017 - pyskl - INFO - +top1_acc 0.8001 +top5_acc 0.9586 +2024-07-29 10:43:09,038 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.8001, top5_acc: 0.9586 +2024-07-29 10:43:54,578 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 18:00:19, time: 0.455, data_time: 0.200, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.8382, loss: 0.8382 +2024-07-29 10:44:18,612 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 17:59:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.8550, loss: 0.8550 +2024-07-29 10:44:42,739 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 17:59:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 0.8565, loss: 0.8565 +2024-07-29 10:45:06,781 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 17:59:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 0.8611, loss: 0.8611 +2024-07-29 10:45:30,794 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 17:58:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 0.8917, loss: 0.8917 +2024-07-29 10:45:54,825 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 17:58:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9838, loss_cls: 0.8692, loss: 0.8692 +2024-07-29 10:46:18,860 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 17:57:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.8781, loss: 0.8781 +2024-07-29 10:46:42,892 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 17:57:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8488, top5_acc: 0.9725, loss_cls: 0.8652, loss: 0.8652 +2024-07-29 10:47:06,931 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 17:57:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8895, loss: 0.8895 +2024-07-29 10:47:30,971 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 17:56:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.9256, loss: 0.9256 +2024-07-29 10:47:55,027 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 17:56:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.9285, loss: 0.9285 +2024-07-29 10:48:19,063 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 17:55:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8854, loss: 0.8854 +2024-07-29 10:48:43,094 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 17:55:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.8606, loss: 0.8606 +2024-07-29 10:49:07,159 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 17:54:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 0.9008, loss: 0.9008 +2024-07-29 10:49:31,353 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 17:54:32, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.9196, loss: 0.9196 +2024-07-29 10:49:55,504 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 17:54:07, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.9806, loss: 0.9806 +2024-07-29 10:50:19,524 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 17:53:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.9609, loss: 0.9609 +2024-07-29 10:50:43,531 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 17:53:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8406, top5_acc: 0.9712, loss_cls: 0.8822, loss: 0.8822 +2024-07-29 10:51:07,521 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 17:52:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 0.9726, loss: 0.9726 +2024-07-29 10:51:31,498 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 17:52:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.8955, loss: 0.8955 +2024-07-29 10:51:55,488 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 17:52:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.9420, loss: 0.9420 +2024-07-29 10:52:19,494 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 17:51:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 0.9728, loss: 0.9728 +2024-07-29 10:52:43,530 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 17:51:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.8928, loss: 0.8928 +2024-07-29 10:53:07,568 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 17:50:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 0.9776, loss: 0.9776 +2024-07-29 10:53:31,675 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 17:50:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.9258, loss: 0.9258 +2024-07-29 10:53:55,865 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 17:49:59, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.9696, loss: 0.9696 +2024-07-29 10:54:19,991 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 17:49:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.8603, loss: 0.8603 +2024-07-29 10:54:44,037 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 17:49:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.9248, loss: 0.9248 +2024-07-29 10:55:08,094 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 17:48:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.8913, loss: 0.8913 +2024-07-29 10:55:32,087 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 17:48:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.9651, loss: 0.9651 +2024-07-29 10:55:56,066 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 17:47:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 0.9443, loss: 0.9443 +2024-07-29 10:56:20,041 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 17:47:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.8933, loss: 0.8933 +2024-07-29 10:56:44,031 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 17:47:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8966, loss: 0.8966 +2024-07-29 10:57:08,021 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 17:46:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.9073, loss: 0.9073 +2024-07-29 10:57:09,695 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-07-29 11:01:24,094 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 11:01:24,640 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9598 +2024-07-29 11:01:24,644 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_69.pth was removed +2024-07-29 11:01:24,759 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2024-07-29 11:01:24,761 - pyskl - INFO - Best top1_acc is 0.8148 at 73 epoch. +2024-07-29 11:01:24,778 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.8148, top5_acc: 0.9598 +2024-07-29 11:02:10,296 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 17:46:36, time: 0.455, data_time: 0.201, memory: 6431, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.8154, loss: 0.8154 +2024-07-29 11:02:34,379 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 17:46:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.7965, loss: 0.7965 +2024-07-29 11:02:58,414 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 17:45:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.8994, loss: 0.8994 +2024-07-29 11:03:22,402 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 17:45:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.8880, loss: 0.8880 +2024-07-29 11:03:46,383 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 17:44:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.8902, loss: 0.8902 +2024-07-29 11:04:10,352 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 17:44:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.8448, loss: 0.8448 +2024-07-29 11:04:34,454 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 17:44:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9329, loss: 0.9329 +2024-07-29 11:04:58,442 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 17:43:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.9472, loss: 0.9472 +2024-07-29 11:05:22,573 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 17:43:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.8673, loss: 0.8673 +2024-07-29 11:05:46,772 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 17:42:53, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.9234, loss: 0.9234 +2024-07-29 11:06:10,830 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 17:42:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.8808, loss: 0.8808 +2024-07-29 11:06:34,890 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 17:42:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9694, loss_cls: 0.9577, loss: 0.9577 +2024-07-29 11:06:58,948 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 17:41:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.9344, loss: 0.9344 +2024-07-29 11:07:23,034 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 17:41:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.9298, loss: 0.9298 +2024-07-29 11:07:47,077 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 17:40:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.8978, loss: 0.8978 +2024-07-29 11:08:11,133 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 17:40:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 0.9184, loss: 0.9184 +2024-07-29 11:08:35,122 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 17:39:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.9425, loss: 0.9425 +2024-07-29 11:08:59,083 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 17:39:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.8051, loss: 0.8051 +2024-07-29 11:09:23,061 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 17:39:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.8815, loss: 0.8815 +2024-07-29 11:09:47,040 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 17:38:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 0.8928, loss: 0.8928 +2024-07-29 11:10:11,002 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 17:38:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.9091, loss: 0.9091 +2024-07-29 11:10:34,987 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 17:37:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.8711, loss: 0.8711 +2024-07-29 11:10:58,987 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 17:37:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.9210, loss: 0.9210 +2024-07-29 11:11:23,132 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 17:37:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9663, loss_cls: 0.9618, loss: 0.9618 +2024-07-29 11:11:47,236 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 17:36:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.9008, loss: 0.9008 +2024-07-29 11:12:11,262 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 17:36:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 0.8510, loss: 0.8510 +2024-07-29 11:12:35,190 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 17:35:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.8695, loss: 0.8695 +2024-07-29 11:12:59,161 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 17:35:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.8641, loss: 0.8641 +2024-07-29 11:13:23,044 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 17:35:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.9374, loss: 0.9374 +2024-07-29 11:13:46,926 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 17:34:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.9534, loss: 0.9534 +2024-07-29 11:14:10,860 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 17:34:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 0.9393, loss: 0.9393 +2024-07-29 11:14:34,805 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 17:33:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.8736, loss: 0.8736 +2024-07-29 11:14:58,698 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 17:33:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.9167, loss: 0.9167 +2024-07-29 11:15:22,618 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 17:32:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 0.9024, loss: 0.9024 +2024-07-29 11:15:24,238 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-07-29 11:19:39,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 11:19:39,871 - pyskl - INFO - +top1_acc 0.7976 +top5_acc 0.9619 +2024-07-29 11:19:39,893 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7976, top5_acc: 0.9619 +2024-07-29 11:20:24,885 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 17:32:51, time: 0.450, data_time: 0.197, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.8839, loss: 0.8839 +2024-07-29 11:20:48,739 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 17:32:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8695, loss: 0.8695 +2024-07-29 11:21:12,656 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 17:32:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.9208, loss: 0.9208 +2024-07-29 11:21:36,580 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 17:31:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.9101, loss: 0.9101 +2024-07-29 11:22:00,532 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 17:31:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8606, loss: 0.8606 +2024-07-29 11:22:24,565 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 17:30:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.8675, loss: 0.8675 +2024-07-29 11:22:48,536 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 17:30:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.9132, loss: 0.9132 +2024-07-29 11:23:12,488 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 17:29:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.9176, loss: 0.9176 +2024-07-29 11:23:36,437 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 17:29:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.8600, loss: 0.8600 +2024-07-29 11:24:00,365 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 17:29:06, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.8717, loss: 0.8717 +2024-07-29 11:24:24,299 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 17:28:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.8801, loss: 0.8801 +2024-07-29 11:24:48,346 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 17:28:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.8219, loss: 0.8219 +2024-07-29 11:25:12,557 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 17:27:52, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9688, loss_cls: 0.9104, loss: 0.9104 +2024-07-29 11:25:36,672 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 17:27:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 0.8924, loss: 0.8924 +2024-07-29 11:26:00,709 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 17:27:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.8585, loss: 0.8585 +2024-07-29 11:26:24,693 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 17:26:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.8410, loss: 0.8410 +2024-07-29 11:26:48,644 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 17:26:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.8942, loss: 0.8942 +2024-07-29 11:27:12,594 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 17:25:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 0.8608, loss: 0.8608 +2024-07-29 11:27:36,543 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 17:25:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.9048, loss: 0.9048 +2024-07-29 11:28:00,487 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 17:24:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.8900, loss: 0.8900 +2024-07-29 11:28:24,437 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 17:24:33, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 0.8419, loss: 0.8419 +2024-07-29 11:28:48,402 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 17:24:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.9006, loss: 0.9006 +2024-07-29 11:29:12,405 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 17:23:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.9153, loss: 0.9153 +2024-07-29 11:29:36,524 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 17:23:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.8978, loss: 0.8978 +2024-07-29 11:30:00,619 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 17:22:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 0.9628, loss: 0.9628 +2024-07-29 11:30:24,617 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 17:22:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8956, loss: 0.8956 +2024-07-29 11:30:48,633 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 17:22:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.9181, loss: 0.9181 +2024-07-29 11:31:12,675 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 17:21:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9650, loss_cls: 0.9740, loss: 0.9740 +2024-07-29 11:31:36,716 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 17:21:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 0.9286, loss: 0.9286 +2024-07-29 11:32:00,752 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 17:20:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.8687, loss: 0.8687 +2024-07-29 11:32:24,766 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 17:20:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.9017, loss: 0.9017 +2024-07-29 11:32:48,780 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 17:20:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.8912, loss: 0.8912 +2024-07-29 11:33:12,854 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 17:19:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8664, loss: 0.8664 +2024-07-29 11:33:36,886 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 17:19:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8995, loss: 0.8995 +2024-07-29 11:33:38,522 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-07-29 11:37:53,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 11:37:54,158 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9607 +2024-07-29 11:37:54,179 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.8036, top5_acc: 0.9607 +2024-07-29 11:38:39,073 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 17:19:04, time: 0.449, data_time: 0.195, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.8084, loss: 0.8084 +2024-07-29 11:39:02,988 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 17:18:40, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.8605, loss: 0.8605 +2024-07-29 11:39:26,889 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 17:18:15, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.8152, loss: 0.8152 +2024-07-29 11:39:50,782 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 17:17:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8893, loss: 0.8893 +2024-07-29 11:40:14,706 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 17:17:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.8336, loss: 0.8336 +2024-07-29 11:40:38,766 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 17:17:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.8586, loss: 0.8586 +2024-07-29 11:41:02,878 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 17:16:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.8873, loss: 0.8873 +2024-07-29 11:41:26,943 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 17:16:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.9099, loss: 0.9099 +2024-07-29 11:41:50,956 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 17:15:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.8950, loss: 0.8950 +2024-07-29 11:42:15,017 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 17:15:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.8839, loss: 0.8839 +2024-07-29 11:42:39,303 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 17:14:56, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.9081, loss: 0.9081 +2024-07-29 11:43:03,489 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 17:14:32, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 0.8880, loss: 0.8880 +2024-07-29 11:43:27,589 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 17:14:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.8579, loss: 0.8579 +2024-07-29 11:43:51,624 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 17:13:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.9256, loss: 0.9256 +2024-07-29 11:44:15,675 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 17:13:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.8523, loss: 0.8523 +2024-07-29 11:44:39,715 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 17:12:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.9016, loss: 0.9016 +2024-07-29 11:45:03,738 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 17:12:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8156, top5_acc: 0.9644, loss_cls: 0.9737, loss: 0.9737 +2024-07-29 11:45:27,767 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 17:12:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.8286, loss: 0.8286 +2024-07-29 11:45:51,802 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 17:11:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 0.8890, loss: 0.8890 +2024-07-29 11:46:15,810 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 17:11:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.8561, loss: 0.8561 +2024-07-29 11:46:39,940 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 17:10:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.8910, loss: 0.8910 +2024-07-29 11:47:03,972 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 17:10:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.8961, loss: 0.8961 +2024-07-29 11:47:27,920 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 17:09:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 0.8633, loss: 0.8633 +2024-07-29 11:47:51,878 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 17:09:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.9049, loss: 0.9049 +2024-07-29 11:48:15,820 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 17:09:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 0.9334, loss: 0.9334 +2024-07-29 11:48:39,773 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 17:08:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 0.9154, loss: 0.9154 +2024-07-29 11:49:03,762 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 17:08:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9688, loss_cls: 0.9284, loss: 0.9284 +2024-07-29 11:49:27,863 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 17:07:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8356, top5_acc: 0.9706, loss_cls: 0.8739, loss: 0.8739 +2024-07-29 11:49:51,954 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 17:07:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.9395, loss: 0.9395 +2024-07-29 11:50:15,940 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 17:07:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.8360, loss: 0.8360 +2024-07-29 11:50:39,892 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 17:06:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8144, top5_acc: 0.9838, loss_cls: 0.9155, loss: 0.9155 +2024-07-29 11:51:03,864 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 17:06:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.8846, loss: 0.8846 +2024-07-29 11:51:27,835 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 17:05:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.9224, loss: 0.9224 +2024-07-29 11:51:51,811 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 17:05:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.9488, loss: 0.9488 +2024-07-29 11:51:53,442 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-07-29 11:56:08,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 11:56:09,476 - pyskl - INFO - +top1_acc 0.8033 +top5_acc 0.9591 +2024-07-29 11:56:09,494 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.8033, top5_acc: 0.9591 +2024-07-29 11:56:54,603 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 17:05:19, time: 0.451, data_time: 0.197, memory: 6431, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 0.7885, loss: 0.7885 +2024-07-29 11:57:18,706 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 17:04:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.8105, loss: 0.8105 +2024-07-29 11:57:42,655 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 17:04:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7996, loss: 0.7996 +2024-07-29 11:58:06,630 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 17:04:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.8240, loss: 0.8240 +2024-07-29 11:58:30,613 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 17:03:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 0.8686, loss: 0.8686 +2024-07-29 11:58:54,605 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 17:03:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 0.8524, loss: 0.8524 +2024-07-29 11:59:18,593 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 17:02:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.8227, loss: 0.8227 +2024-07-29 11:59:42,633 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 17:02:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.8168, loss: 0.8168 +2024-07-29 12:00:06,635 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 17:02:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 0.8528, loss: 0.8528 +2024-07-29 12:00:30,777 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 17:01:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.8420, loss: 0.8420 +2024-07-29 12:00:54,744 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 17:01:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.9213, loss: 0.9213 +2024-07-29 12:01:18,696 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 17:00:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.9223, loss: 0.9223 +2024-07-29 12:01:42,664 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 17:00:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.9169, loss: 0.9169 +2024-07-29 12:02:06,660 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 16:59:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8866, loss: 0.8866 +2024-07-29 12:02:30,589 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 16:59:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.9317, loss: 0.9317 +2024-07-29 12:02:54,489 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 16:59:06, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 0.8642, loss: 0.8642 +2024-07-29 12:03:18,463 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 16:58:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 0.8461, loss: 0.8461 +2024-07-29 12:03:42,462 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 16:58:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8663, loss: 0.8663 +2024-07-29 12:04:06,425 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 16:57:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 0.9190, loss: 0.9190 +2024-07-29 12:04:30,693 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 16:57:27, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 0.8992, loss: 0.8992 +2024-07-29 12:04:55,211 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 16:57:03, time: 0.245, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.9039, loss: 0.9039 +2024-07-29 12:05:19,297 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 16:56:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.8268, loss: 0.8268 +2024-07-29 12:05:43,279 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 16:56:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.8799, loss: 0.8799 +2024-07-29 12:06:07,223 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 16:55:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.8017, loss: 0.8017 +2024-07-29 12:06:31,254 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 16:55:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9669, loss_cls: 0.9369, loss: 0.9369 +2024-07-29 12:06:55,374 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 16:54:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 0.8595, loss: 0.8595 +2024-07-29 12:07:19,397 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 16:54:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.9048, loss: 0.9048 +2024-07-29 12:07:43,382 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 16:54:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.8825, loss: 0.8825 +2024-07-29 12:08:07,324 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 16:53:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9719, loss_cls: 0.8945, loss: 0.8945 +2024-07-29 12:08:31,273 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 16:53:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 0.9194, loss: 0.9194 +2024-07-29 12:08:55,328 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 16:52:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 0.9043, loss: 0.9043 +2024-07-29 12:09:19,456 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 16:52:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.8483, loss: 0.8483 +2024-07-29 12:09:43,523 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 16:52:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.8127, loss: 0.8127 +2024-07-29 12:10:07,622 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 16:51:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 0.8807, loss: 0.8807 +2024-07-29 12:10:09,250 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-07-29 12:14:24,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 12:14:25,301 - pyskl - INFO - +top1_acc 0.7799 +top5_acc 0.9531 +2024-07-29 12:14:25,334 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.7799, top5_acc: 0.9531 +2024-07-29 12:15:11,636 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 16:51:34, time: 0.463, data_time: 0.205, memory: 6431, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.9283, loss: 0.9283 +2024-07-29 12:15:36,079 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 16:51:10, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.8473, loss: 0.8473 +2024-07-29 12:16:00,209 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 16:50:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 0.8489, loss: 0.8489 +2024-07-29 12:16:24,226 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 16:50:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.8690, loss: 0.8690 +2024-07-29 12:16:48,265 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 16:49:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.8630, loss: 0.8630 +2024-07-29 12:17:12,364 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 16:49:31, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.7623, loss: 0.7623 +2024-07-29 12:17:36,584 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 16:49:06, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.8348, loss: 0.8348 +2024-07-29 12:18:00,716 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 16:48:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.8479, loss: 0.8479 +2024-07-29 12:18:24,831 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 16:48:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.8630, loss: 0.8630 +2024-07-29 12:18:48,793 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 16:47:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.7675, loss: 0.7675 +2024-07-29 12:19:12,740 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 16:47:27, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.8978, loss: 0.8978 +2024-07-29 12:19:36,711 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 16:47:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 0.8767, loss: 0.8767 +2024-07-29 12:20:00,736 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 16:46:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.8021, loss: 0.8021 +2024-07-29 12:20:24,723 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 16:46:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.8596, loss: 0.8596 +2024-07-29 12:20:48,677 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 16:45:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9738, loss_cls: 0.8366, loss: 0.8366 +2024-07-29 12:21:12,610 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 16:45:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.8520, loss: 0.8520 +2024-07-29 12:21:36,580 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 16:44:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7973, loss: 0.7973 +2024-07-29 12:22:00,661 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 16:44:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8538, loss: 0.8538 +2024-07-29 12:22:24,608 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 16:44:08, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.8569, loss: 0.8569 +2024-07-29 12:22:48,601 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 16:43:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.8759, loss: 0.8759 +2024-07-29 12:23:12,554 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 16:43:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9712, loss_cls: 0.9046, loss: 0.9046 +2024-07-29 12:23:36,608 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 16:42:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8599, loss: 0.8599 +2024-07-29 12:24:00,540 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 16:42:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 0.8063, loss: 0.8063 +2024-07-29 12:24:24,458 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 16:42:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7789, loss: 0.7789 +2024-07-29 12:24:48,365 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 16:41:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9700, loss_cls: 0.8631, loss: 0.8631 +2024-07-29 12:25:12,308 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 16:41:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 0.9230, loss: 0.9230 +2024-07-29 12:25:36,288 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 16:40:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 0.8724, loss: 0.8724 +2024-07-29 12:26:00,235 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 16:40:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.9362, loss: 0.9362 +2024-07-29 12:26:24,353 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 16:40:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.8363, loss: 0.8363 +2024-07-29 12:26:48,391 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 16:39:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 0.8987, loss: 0.8987 +2024-07-29 12:27:12,377 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 16:39:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.9164, loss: 0.9164 +2024-07-29 12:27:36,524 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 16:38:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 0.9045, loss: 0.9045 +2024-07-29 12:28:00,541 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 16:38:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.8564, loss: 0.8564 +2024-07-29 12:28:24,637 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 16:37:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 0.9048, loss: 0.9048 +2024-07-29 12:28:26,252 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-07-29 12:32:42,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 12:32:42,815 - pyskl - INFO - +top1_acc 0.8150 +top5_acc 0.9639 +2024-07-29 12:32:42,819 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_73.pth was removed +2024-07-29 12:32:42,939 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2024-07-29 12:32:42,940 - pyskl - INFO - Best top1_acc is 0.8150 at 78 epoch. +2024-07-29 12:32:42,962 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.8150, top5_acc: 0.9639 +2024-07-29 12:33:28,046 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 16:37:49, time: 0.451, data_time: 0.196, memory: 6431, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.8169, loss: 0.8169 +2024-07-29 12:33:52,120 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 16:37:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7990, loss: 0.7990 +2024-07-29 12:34:16,158 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 16:36:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.8356, loss: 0.8356 +2024-07-29 12:34:40,143 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 16:36:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 0.8555, loss: 0.8555 +2024-07-29 12:35:04,136 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 16:36:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.8627, loss: 0.8627 +2024-07-29 12:35:28,197 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 16:35:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 0.8040, loss: 0.8040 +2024-07-29 12:35:52,275 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 16:35:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.8551, loss: 0.8551 +2024-07-29 12:36:16,329 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 16:34:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8729, loss: 0.8729 +2024-07-29 12:36:40,438 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 16:34:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 0.8668, loss: 0.8668 +2024-07-29 12:37:04,460 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 16:34:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.8141, loss: 0.8141 +2024-07-29 12:37:28,521 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 16:33:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.8367, loss: 0.8367 +2024-07-29 12:37:52,576 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 16:33:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.8912, loss: 0.8912 +2024-07-29 12:38:16,641 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 16:32:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9775, loss_cls: 0.8115, loss: 0.8115 +2024-07-29 12:38:40,689 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 16:32:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.8229, loss: 0.8229 +2024-07-29 12:39:04,751 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 16:32:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.8341, loss: 0.8341 +2024-07-29 12:39:28,813 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 16:31:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.8424, loss: 0.8424 +2024-07-29 12:39:53,287 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 16:31:12, time: 0.245, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.8443, loss: 0.8443 +2024-07-29 12:40:17,524 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 16:30:48, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8969, loss: 0.8969 +2024-07-29 12:40:41,607 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 16:30:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.8734, loss: 0.8734 +2024-07-29 12:41:05,741 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 16:29:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.9408, loss: 0.9408 +2024-07-29 12:41:29,858 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 16:29:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.8375, loss: 0.8375 +2024-07-29 12:41:53,846 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 16:29:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.8842, loss: 0.8842 +2024-07-29 12:42:17,826 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 16:28:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.8034, loss: 0.8034 +2024-07-29 12:42:41,841 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 16:28:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.8743, loss: 0.8743 +2024-07-29 12:43:05,842 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 16:27:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.8368, loss: 0.8368 +2024-07-29 12:43:29,879 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 16:27:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.8102, loss: 0.8102 +2024-07-29 12:43:53,892 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 16:27:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 0.8393, loss: 0.8393 +2024-07-29 12:44:17,873 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 16:26:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 0.8548, loss: 0.8548 +2024-07-29 12:44:41,838 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 16:26:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9694, loss_cls: 0.9025, loss: 0.9025 +2024-07-29 12:45:05,841 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 16:25:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.8224, loss: 0.8224 +2024-07-29 12:45:30,016 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 16:25:26, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 0.8883, loss: 0.8883 +2024-07-29 12:45:54,148 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 16:25:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 0.9213, loss: 0.9213 +2024-07-29 12:46:18,182 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 16:24:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 0.8155, loss: 0.8155 +2024-07-29 12:46:42,213 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 16:24:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8652, loss: 0.8652 +2024-07-29 12:46:43,781 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-07-29 12:50:58,641 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 12:50:59,277 - pyskl - INFO - +top1_acc 0.8020 +top5_acc 0.9585 +2024-07-29 12:50:59,296 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.8020, top5_acc: 0.9585 +2024-07-29 12:51:44,098 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 16:24:03, time: 0.448, data_time: 0.193, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 0.7289, loss: 0.7289 +2024-07-29 12:52:08,122 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 16:23:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.8112, loss: 0.8112 +2024-07-29 12:52:32,114 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 16:23:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.8536, loss: 0.8536 +2024-07-29 12:52:56,120 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 16:22:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.8194, loss: 0.8194 +2024-07-29 12:53:20,184 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 16:22:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.8021, loss: 0.8021 +2024-07-29 12:53:44,176 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 16:21:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 0.8625, loss: 0.8625 +2024-07-29 12:54:08,133 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 16:21:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.8964, loss: 0.8964 +2024-07-29 12:54:32,117 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 16:21:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.8738, loss: 0.8738 +2024-07-29 12:54:56,123 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 16:20:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.7949, loss: 0.7949 +2024-07-29 12:55:20,086 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 16:20:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 0.7975, loss: 0.7975 +2024-07-29 12:55:44,015 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 16:19:55, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 0.7840, loss: 0.7840 +2024-07-29 12:56:07,932 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 16:19:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.8415, loss: 0.8415 +2024-07-29 12:56:32,015 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 16:19:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.8356, loss: 0.8356 +2024-07-29 12:56:55,929 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 16:18:40, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.8114, loss: 0.8114 +2024-07-29 12:57:20,054 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 16:18:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.8109, loss: 0.8109 +2024-07-29 12:57:44,058 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 16:17:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.8565, loss: 0.8565 +2024-07-29 12:58:08,166 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 16:17:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7715, loss: 0.7715 +2024-07-29 12:58:32,174 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 16:17:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 0.8379, loss: 0.8379 +2024-07-29 12:58:56,169 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 16:16:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.8097, loss: 0.8097 +2024-07-29 12:59:20,166 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 16:16:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 0.8389, loss: 0.8389 +2024-07-29 12:59:44,194 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 16:15:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.8747, loss: 0.8747 +2024-07-29 13:00:08,229 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 16:15:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.9005, loss: 0.9005 +2024-07-29 13:00:32,277 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 16:14:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.8876, loss: 0.8876 +2024-07-29 13:00:56,291 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 16:14:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.8281, loss: 0.8281 +2024-07-29 13:01:20,381 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 16:14:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.8452, loss: 0.8452 +2024-07-29 13:01:44,392 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 16:13:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.8349, loss: 0.8349 +2024-07-29 13:02:08,428 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 16:13:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.8536, loss: 0.8536 +2024-07-29 13:02:32,462 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 16:12:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9812, loss_cls: 0.8549, loss: 0.8549 +2024-07-29 13:02:56,545 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 16:12:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.8836, loss: 0.8836 +2024-07-29 13:03:20,597 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 16:12:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.9181, loss: 0.9181 +2024-07-29 13:03:44,634 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 16:11:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 0.9181, loss: 0.9181 +2024-07-29 13:04:08,606 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 16:11:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8362, loss: 0.8362 +2024-07-29 13:04:32,554 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 16:10:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.8601, loss: 0.8601 +2024-07-29 13:04:56,524 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 16:10:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.8274, loss: 0.8274 +2024-07-29 13:04:58,188 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-07-29 13:09:17,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 13:09:17,927 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9603 +2024-07-29 13:09:17,944 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.8149, top5_acc: 0.9603 +2024-07-29 13:10:02,781 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 16:10:16, time: 0.448, data_time: 0.196, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.7993, loss: 0.7993 +2024-07-29 13:10:26,684 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 16:09:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.7786, loss: 0.7786 +2024-07-29 13:10:50,640 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 16:09:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7744, loss: 0.7744 +2024-07-29 13:11:14,563 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 16:09:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8700, top5_acc: 0.9925, loss_cls: 0.7155, loss: 0.7155 +2024-07-29 13:11:38,479 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 16:08:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.7289, loss: 0.7289 +2024-07-29 13:12:02,433 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 16:08:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7989, loss: 0.7989 +2024-07-29 13:12:26,345 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 16:07:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.8060, loss: 0.8060 +2024-07-29 13:12:50,379 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 16:07:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.8286, loss: 0.8286 +2024-07-29 13:13:14,473 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 16:06:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.7500, loss: 0.7500 +2024-07-29 13:13:38,502 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 16:06:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.7981, loss: 0.7981 +2024-07-29 13:14:02,508 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 16:06:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.7995, loss: 0.7995 +2024-07-29 13:14:26,499 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 16:05:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8712, top5_acc: 0.9769, loss_cls: 0.7469, loss: 0.7469 +2024-07-29 13:14:50,573 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 16:05:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.7695, loss: 0.7695 +2024-07-29 13:15:14,571 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 16:04:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.8235, loss: 0.8235 +2024-07-29 13:15:38,471 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 16:04:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 0.8022, loss: 0.8022 +2024-07-29 13:16:02,370 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 16:04:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.8668, loss: 0.8668 +2024-07-29 13:16:26,282 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 16:03:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 0.8569, loss: 0.8569 +2024-07-29 13:16:50,187 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 16:03:13, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.8214, loss: 0.8214 +2024-07-29 13:17:14,128 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 16:02:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.8291, loss: 0.8291 +2024-07-29 13:17:38,101 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 16:02:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.8593, loss: 0.8593 +2024-07-29 13:18:02,076 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 16:01:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.8659, loss: 0.8659 +2024-07-29 13:18:26,027 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 16:01:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8481, top5_acc: 0.9681, loss_cls: 0.8701, loss: 0.8701 +2024-07-29 13:18:50,048 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 16:01:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.8389, loss: 0.8389 +2024-07-29 13:19:14,031 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 16:00:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.8045, loss: 0.8045 +2024-07-29 13:19:37,981 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 16:00:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.8032, loss: 0.8032 +2024-07-29 13:20:01,932 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 15:59:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 0.9045, loss: 0.9045 +2024-07-29 13:20:25,887 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 15:59:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.7872, loss: 0.7872 +2024-07-29 13:20:49,842 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 15:59:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.8887, loss: 0.8887 +2024-07-29 13:21:13,817 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 15:58:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.8536, loss: 0.8536 +2024-07-29 13:21:37,902 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 15:58:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.8760, loss: 0.8760 +2024-07-29 13:22:01,852 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 15:57:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 0.8960, loss: 0.8960 +2024-07-29 13:22:25,806 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 15:57:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.9014, loss: 0.9014 +2024-07-29 13:22:49,751 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 15:57:01, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.8327, loss: 0.8327 +2024-07-29 13:23:13,799 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 15:56:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 0.8322, loss: 0.8322 +2024-07-29 13:23:15,355 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-07-29 13:27:30,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 13:27:31,459 - pyskl - INFO - +top1_acc 0.8177 +top5_acc 0.9641 +2024-07-29 13:27:31,463 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_78.pth was removed +2024-07-29 13:27:31,585 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2024-07-29 13:27:31,587 - pyskl - INFO - Best top1_acc is 0.8177 at 81 epoch. +2024-07-29 13:27:31,607 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8177, top5_acc: 0.9641 +2024-07-29 13:28:16,809 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 15:56:27, time: 0.452, data_time: 0.198, memory: 6431, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.7389, loss: 0.7389 +2024-07-29 13:28:40,973 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 15:56:03, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.7712, loss: 0.7712 +2024-07-29 13:29:05,238 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 15:55:38, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.8133, loss: 0.8133 +2024-07-29 13:29:29,253 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 15:55:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.8069, loss: 0.8069 +2024-07-29 13:29:53,260 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 15:54:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7936, loss: 0.7936 +2024-07-29 13:30:17,261 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 15:54:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.8083, loss: 0.8083 +2024-07-29 13:30:41,248 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 15:53:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.7921, loss: 0.7921 +2024-07-29 13:31:05,302 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 15:53:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 0.8717, loss: 0.8717 +2024-07-29 13:31:29,340 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 15:53:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.8712, loss: 0.8712 +2024-07-29 13:31:53,292 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 15:52:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.7689, loss: 0.7689 +2024-07-29 13:32:17,392 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 15:52:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.8202, loss: 0.8202 +2024-07-29 13:32:41,512 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 15:51:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 0.7556, loss: 0.7556 +2024-07-29 13:33:05,567 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 15:51:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.8336, loss: 0.8336 +2024-07-29 13:33:29,606 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 15:51:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 0.8084, loss: 0.8084 +2024-07-29 13:33:53,570 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 15:50:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.8237, loss: 0.8237 +2024-07-29 13:34:17,526 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 15:50:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8488, top5_acc: 0.9756, loss_cls: 0.8229, loss: 0.8229 +2024-07-29 13:34:41,478 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 15:49:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8519, top5_acc: 0.9731, loss_cls: 0.8453, loss: 0.8453 +2024-07-29 13:35:05,431 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 15:49:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 0.7833, loss: 0.7833 +2024-07-29 13:35:29,403 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 15:49:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7911, loss: 0.7911 +2024-07-29 13:35:53,352 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 15:48:36, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.8664, loss: 0.8664 +2024-07-29 13:36:17,306 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 15:48:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.8237, loss: 0.8237 +2024-07-29 13:36:41,275 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 15:47:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.8443, loss: 0.8443 +2024-07-29 13:37:05,374 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 15:47:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.8412, loss: 0.8412 +2024-07-29 13:37:29,427 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 15:46:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.8273, loss: 0.8273 +2024-07-29 13:37:53,533 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 15:46:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.8886, loss: 0.8886 +2024-07-29 13:38:17,636 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 15:46:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8531, top5_acc: 0.9700, loss_cls: 0.8524, loss: 0.8524 +2024-07-29 13:38:41,733 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 15:45:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.7761, loss: 0.7761 +2024-07-29 13:39:05,716 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 15:45:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.8303, loss: 0.8303 +2024-07-29 13:39:29,693 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 15:44:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8300, top5_acc: 0.9681, loss_cls: 0.9241, loss: 0.9241 +2024-07-29 13:39:53,675 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 15:44:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.7580, loss: 0.7580 +2024-07-29 13:40:17,632 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 15:44:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.8217, loss: 0.8217 +2024-07-29 13:40:41,616 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 15:43:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9688, loss_cls: 0.8852, loss: 0.8852 +2024-07-29 13:41:05,599 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 15:43:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8462, top5_acc: 0.9700, loss_cls: 0.8892, loss: 0.8892 +2024-07-29 13:41:29,551 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 15:42:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 0.7869, loss: 0.7869 +2024-07-29 13:41:31,150 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-07-29 13:45:49,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 13:45:50,317 - pyskl - INFO - +top1_acc 0.8143 +top5_acc 0.9605 +2024-07-29 13:45:50,336 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8143, top5_acc: 0.9605 +2024-07-29 13:46:35,027 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 15:42:40, time: 0.447, data_time: 0.194, memory: 6431, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.7737, loss: 0.7737 +2024-07-29 13:46:58,854 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 15:42:15, time: 0.238, data_time: 0.000, memory: 6431, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.8155, loss: 0.8155 +2024-07-29 13:47:22,743 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 15:41:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.7541, loss: 0.7541 +2024-07-29 13:47:46,623 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 15:41:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 0.7329, loss: 0.7329 +2024-07-29 13:48:10,520 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 15:41:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7530, loss: 0.7530 +2024-07-29 13:48:34,417 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 15:40:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.8284, loss: 0.8284 +2024-07-29 13:48:58,345 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 15:40:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.7735, loss: 0.7735 +2024-07-29 13:49:22,290 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 15:39:45, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.7582, loss: 0.7582 +2024-07-29 13:49:46,309 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 15:39:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 0.8045, loss: 0.8045 +2024-07-29 13:50:10,348 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 15:38:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 0.8338, loss: 0.8338 +2024-07-29 13:50:34,423 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 15:38:31, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.7492, loss: 0.7492 +2024-07-29 13:50:58,508 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 15:38:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 0.8901, loss: 0.8901 +2024-07-29 13:51:22,605 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 15:37:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.8300, loss: 0.8300 +2024-07-29 13:51:46,647 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 15:37:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.8204, loss: 0.8204 +2024-07-29 13:52:10,687 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 15:36:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 0.7269, loss: 0.7269 +2024-07-29 13:52:34,752 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 15:36:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 0.8545, loss: 0.8545 +2024-07-29 13:52:58,785 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 15:36:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.7753, loss: 0.7753 +2024-07-29 13:53:22,875 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 15:35:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 0.8450, loss: 0.8450 +2024-07-29 13:53:46,981 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 15:35:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 0.8597, loss: 0.8597 +2024-07-29 13:54:11,083 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 15:34:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7850, loss: 0.7850 +2024-07-29 13:54:35,204 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 15:34:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.8142, loss: 0.8142 +2024-07-29 13:54:59,363 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 15:33:59, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.8369, loss: 0.8369 +2024-07-29 13:55:23,430 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 15:33:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.8404, loss: 0.8404 +2024-07-29 13:55:47,502 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 15:33:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.7902, loss: 0.7902 +2024-07-29 13:56:11,577 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 15:32:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.8361, loss: 0.8361 +2024-07-29 13:56:35,647 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 15:32:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.7935, loss: 0.7935 +2024-07-29 13:56:59,655 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 15:31:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.8351, loss: 0.8351 +2024-07-29 13:57:23,730 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 15:31:31, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.7900, loss: 0.7900 +2024-07-29 13:57:47,807 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 15:31:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.8302, loss: 0.8302 +2024-07-29 13:58:11,831 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 15:30:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7995, loss: 0.7995 +2024-07-29 13:58:35,898 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 15:30:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.8148, loss: 0.8148 +2024-07-29 13:58:59,983 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 15:29:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9719, loss_cls: 0.8413, loss: 0.8413 +2024-07-29 13:59:24,023 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 15:29:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.8368, loss: 0.8368 +2024-07-29 13:59:48,083 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 15:29:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 0.8166, loss: 0.8166 +2024-07-29 13:59:49,686 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-07-29 14:04:05,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 14:04:05,819 - pyskl - INFO - +top1_acc 0.8088 +top5_acc 0.9584 +2024-07-29 14:04:05,838 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.8088, top5_acc: 0.9584 +2024-07-29 14:04:51,140 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 15:28:53, time: 0.453, data_time: 0.200, memory: 6431, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.7608, loss: 0.7608 +2024-07-29 14:05:15,113 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 15:28:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 0.7871, loss: 0.7871 +2024-07-29 14:05:39,081 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 15:28:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.7614, loss: 0.7614 +2024-07-29 14:06:03,128 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 15:27:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9900, loss_cls: 0.7591, loss: 0.7591 +2024-07-29 14:06:27,174 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 15:27:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6962, loss: 0.6962 +2024-07-29 14:06:51,238 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 15:26:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.7767, loss: 0.7767 +2024-07-29 14:07:15,300 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 15:26:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.7811, loss: 0.7811 +2024-07-29 14:07:39,338 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 15:25:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.8010, loss: 0.8010 +2024-07-29 14:08:03,369 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 15:25:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8325, top5_acc: 0.9800, loss_cls: 0.8660, loss: 0.8660 +2024-07-29 14:08:27,424 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 15:25:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.8240, loss: 0.8240 +2024-07-29 14:08:51,447 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 15:24:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7652, loss: 0.7652 +2024-07-29 14:09:15,430 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 15:24:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.8581, loss: 0.8581 +2024-07-29 14:09:39,386 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 15:23:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 0.7820, loss: 0.7820 +2024-07-29 14:10:03,376 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 15:23:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.6934, loss: 0.6934 +2024-07-29 14:10:27,420 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 15:23:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 0.8265, loss: 0.8265 +2024-07-29 14:10:51,415 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 15:22:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 0.7399, loss: 0.7399 +2024-07-29 14:11:15,400 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 15:22:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7530, loss: 0.7530 +2024-07-29 14:11:39,399 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 15:21:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.8597, loss: 0.8597 +2024-07-29 14:12:03,357 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 15:21:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.7974, loss: 0.7974 +2024-07-29 14:12:27,345 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 15:21:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 0.7945, loss: 0.7945 +2024-07-29 14:12:51,348 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 15:20:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.8533, loss: 0.8533 +2024-07-29 14:13:15,319 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 15:20:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.7481, loss: 0.7481 +2024-07-29 14:13:39,303 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 15:19:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 0.8252, loss: 0.8252 +2024-07-29 14:14:03,258 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 15:19:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.8341, loss: 0.8341 +2024-07-29 14:14:27,272 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 15:18:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8556, top5_acc: 0.9744, loss_cls: 0.7998, loss: 0.7998 +2024-07-29 14:14:51,286 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 15:18:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.8033, loss: 0.8033 +2024-07-29 14:15:15,313 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 15:18:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 0.7830, loss: 0.7830 +2024-07-29 14:15:39,338 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 15:17:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7654, loss: 0.7654 +2024-07-29 14:16:03,305 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 15:17:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.8423, loss: 0.8423 +2024-07-29 14:16:27,303 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 15:16:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9712, loss_cls: 0.8698, loss: 0.8698 +2024-07-29 14:16:51,340 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 15:16:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7886, loss: 0.7886 +2024-07-29 14:17:15,362 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 15:16:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.7797, loss: 0.7797 +2024-07-29 14:17:39,391 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 15:15:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.8165, loss: 0.8165 +2024-07-29 14:18:03,382 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 15:15:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.8343, loss: 0.8343 +2024-07-29 14:18:04,940 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-07-29 14:22:23,672 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 14:22:24,257 - pyskl - INFO - +top1_acc 0.8138 +top5_acc 0.9636 +2024-07-29 14:22:24,279 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8138, top5_acc: 0.9636 +2024-07-29 14:23:09,376 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 15:15:04, time: 0.451, data_time: 0.196, memory: 6431, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.7568, loss: 0.7568 +2024-07-29 14:23:33,377 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 15:14:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.7596, loss: 0.7596 +2024-07-29 14:23:57,398 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 15:14:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.7551, loss: 0.7551 +2024-07-29 14:24:21,411 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 15:13:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.7026, loss: 0.7026 +2024-07-29 14:24:45,447 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 15:13:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.7413, loss: 0.7413 +2024-07-29 14:25:09,466 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 15:13:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.8231, loss: 0.8231 +2024-07-29 14:25:33,521 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 15:12:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8544, top5_acc: 0.9850, loss_cls: 0.8182, loss: 0.8182 +2024-07-29 14:25:57,587 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 15:12:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.7414, loss: 0.7414 +2024-07-29 14:26:21,660 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 15:11:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.7156, loss: 0.7156 +2024-07-29 14:26:45,950 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 15:11:22, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.8218, loss: 0.8218 +2024-07-29 14:27:10,031 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 15:10:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.7382, loss: 0.7382 +2024-07-29 14:27:34,067 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 15:10:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 0.7702, loss: 0.7702 +2024-07-29 14:27:58,135 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 15:10:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 0.8033, loss: 0.8033 +2024-07-29 14:28:22,182 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 15:09:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.7678, loss: 0.7678 +2024-07-29 14:28:46,281 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 15:09:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7844, loss: 0.7844 +2024-07-29 14:29:10,391 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 15:08:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7879, loss: 0.7879 +2024-07-29 14:29:34,380 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 15:08:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.8551, loss: 0.8551 +2024-07-29 14:29:58,380 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 15:08:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9875, loss_cls: 0.7265, loss: 0.7265 +2024-07-29 14:30:22,414 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 15:07:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.7800, loss: 0.7800 +2024-07-29 14:30:46,385 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 15:07:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 0.7560, loss: 0.7560 +2024-07-29 14:31:10,352 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 15:06:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 0.7733, loss: 0.7733 +2024-07-29 14:31:34,349 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 15:06:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.8735, loss: 0.8735 +2024-07-29 14:31:58,320 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 15:06:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7987, loss: 0.7987 +2024-07-29 14:32:22,276 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 15:05:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 0.7768, loss: 0.7768 +2024-07-29 14:32:46,243 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 15:05:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.8585, loss: 0.8585 +2024-07-29 14:33:10,254 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 15:04:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.8418, loss: 0.8418 +2024-07-29 14:33:34,226 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 15:04:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.8043, loss: 0.8043 +2024-07-29 14:33:58,156 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 15:03:56, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.8002, loss: 0.8002 +2024-07-29 14:34:22,186 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 15:03:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.8797, loss: 0.8797 +2024-07-29 14:34:46,260 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 15:03:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.8098, loss: 0.8098 +2024-07-29 14:35:10,266 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 15:02:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.7411, loss: 0.7411 +2024-07-29 14:35:34,343 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 15:02:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.8269, loss: 0.8269 +2024-07-29 14:35:58,494 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 15:01:52, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.8171, loss: 0.8171 +2024-07-29 14:36:22,570 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 15:01:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.7894, loss: 0.7894 +2024-07-29 14:36:24,186 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-07-29 14:40:43,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 14:40:44,099 - pyskl - INFO - +top1_acc 0.8023 +top5_acc 0.9604 +2024-07-29 14:40:44,119 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8023, top5_acc: 0.9604 +2024-07-29 14:41:29,388 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 15:01:17, time: 0.453, data_time: 0.198, memory: 6431, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 0.7642, loss: 0.7642 +2024-07-29 14:41:53,469 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 15:00:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.7006, loss: 0.7006 +2024-07-29 14:42:17,646 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 15:00:27, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 0.7495, loss: 0.7495 +2024-07-29 14:42:41,791 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 15:00:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.7671, loss: 0.7671 +2024-07-29 14:43:05,885 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 14:59:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.7103, loss: 0.7103 +2024-07-29 14:43:29,972 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 14:59:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.7807, loss: 0.7807 +2024-07-29 14:43:53,966 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 14:58:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.7716, loss: 0.7716 +2024-07-29 14:44:18,001 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 14:58:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 0.6965, loss: 0.6965 +2024-07-29 14:44:42,081 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 14:57:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7657, loss: 0.7657 +2024-07-29 14:45:06,166 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 14:57:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.7740, loss: 0.7740 +2024-07-29 14:45:30,170 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 14:57:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.7842, loss: 0.7842 +2024-07-29 14:45:54,161 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 14:56:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.7290, loss: 0.7290 +2024-07-29 14:46:18,165 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 14:56:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6950, loss: 0.6950 +2024-07-29 14:46:42,144 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 14:55:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7810, loss: 0.7810 +2024-07-29 14:47:06,199 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 14:55:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.8049, loss: 0.8049 +2024-07-29 14:47:30,185 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 14:55:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7919, loss: 0.7919 +2024-07-29 14:47:54,143 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 14:54:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 0.7730, loss: 0.7730 +2024-07-29 14:48:18,082 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 14:54:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6958, loss: 0.6958 +2024-07-29 14:48:42,024 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 14:53:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.7940, loss: 0.7940 +2024-07-29 14:49:05,977 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 14:53:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.7589, loss: 0.7589 +2024-07-29 14:49:29,917 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 14:53:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 0.8278, loss: 0.8278 +2024-07-29 14:49:53,867 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 14:52:37, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 0.7858, loss: 0.7858 +2024-07-29 14:50:17,845 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 14:52:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.7512, loss: 0.7512 +2024-07-29 14:50:41,833 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 14:51:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.7897, loss: 0.7897 +2024-07-29 14:51:05,843 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 14:51:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7706, loss: 0.7706 +2024-07-29 14:51:29,812 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 14:50:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.8335, loss: 0.8335 +2024-07-29 14:51:53,793 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 14:50:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.7411, loss: 0.7411 +2024-07-29 14:52:17,864 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 14:50:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 0.8633, loss: 0.8633 +2024-07-29 14:52:41,890 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 14:49:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9712, loss_cls: 0.8245, loss: 0.8245 +2024-07-29 14:53:05,834 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 14:49:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.8507, loss: 0.8507 +2024-07-29 14:53:29,809 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 14:48:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.8038, loss: 0.8038 +2024-07-29 14:53:53,783 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 14:48:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 0.7937, loss: 0.7937 +2024-07-29 14:54:17,782 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 14:48:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9781, loss_cls: 0.7911, loss: 0.7911 +2024-07-29 14:54:41,794 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 14:47:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.7878, loss: 0.7878 +2024-07-29 14:54:43,382 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-07-29 14:58:59,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 14:58:59,791 - pyskl - INFO - +top1_acc 0.8103 +top5_acc 0.9633 +2024-07-29 14:58:59,815 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8103, top5_acc: 0.9633 +2024-07-29 14:59:44,646 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 14:47:28, time: 0.448, data_time: 0.195, memory: 6431, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.7440, loss: 0.7440 +2024-07-29 15:00:08,583 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 14:47:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.7369, loss: 0.7369 +2024-07-29 15:00:32,540 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 14:46:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 0.8132, loss: 0.8132 +2024-07-29 15:00:56,578 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 14:46:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7671, loss: 0.7671 +2024-07-29 15:01:20,893 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 14:45:49, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.7504, loss: 0.7504 +2024-07-29 15:01:45,156 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 14:45:25, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.7092, loss: 0.7092 +2024-07-29 15:02:09,393 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 14:45:00, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.7648, loss: 0.7648 +2024-07-29 15:02:33,544 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 14:44:35, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.8110, loss: 0.8110 +2024-07-29 15:02:57,757 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 14:44:11, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.7440, loss: 0.7440 +2024-07-29 15:03:21,975 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 14:43:46, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.7198, loss: 0.7198 +2024-07-29 15:03:46,095 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 14:43:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.7680, loss: 0.7680 +2024-07-29 15:04:10,142 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 14:42:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.7491, loss: 0.7491 +2024-07-29 15:04:34,134 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 14:42:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.7354, loss: 0.7354 +2024-07-29 15:04:58,303 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 14:42:07, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.7609, loss: 0.7609 +2024-07-29 15:05:22,458 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 14:41:43, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7608, loss: 0.7608 +2024-07-29 15:05:46,526 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 14:41:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.7433, loss: 0.7433 +2024-07-29 15:06:10,750 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 14:40:53, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 0.7655, loss: 0.7655 +2024-07-29 15:06:34,836 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 14:40:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.7286, loss: 0.7286 +2024-07-29 15:06:58,874 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 14:40:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.7002, loss: 0.7002 +2024-07-29 15:07:22,931 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 14:39:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.7420, loss: 0.7420 +2024-07-29 15:07:46,970 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 14:39:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 0.7822, loss: 0.7822 +2024-07-29 15:08:11,030 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 14:38:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9788, loss_cls: 0.7492, loss: 0.7492 +2024-07-29 15:08:35,083 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 14:38:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.7166, loss: 0.7166 +2024-07-29 15:08:59,100 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 14:38:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7428, loss: 0.7428 +2024-07-29 15:09:23,157 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 14:37:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.7874, loss: 0.7874 +2024-07-29 15:09:47,183 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 14:37:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 0.7758, loss: 0.7758 +2024-07-29 15:10:11,197 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 14:36:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 0.7922, loss: 0.7922 +2024-07-29 15:10:35,206 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 14:36:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.7066, loss: 0.7066 +2024-07-29 15:10:59,207 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 14:35:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7803, loss: 0.7803 +2024-07-29 15:11:23,196 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 14:35:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.7662, loss: 0.7662 +2024-07-29 15:11:47,192 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 14:35:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7989, loss: 0.7989 +2024-07-29 15:12:11,213 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 14:34:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.7743, loss: 0.7743 +2024-07-29 15:12:35,203 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 14:34:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.8477, loss: 0.8477 +2024-07-29 15:12:59,207 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 14:33:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.7825, loss: 0.7825 +2024-07-29 15:13:00,802 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-07-29 15:17:16,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 15:17:17,339 - pyskl - INFO - +top1_acc 0.8172 +top5_acc 0.9646 +2024-07-29 15:17:17,360 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8172, top5_acc: 0.9646 +2024-07-29 15:18:02,605 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 14:33:41, time: 0.452, data_time: 0.197, memory: 6431, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 0.6968, loss: 0.6968 +2024-07-29 15:18:26,595 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 14:33:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.6328, loss: 0.6328 +2024-07-29 15:18:50,745 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 14:32:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.7144, loss: 0.7144 +2024-07-29 15:19:14,776 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 14:32:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.6941, loss: 0.6941 +2024-07-29 15:19:38,832 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 14:32:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.6472, loss: 0.6472 +2024-07-29 15:20:02,837 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 14:31:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9812, loss_cls: 0.7177, loss: 0.7177 +2024-07-29 15:20:26,892 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 14:31:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.7094, loss: 0.7094 +2024-07-29 15:20:51,147 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 14:30:48, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.7470, loss: 0.7470 +2024-07-29 15:21:15,329 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 14:30:23, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 0.7031, loss: 0.7031 +2024-07-29 15:21:39,368 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 14:29:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.7057, loss: 0.7057 +2024-07-29 15:22:03,322 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 14:29:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.7335, loss: 0.7335 +2024-07-29 15:22:27,319 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 14:29:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.7920, loss: 0.7920 +2024-07-29 15:22:51,458 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 14:28:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 0.7275, loss: 0.7275 +2024-07-29 15:23:15,601 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 14:28:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.7863, loss: 0.7863 +2024-07-29 15:23:39,780 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 14:27:55, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.7714, loss: 0.7714 +2024-07-29 15:24:04,021 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 14:27:31, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.7329, loss: 0.7329 +2024-07-29 15:24:28,173 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 14:27:06, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.7973, loss: 0.7973 +2024-07-29 15:24:52,206 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 14:26:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.7036, loss: 0.7036 +2024-07-29 15:25:16,192 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 14:26:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.6430, loss: 0.6430 +2024-07-29 15:25:40,221 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 14:25:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.7301, loss: 0.7301 +2024-07-29 15:26:04,209 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 14:25:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 0.7606, loss: 0.7606 +2024-07-29 15:26:28,217 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 14:25:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6985, loss: 0.6985 +2024-07-29 15:26:52,258 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 14:24:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.7911, loss: 0.7911 +2024-07-29 15:27:16,259 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 14:24:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.7067, loss: 0.7067 +2024-07-29 15:27:40,353 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 14:23:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.7398, loss: 0.7398 +2024-07-29 15:28:04,449 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 14:23:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.7615, loss: 0.7615 +2024-07-29 15:28:28,518 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 14:22:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 0.7599, loss: 0.7599 +2024-07-29 15:28:52,634 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 14:22:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.8054, loss: 0.8054 +2024-07-29 15:29:16,688 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 14:22:09, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 0.7061, loss: 0.7061 +2024-07-29 15:29:40,750 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 14:21:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 0.7171, loss: 0.7171 +2024-07-29 15:30:04,780 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 14:21:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7789, loss: 0.7789 +2024-07-29 15:30:28,837 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 14:20:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.7521, loss: 0.7521 +2024-07-29 15:30:52,805 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 14:20:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7783, loss: 0.7783 +2024-07-29 15:31:16,825 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 14:20:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7806, loss: 0.7806 +2024-07-29 15:31:18,397 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-07-29 15:35:37,948 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 15:35:38,608 - pyskl - INFO - +top1_acc 0.8069 +top5_acc 0.9611 +2024-07-29 15:35:38,631 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8069, top5_acc: 0.9611 +2024-07-29 15:36:24,309 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 14:19:54, time: 0.457, data_time: 0.199, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.6939, loss: 0.6939 +2024-07-29 15:36:48,690 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 14:19:29, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9925, loss_cls: 0.6734, loss: 0.6734 +2024-07-29 15:37:12,894 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 14:19:05, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.7172, loss: 0.7172 +2024-07-29 15:37:37,007 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 14:18:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.7246, loss: 0.7246 +2024-07-29 15:38:01,152 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 14:18:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 0.7333, loss: 0.7333 +2024-07-29 15:38:25,310 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 14:17:51, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.7362, loss: 0.7362 +2024-07-29 15:38:49,479 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 14:17:26, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.7350, loss: 0.7350 +2024-07-29 15:39:13,586 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 14:17:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7368, loss: 0.7368 +2024-07-29 15:39:37,738 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 14:16:37, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 0.6932, loss: 0.6932 +2024-07-29 15:40:01,910 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 14:16:12, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.7806, loss: 0.7806 +2024-07-29 15:40:26,066 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 14:15:47, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.7684, loss: 0.7684 +2024-07-29 15:40:50,260 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 14:15:23, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 0.7414, loss: 0.7414 +2024-07-29 15:41:14,425 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 14:14:58, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.7308, loss: 0.7308 +2024-07-29 15:41:38,520 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 14:14:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.7159, loss: 0.7159 +2024-07-29 15:42:02,685 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 14:14:09, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 0.7587, loss: 0.7587 +2024-07-29 15:42:26,859 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 14:13:44, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 0.7131, loss: 0.7131 +2024-07-29 15:42:50,994 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 14:13:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.7944, loss: 0.7944 +2024-07-29 15:43:15,088 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 14:12:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.8330, loss: 0.8330 +2024-07-29 15:43:39,174 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 14:12:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.7523, loss: 0.7523 +2024-07-29 15:44:03,267 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 14:12:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.6761, loss: 0.6761 +2024-07-29 15:44:27,365 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 14:11:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.7249, loss: 0.7249 +2024-07-29 15:44:51,454 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 14:11:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.8039, loss: 0.8039 +2024-07-29 15:45:15,587 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 14:10:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.7132, loss: 0.7132 +2024-07-29 15:45:39,687 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 14:10:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 0.7227, loss: 0.7227 +2024-07-29 15:46:03,769 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 14:10:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 0.7495, loss: 0.7495 +2024-07-29 15:46:27,874 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 14:09:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.7876, loss: 0.7876 +2024-07-29 15:46:52,044 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 14:09:13, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.7326, loss: 0.7326 +2024-07-29 15:47:16,215 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 14:08:48, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7998, loss: 0.7998 +2024-07-29 15:47:40,399 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 14:08:23, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.7126, loss: 0.7126 +2024-07-29 15:48:04,510 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 14:07:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 0.7681, loss: 0.7681 +2024-07-29 15:48:28,645 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 14:07:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6931, loss: 0.6931 +2024-07-29 15:48:52,802 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 14:07:09, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7817, loss: 0.7817 +2024-07-29 15:49:16,970 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 14:06:45, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.7341, loss: 0.7341 +2024-07-29 15:49:41,127 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 14:06:20, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 0.7830, loss: 0.7830 +2024-07-29 15:49:42,694 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-07-29 15:53:58,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 15:53:59,225 - pyskl - INFO - +top1_acc 0.8140 +top5_acc 0.9634 +2024-07-29 15:53:59,246 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8140, top5_acc: 0.9634 +2024-07-29 15:54:44,150 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 14:06:07, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.6888, loss: 0.6888 +2024-07-29 15:55:08,135 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 14:05:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.6691, loss: 0.6691 +2024-07-29 15:55:32,085 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 14:05:18, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.7178, loss: 0.7178 +2024-07-29 15:55:56,051 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 14:04:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.6961, loss: 0.6961 +2024-07-29 15:56:20,004 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 14:04:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.6318, loss: 0.6318 +2024-07-29 15:56:43,961 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 14:04:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6804, loss: 0.6804 +2024-07-29 15:57:07,952 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 14:03:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.6872, loss: 0.6872 +2024-07-29 15:57:32,073 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 14:03:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.6895, loss: 0.6895 +2024-07-29 15:57:56,011 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 14:02:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.6595, loss: 0.6595 +2024-07-29 15:58:19,996 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 14:02:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.7078, loss: 0.7078 +2024-07-29 15:58:44,091 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 14:02:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.6722, loss: 0.6722 +2024-07-29 15:59:08,248 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 14:01:35, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.7381, loss: 0.7381 +2024-07-29 15:59:32,392 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 14:01:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7794, loss: 0.7794 +2024-07-29 15:59:56,535 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 14:00:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 0.7810, loss: 0.7810 +2024-07-29 16:00:20,546 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 14:00:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6941, loss: 0.6941 +2024-07-29 16:00:44,576 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 13:59:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.7283, loss: 0.7283 +2024-07-29 16:01:08,633 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 13:59:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.8040, loss: 0.8040 +2024-07-29 16:01:32,656 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 13:59:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 0.7308, loss: 0.7308 +2024-07-29 16:01:56,696 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 13:58:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.7485, loss: 0.7485 +2024-07-29 16:02:20,714 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 13:58:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.7230, loss: 0.7230 +2024-07-29 16:02:44,728 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 13:57:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.6957, loss: 0.6957 +2024-07-29 16:03:08,880 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 13:57:28, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.7450, loss: 0.7450 +2024-07-29 16:03:32,997 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 13:57:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.6933, loss: 0.6933 +2024-07-29 16:03:57,120 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 13:56:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8700, top5_acc: 0.9775, loss_cls: 0.7558, loss: 0.7558 +2024-07-29 16:04:21,246 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 13:56:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.7358, loss: 0.7358 +2024-07-29 16:04:45,374 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 13:55:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.7503, loss: 0.7503 +2024-07-29 16:05:09,482 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 13:55:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 0.7611, loss: 0.7611 +2024-07-29 16:05:33,589 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 13:55:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.7886, loss: 0.7886 +2024-07-29 16:05:57,688 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 13:54:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 0.7039, loss: 0.7039 +2024-07-29 16:06:21,805 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 13:54:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.7275, loss: 0.7275 +2024-07-29 16:06:45,900 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 13:53:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.7915, loss: 0.7915 +2024-07-29 16:07:09,955 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 13:53:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.7351, loss: 0.7351 +2024-07-29 16:07:34,048 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 13:52:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9862, loss_cls: 0.7607, loss: 0.7607 +2024-07-29 16:07:58,283 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 13:52:32, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9800, loss_cls: 0.7843, loss: 0.7843 +2024-07-29 16:07:59,815 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-07-29 16:12:16,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 16:12:16,956 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9655 +2024-07-29 16:12:16,960 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_81.pth was removed +2024-07-29 16:12:17,075 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2024-07-29 16:12:17,076 - pyskl - INFO - Best top1_acc is 0.8310 at 90 epoch. +2024-07-29 16:12:17,095 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8310, top5_acc: 0.9655 +2024-07-29 16:13:02,450 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 13:52:19, time: 0.453, data_time: 0.199, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6845, loss: 0.6845 +2024-07-29 16:13:26,494 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 13:51:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.7153, loss: 0.7153 +2024-07-29 16:13:50,528 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 13:51:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 0.6376, loss: 0.6376 +2024-07-29 16:14:14,611 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 13:51:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 0.6676, loss: 0.6676 +2024-07-29 16:14:38,719 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 13:50:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.6587, loss: 0.6587 +2024-07-29 16:15:02,792 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 13:50:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.6703, loss: 0.6703 +2024-07-29 16:15:26,883 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 13:49:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 0.6852, loss: 0.6852 +2024-07-29 16:15:51,004 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 13:49:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 0.6917, loss: 0.6917 +2024-07-29 16:16:15,182 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 13:49:02, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.7664, loss: 0.7664 +2024-07-29 16:16:39,500 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 13:48:37, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 0.6933, loss: 0.6933 +2024-07-29 16:17:03,626 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 13:48:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.6705, loss: 0.6705 +2024-07-29 16:17:27,704 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 13:47:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.7316, loss: 0.7316 +2024-07-29 16:17:51,788 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 13:47:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.6917, loss: 0.6917 +2024-07-29 16:18:15,823 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 13:46:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 0.7474, loss: 0.7474 +2024-07-29 16:18:39,921 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 13:46:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.6988, loss: 0.6988 +2024-07-29 16:19:03,986 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 13:46:09, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.6959, loss: 0.6959 +2024-07-29 16:19:28,070 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 13:45:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 0.7317, loss: 0.7317 +2024-07-29 16:19:52,155 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 13:45:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 0.7260, loss: 0.7260 +2024-07-29 16:20:16,219 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 13:44:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.7038, loss: 0.7038 +2024-07-29 16:20:40,289 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 13:44:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 0.7872, loss: 0.7872 +2024-07-29 16:21:04,423 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 13:44:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.7219, loss: 0.7219 +2024-07-29 16:21:28,518 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 13:43:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.7032, loss: 0.7032 +2024-07-29 16:21:52,615 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 13:43:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7647, loss: 0.7647 +2024-07-29 16:22:16,699 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 13:42:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.6749, loss: 0.6749 +2024-07-29 16:22:40,736 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 13:42:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6940, loss: 0.6940 +2024-07-29 16:23:04,754 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 13:42:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6828, loss: 0.6828 +2024-07-29 16:23:28,771 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 13:41:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.7064, loss: 0.7064 +2024-07-29 16:23:52,723 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 13:41:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.7045, loss: 0.7045 +2024-07-29 16:24:16,682 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 13:40:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.7849, loss: 0.7849 +2024-07-29 16:24:40,648 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 13:40:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.7257, loss: 0.7257 +2024-07-29 16:25:04,612 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 13:39:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7589, loss: 0.7589 +2024-07-29 16:25:28,844 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 13:39:34, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.7405, loss: 0.7405 +2024-07-29 16:25:53,011 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 13:39:09, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.6890, loss: 0.6890 +2024-07-29 16:26:17,123 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 13:38:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 0.7598, loss: 0.7598 +2024-07-29 16:26:18,671 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-07-29 16:30:35,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 16:30:35,599 - pyskl - INFO - +top1_acc 0.8128 +top5_acc 0.9645 +2024-07-29 16:30:35,620 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8128, top5_acc: 0.9645 +2024-07-29 16:31:20,762 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 13:38:31, time: 0.451, data_time: 0.197, memory: 6431, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.6635, loss: 0.6635 +2024-07-29 16:31:44,738 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 13:38:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.6214, loss: 0.6214 +2024-07-29 16:32:08,740 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 13:37:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6682, loss: 0.6682 +2024-07-29 16:32:32,833 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 13:37:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6743, loss: 0.6743 +2024-07-29 16:32:56,924 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 13:36:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.6756, loss: 0.6756 +2024-07-29 16:33:20,952 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 13:36:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.7080, loss: 0.7080 +2024-07-29 16:33:45,156 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 13:36:03, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.6597, loss: 0.6597 +2024-07-29 16:34:09,202 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 13:35:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.6321, loss: 0.6321 +2024-07-29 16:34:33,251 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 13:35:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.7213, loss: 0.7213 +2024-07-29 16:34:57,492 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 13:34:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 0.8016, loss: 0.8016 +2024-07-29 16:35:21,643 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 13:34:24, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.7198, loss: 0.7198 +2024-07-29 16:35:45,700 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 13:33:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.7155, loss: 0.7155 +2024-07-29 16:36:09,717 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 13:33:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6697, loss: 0.6697 +2024-07-29 16:36:33,755 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 13:33:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7319, loss: 0.7319 +2024-07-29 16:36:57,892 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 13:32:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.6220, loss: 0.6220 +2024-07-29 16:37:21,927 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 13:32:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 0.6674, loss: 0.6674 +2024-07-29 16:37:45,959 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 13:31:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6702, loss: 0.6702 +2024-07-29 16:38:10,008 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 13:31:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.7421, loss: 0.7421 +2024-07-29 16:38:34,133 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 13:31:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.6729, loss: 0.6729 +2024-07-29 16:38:58,286 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 13:30:42, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 0.7165, loss: 0.7165 +2024-07-29 16:39:22,432 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 13:30:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 0.6986, loss: 0.6986 +2024-07-29 16:39:46,618 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 13:29:53, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.7041, loss: 0.7041 +2024-07-29 16:40:10,726 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 13:29:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.7689, loss: 0.7689 +2024-07-29 16:40:34,721 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 13:29:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 0.7184, loss: 0.7184 +2024-07-29 16:40:58,725 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 13:28:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.6891, loss: 0.6891 +2024-07-29 16:41:22,703 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 13:28:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8844, top5_acc: 0.9800, loss_cls: 0.6932, loss: 0.6932 +2024-07-29 16:41:46,697 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 13:27:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7521, loss: 0.7521 +2024-07-29 16:42:10,667 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 13:27:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.7300, loss: 0.7300 +2024-07-29 16:42:34,666 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 13:26:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6980, loss: 0.6980 +2024-07-29 16:42:58,683 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 13:26:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 0.7101, loss: 0.7101 +2024-07-29 16:43:23,081 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 13:26:10, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.7328, loss: 0.7328 +2024-07-29 16:43:47,241 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 13:25:46, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 0.6994, loss: 0.6994 +2024-07-29 16:44:11,268 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 13:25:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 0.7505, loss: 0.7505 +2024-07-29 16:44:35,247 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 13:24:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9888, loss_cls: 0.7235, loss: 0.7235 +2024-07-29 16:44:36,833 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-07-29 16:48:56,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 16:48:57,381 - pyskl - INFO - +top1_acc 0.8131 +top5_acc 0.9636 +2024-07-29 16:48:57,403 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8131, top5_acc: 0.9636 +2024-07-29 16:49:42,979 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 13:24:43, time: 0.456, data_time: 0.197, memory: 6431, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 0.6391, loss: 0.6391 +2024-07-29 16:50:07,499 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 13:24:18, time: 0.245, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.6572, loss: 0.6572 +2024-07-29 16:50:31,781 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 13:23:54, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.6661, loss: 0.6661 +2024-07-29 16:50:55,859 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 13:23:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8794, top5_acc: 0.9894, loss_cls: 0.6664, loss: 0.6664 +2024-07-29 16:51:19,863 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 13:23:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.6505, loss: 0.6505 +2024-07-29 16:51:43,965 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 13:22:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9906, loss_cls: 0.6675, loss: 0.6675 +2024-07-29 16:52:08,034 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 13:22:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 0.6507, loss: 0.6507 +2024-07-29 16:52:32,322 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 13:21:51, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 0.6366, loss: 0.6366 +2024-07-29 16:52:56,553 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 13:21:26, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8950, top5_acc: 0.9844, loss_cls: 0.6399, loss: 0.6399 +2024-07-29 16:53:20,637 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 13:21:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.7088, loss: 0.7088 +2024-07-29 16:53:44,752 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 13:20:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.7002, loss: 0.7002 +2024-07-29 16:54:08,825 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 13:20:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.6983, loss: 0.6983 +2024-07-29 16:54:33,132 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 13:19:47, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 0.7312, loss: 0.7312 +2024-07-29 16:54:57,201 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 13:19:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.7301, loss: 0.7301 +2024-07-29 16:55:21,244 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 13:18:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 0.6840, loss: 0.6840 +2024-07-29 16:55:45,366 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 13:18:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 0.6760, loss: 0.6760 +2024-07-29 16:56:09,723 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 13:18:09, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.7153, loss: 0.7153 +2024-07-29 16:56:33,962 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 13:17:44, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6742, loss: 0.6742 +2024-07-29 16:56:58,079 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 13:17:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.6626, loss: 0.6626 +2024-07-29 16:57:22,211 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 13:16:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.7447, loss: 0.7447 +2024-07-29 16:57:46,382 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 13:16:30, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.7092, loss: 0.7092 +2024-07-29 16:58:10,682 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 13:16:06, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.7435, loss: 0.7435 +2024-07-29 16:58:34,898 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 13:15:41, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6615, loss: 0.6615 +2024-07-29 16:58:59,121 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 13:15:16, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.7162, loss: 0.7162 +2024-07-29 16:59:23,382 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 13:14:52, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.6635, loss: 0.6635 +2024-07-29 16:59:47,650 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 13:14:27, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.6920, loss: 0.6920 +2024-07-29 17:00:11,947 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 13:14:03, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.6580, loss: 0.6580 +2024-07-29 17:00:36,240 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 13:13:38, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8700, top5_acc: 0.9812, loss_cls: 0.7353, loss: 0.7353 +2024-07-29 17:01:00,470 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 13:13:13, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 0.6745, loss: 0.6745 +2024-07-29 17:01:24,615 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 13:12:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 0.7617, loss: 0.7617 +2024-07-29 17:01:48,740 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 13:12:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.6870, loss: 0.6870 +2024-07-29 17:02:12,886 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 13:11:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.6792, loss: 0.6792 +2024-07-29 17:02:37,030 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 13:11:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.6524, loss: 0.6524 +2024-07-29 17:03:01,136 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 13:11:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.7061, loss: 0.7061 +2024-07-29 17:03:02,810 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-07-29 17:07:19,261 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 17:07:19,799 - pyskl - INFO - +top1_acc 0.8361 +top5_acc 0.9678 +2024-07-29 17:07:19,803 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_90.pth was removed +2024-07-29 17:07:19,924 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2024-07-29 17:07:19,926 - pyskl - INFO - Best top1_acc is 0.8361 at 93 epoch. +2024-07-29 17:07:19,945 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8361, top5_acc: 0.9678 +2024-07-29 17:08:05,125 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 13:10:56, time: 0.452, data_time: 0.198, memory: 6431, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 0.6365, loss: 0.6365 +2024-07-29 17:08:29,098 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 13:10:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.6176, loss: 0.6176 +2024-07-29 17:08:53,130 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 13:10:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.6571, loss: 0.6571 +2024-07-29 17:09:17,209 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 13:09:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.6624, loss: 0.6624 +2024-07-29 17:09:41,267 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 13:09:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.6990, loss: 0.6990 +2024-07-29 17:10:05,320 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 13:08:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6910, loss: 0.6910 +2024-07-29 17:10:29,384 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 13:08:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9806, loss_cls: 0.7030, loss: 0.7030 +2024-07-29 17:10:53,461 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 13:08:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 0.6610, loss: 0.6610 +2024-07-29 17:11:17,581 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 13:07:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 0.6409, loss: 0.6409 +2024-07-29 17:11:41,689 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 13:07:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 0.6522, loss: 0.6522 +2024-07-29 17:12:05,856 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 13:06:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.6050, loss: 0.6050 +2024-07-29 17:12:29,945 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 13:06:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.6555, loss: 0.6555 +2024-07-29 17:12:54,043 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 13:06:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.6749, loss: 0.6749 +2024-07-29 17:13:18,117 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 13:05:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.6402, loss: 0.6402 +2024-07-29 17:13:42,212 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 13:05:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 0.6741, loss: 0.6741 +2024-07-29 17:14:06,307 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 13:04:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.6803, loss: 0.6803 +2024-07-29 17:14:30,414 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 13:04:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.7319, loss: 0.7319 +2024-07-29 17:14:54,495 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 13:03:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.6320, loss: 0.6320 +2024-07-29 17:15:18,617 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 13:03:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.6540, loss: 0.6540 +2024-07-29 17:15:42,684 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 13:03:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.6584, loss: 0.6584 +2024-07-29 17:16:06,714 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 13:02:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8688, top5_acc: 0.9906, loss_cls: 0.7178, loss: 0.7178 +2024-07-29 17:16:30,742 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 13:02:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.6580, loss: 0.6580 +2024-07-29 17:16:54,771 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 13:01:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.6545, loss: 0.6545 +2024-07-29 17:17:18,793 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 13:01:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7487, loss: 0.7487 +2024-07-29 17:17:42,783 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 13:01:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6775, loss: 0.6775 +2024-07-29 17:18:06,803 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 13:00:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 0.7122, loss: 0.7122 +2024-07-29 17:18:30,877 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 13:00:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8825, top5_acc: 0.9812, loss_cls: 0.6875, loss: 0.6875 +2024-07-29 17:18:54,926 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 12:59:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8569, top5_acc: 0.9750, loss_cls: 0.7633, loss: 0.7633 +2024-07-29 17:19:18,956 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 12:59:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.6950, loss: 0.6950 +2024-07-29 17:19:42,958 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 12:59:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.7022, loss: 0.7022 +2024-07-29 17:20:07,002 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 12:58:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 0.6765, loss: 0.6765 +2024-07-29 17:20:31,061 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 12:58:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8812, top5_acc: 0.9794, loss_cls: 0.6847, loss: 0.6847 +2024-07-29 17:20:55,076 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 12:57:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.6623, loss: 0.6623 +2024-07-29 17:21:19,095 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 12:57:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.6392, loss: 0.6392 +2024-07-29 17:21:20,663 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-07-29 17:25:40,480 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 17:25:41,034 - pyskl - INFO - +top1_acc 0.8264 +top5_acc 0.9647 +2024-07-29 17:25:41,054 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8264, top5_acc: 0.9647 +2024-07-29 17:26:26,171 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 12:57:07, time: 0.451, data_time: 0.196, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.6825, loss: 0.6825 +2024-07-29 17:26:50,225 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 12:56:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.6278, loss: 0.6278 +2024-07-29 17:27:14,253 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 12:56:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6684, loss: 0.6684 +2024-07-29 17:27:38,271 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 12:55:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.6203, loss: 0.6203 +2024-07-29 17:28:02,396 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 12:55:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.6649, loss: 0.6649 +2024-07-29 17:28:26,571 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 12:55:04, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.6346, loss: 0.6346 +2024-07-29 17:28:50,674 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 12:54:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.7136, loss: 0.7136 +2024-07-29 17:29:14,810 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 12:54:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.6449, loss: 0.6449 +2024-07-29 17:29:38,852 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 12:53:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.6769, loss: 0.6769 +2024-07-29 17:30:02,912 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 12:53:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.6685, loss: 0.6685 +2024-07-29 17:30:27,049 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 12:53:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 0.6362, loss: 0.6362 +2024-07-29 17:30:51,209 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 12:52:35, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.6470, loss: 0.6470 +2024-07-29 17:31:15,322 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 12:52:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6610, loss: 0.6610 +2024-07-29 17:31:39,442 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 12:51:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.6675, loss: 0.6675 +2024-07-29 17:32:03,566 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 12:51:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 0.6368, loss: 0.6368 +2024-07-29 17:32:27,772 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 12:50:57, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.6162, loss: 0.6162 +2024-07-29 17:32:52,029 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 12:50:32, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6746, loss: 0.6746 +2024-07-29 17:33:16,210 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 12:50:08, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.7066, loss: 0.7066 +2024-07-29 17:33:40,338 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 12:49:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6948, loss: 0.6948 +2024-07-29 17:34:04,402 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 12:49:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.6417, loss: 0.6417 +2024-07-29 17:34:28,463 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 12:48:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 0.6665, loss: 0.6665 +2024-07-29 17:34:52,503 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 12:48:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.6839, loss: 0.6839 +2024-07-29 17:35:16,562 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 12:48:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.6642, loss: 0.6642 +2024-07-29 17:35:40,646 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 12:47:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.6435, loss: 0.6435 +2024-07-29 17:36:04,745 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 12:47:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6790, loss: 0.6790 +2024-07-29 17:36:28,878 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 12:46:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.6502, loss: 0.6502 +2024-07-29 17:36:53,002 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 12:46:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.6215, loss: 0.6215 +2024-07-29 17:37:17,084 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 12:46:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 0.6122, loss: 0.6122 +2024-07-29 17:37:41,188 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 12:45:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 0.6709, loss: 0.6709 +2024-07-29 17:38:05,267 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 12:45:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.6534, loss: 0.6534 +2024-07-29 17:38:29,241 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 12:44:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8806, top5_acc: 0.9794, loss_cls: 0.6983, loss: 0.6983 +2024-07-29 17:38:53,236 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 12:44:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.7126, loss: 0.7126 +2024-07-29 17:39:17,185 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 12:43:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6680, loss: 0.6680 +2024-07-29 17:39:41,159 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 12:43:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.6840, loss: 0.6840 +2024-07-29 17:39:42,832 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-07-29 17:43:58,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 17:43:59,547 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9656 +2024-07-29 17:43:59,568 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8336, top5_acc: 0.9656 +2024-07-29 17:44:44,753 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 12:43:18, time: 0.452, data_time: 0.198, memory: 6431, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 0.5966, loss: 0.5966 +2024-07-29 17:45:08,781 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 12:42:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.5596, loss: 0.5596 +2024-07-29 17:45:32,833 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 12:42:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.6238, loss: 0.6238 +2024-07-29 17:45:56,952 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 12:42:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 0.5745, loss: 0.5745 +2024-07-29 17:46:21,060 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 12:41:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.6356, loss: 0.6356 +2024-07-29 17:46:45,127 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 12:41:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.6339, loss: 0.6339 +2024-07-29 17:47:09,230 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 12:40:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.6789, loss: 0.6789 +2024-07-29 17:47:33,328 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 12:40:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.6538, loss: 0.6538 +2024-07-29 17:47:57,361 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 12:40:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.6037, loss: 0.6037 +2024-07-29 17:48:21,399 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 12:39:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.6480, loss: 0.6480 +2024-07-29 17:48:45,589 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 12:39:11, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.6284, loss: 0.6284 +2024-07-29 17:49:09,876 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 12:38:47, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 0.6350, loss: 0.6350 +2024-07-29 17:49:33,984 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 12:38:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.6099, loss: 0.6099 +2024-07-29 17:49:58,078 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 12:37:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.5902, loss: 0.5902 +2024-07-29 17:50:22,158 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 12:37:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.6235, loss: 0.6235 +2024-07-29 17:50:46,232 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 12:37:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9788, loss_cls: 0.6968, loss: 0.6968 +2024-07-29 17:51:10,263 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 12:36:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.7456, loss: 0.7456 +2024-07-29 17:51:34,304 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 12:36:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.6227, loss: 0.6227 +2024-07-29 17:51:58,371 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 12:35:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.6539, loss: 0.6539 +2024-07-29 17:52:22,407 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 12:35:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.7051, loss: 0.7051 +2024-07-29 17:52:46,430 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 12:35:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.7014, loss: 0.7014 +2024-07-29 17:53:10,455 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 12:34:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.6703, loss: 0.6703 +2024-07-29 17:53:34,484 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 12:34:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6891, loss: 0.6891 +2024-07-29 17:53:58,619 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 12:33:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.6614, loss: 0.6614 +2024-07-29 17:54:22,689 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 12:33:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 0.6878, loss: 0.6878 +2024-07-29 17:54:46,741 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 12:33:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.7195, loss: 0.7195 +2024-07-29 17:55:10,800 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 12:32:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.6011, loss: 0.6011 +2024-07-29 17:55:34,890 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 12:32:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.6521, loss: 0.6521 +2024-07-29 17:55:58,967 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 12:31:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.6717, loss: 0.6717 +2024-07-29 17:56:23,040 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 12:31:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.6834, loss: 0.6834 +2024-07-29 17:56:47,071 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 12:30:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 0.6408, loss: 0.6408 +2024-07-29 17:57:11,118 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 12:30:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.6497, loss: 0.6497 +2024-07-29 17:57:35,166 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 12:30:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.5922, loss: 0.5922 +2024-07-29 17:57:59,278 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 12:29:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.6117, loss: 0.6117 +2024-07-29 17:58:00,859 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-07-29 18:02:20,205 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 18:02:20,919 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9687 +2024-07-29 18:02:20,939 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8320, top5_acc: 0.9687 +2024-07-29 18:03:05,744 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 12:29:28, time: 0.448, data_time: 0.194, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.6451, loss: 0.6451 +2024-07-29 18:03:29,790 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 12:29:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 0.6117, loss: 0.6117 +2024-07-29 18:03:53,855 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 12:28:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.6288, loss: 0.6288 +2024-07-29 18:04:17,932 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 12:28:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 0.6302, loss: 0.6302 +2024-07-29 18:04:41,990 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 12:27:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.6361, loss: 0.6361 +2024-07-29 18:05:06,102 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 12:27:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.6401, loss: 0.6401 +2024-07-29 18:05:30,311 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 12:27:00, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.6025, loss: 0.6025 +2024-07-29 18:05:54,418 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 12:26:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.6215, loss: 0.6215 +2024-07-29 18:06:18,511 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 12:26:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.6274, loss: 0.6274 +2024-07-29 18:06:42,607 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 12:25:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.6385, loss: 0.6385 +2024-07-29 18:07:06,749 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 12:25:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.6560, loss: 0.6560 +2024-07-29 18:07:30,883 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 12:24:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8781, top5_acc: 0.9888, loss_cls: 0.6487, loss: 0.6487 +2024-07-29 18:07:54,990 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 12:24:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.6122, loss: 0.6122 +2024-07-29 18:08:19,084 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 12:24:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.6047, loss: 0.6047 +2024-07-29 18:08:43,222 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 12:23:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.6514, loss: 0.6514 +2024-07-29 18:09:07,362 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 12:23:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.6067, loss: 0.6067 +2024-07-29 18:09:31,480 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 12:22:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.6340, loss: 0.6340 +2024-07-29 18:09:55,589 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 12:22:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.5805, loss: 0.5805 +2024-07-29 18:10:19,719 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 12:22:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.6148, loss: 0.6148 +2024-07-29 18:10:43,829 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 12:21:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6824, loss: 0.6824 +2024-07-29 18:11:07,903 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 12:21:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.6947, loss: 0.6947 +2024-07-29 18:11:32,019 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 12:20:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.6492, loss: 0.6492 +2024-07-29 18:11:56,253 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 12:20:26, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 0.6021, loss: 0.6021 +2024-07-29 18:12:20,400 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 12:20:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6699, loss: 0.6699 +2024-07-29 18:12:44,499 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 12:19:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5826, loss: 0.5826 +2024-07-29 18:13:08,615 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 12:19:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.6632, loss: 0.6632 +2024-07-29 18:13:32,712 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 12:18:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.6818, loss: 0.6818 +2024-07-29 18:13:56,793 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 12:18:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.6766, loss: 0.6766 +2024-07-29 18:14:20,872 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 12:17:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 0.6987, loss: 0.6987 +2024-07-29 18:14:44,957 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 12:17:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.6358, loss: 0.6358 +2024-07-29 18:15:09,096 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 12:17:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.6487, loss: 0.6487 +2024-07-29 18:15:33,265 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 12:16:44, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.6375, loss: 0.6375 +2024-07-29 18:15:57,345 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 12:16:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.6983, loss: 0.6983 +2024-07-29 18:16:21,416 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 12:15:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 0.7038, loss: 0.7038 +2024-07-29 18:16:23,095 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-07-29 18:20:42,591 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 18:20:43,301 - pyskl - INFO - +top1_acc 0.8364 +top5_acc 0.9685 +2024-07-29 18:20:43,305 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_93.pth was removed +2024-07-29 18:20:43,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2024-07-29 18:20:43,422 - pyskl - INFO - Best top1_acc is 0.8364 at 97 epoch. +2024-07-29 18:20:43,441 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8364, top5_acc: 0.9685 +2024-07-29 18:21:28,641 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 12:15:39, time: 0.452, data_time: 0.199, memory: 6431, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 0.6249, loss: 0.6249 +2024-07-29 18:21:52,648 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 12:15:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.5418, loss: 0.5418 +2024-07-29 18:22:16,665 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 12:14:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5813, loss: 0.5813 +2024-07-29 18:22:40,732 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 12:14:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 0.5801, loss: 0.5801 +2024-07-29 18:23:04,846 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 12:14:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5903, loss: 0.5903 +2024-07-29 18:23:28,906 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 12:13:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.6464, loss: 0.6464 +2024-07-29 18:23:52,996 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 12:13:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 0.5513, loss: 0.5513 +2024-07-29 18:24:17,064 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 12:12:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.6198, loss: 0.6198 +2024-07-29 18:24:41,117 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 12:12:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.6047, loss: 0.6047 +2024-07-29 18:25:05,165 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 12:11:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 0.5853, loss: 0.5853 +2024-07-29 18:25:29,256 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 12:11:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.6235, loss: 0.6235 +2024-07-29 18:25:53,354 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 12:11:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5947, loss: 0.5947 +2024-07-29 18:26:17,424 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 12:10:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 0.6041, loss: 0.6041 +2024-07-29 18:26:41,472 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 12:10:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.6396, loss: 0.6396 +2024-07-29 18:27:05,592 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 12:09:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6566, loss: 0.6566 +2024-07-29 18:27:29,638 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 12:09:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.6588, loss: 0.6588 +2024-07-29 18:27:53,621 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 12:09:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.6530, loss: 0.6530 +2024-07-29 18:28:17,630 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 12:08:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.6244, loss: 0.6244 +2024-07-29 18:28:41,644 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 12:08:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5760, loss: 0.5760 +2024-07-29 18:29:05,652 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 12:07:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.6341, loss: 0.6341 +2024-07-29 18:29:29,655 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 12:07:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.6447, loss: 0.6447 +2024-07-29 18:29:53,687 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 12:07:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.6562, loss: 0.6562 +2024-07-29 18:30:17,724 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 12:06:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8875, top5_acc: 0.9812, loss_cls: 0.6579, loss: 0.6579 +2024-07-29 18:30:41,752 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 12:06:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6793, loss: 0.6793 +2024-07-29 18:31:05,761 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 12:05:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.6618, loss: 0.6618 +2024-07-29 18:31:29,800 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 12:05:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 0.5961, loss: 0.5961 +2024-07-29 18:31:53,804 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 12:04:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.6543, loss: 0.6543 +2024-07-29 18:32:17,846 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 12:04:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.6289, loss: 0.6289 +2024-07-29 18:32:41,851 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 12:04:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.6134, loss: 0.6134 +2024-07-29 18:33:05,843 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 12:03:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.5841, loss: 0.5841 +2024-07-29 18:33:29,943 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 12:03:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.6525, loss: 0.6525 +2024-07-29 18:33:53,982 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 12:02:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 0.6849, loss: 0.6849 +2024-07-29 18:34:18,021 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 12:02:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6446, loss: 0.6446 +2024-07-29 18:34:42,052 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 12:02:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 0.6925, loss: 0.6925 +2024-07-29 18:34:43,675 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-07-29 18:38:59,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 18:39:00,353 - pyskl - INFO - +top1_acc 0.8131 +top5_acc 0.9649 +2024-07-29 18:39:00,372 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8131, top5_acc: 0.9649 +2024-07-29 18:39:45,656 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 12:01:49, time: 0.453, data_time: 0.197, memory: 6431, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.5918, loss: 0.5918 +2024-07-29 18:40:09,687 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 12:01:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.5175, loss: 0.5175 +2024-07-29 18:40:33,700 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 12:00:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.5330, loss: 0.5330 +2024-07-29 18:40:57,731 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 12:00:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.5956, loss: 0.5956 +2024-07-29 18:41:21,741 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 12:00:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 0.5459, loss: 0.5459 +2024-07-29 18:41:45,696 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 11:59:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.5813, loss: 0.5813 +2024-07-29 18:42:09,675 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 11:59:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.6280, loss: 0.6280 +2024-07-29 18:42:33,638 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 11:58:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.6569, loss: 0.6569 +2024-07-29 18:42:57,642 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 11:58:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.6153, loss: 0.6153 +2024-07-29 18:43:21,769 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 11:58:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.5995, loss: 0.5995 +2024-07-29 18:43:45,807 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 11:57:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.5860, loss: 0.5860 +2024-07-29 18:44:10,115 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 11:57:17, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 0.5941, loss: 0.5941 +2024-07-29 18:44:34,308 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 11:56:53, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.5503, loss: 0.5503 +2024-07-29 18:44:58,507 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 11:56:28, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.6059, loss: 0.6059 +2024-07-29 18:45:22,694 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 11:56:03, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 0.6340, loss: 0.6340 +2024-07-29 18:45:46,895 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 11:55:39, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 0.6492, loss: 0.6492 +2024-07-29 18:46:11,032 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 11:55:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 0.5932, loss: 0.5932 +2024-07-29 18:46:35,142 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 11:54:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.6389, loss: 0.6389 +2024-07-29 18:46:59,271 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 11:54:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.5697, loss: 0.5697 +2024-07-29 18:47:23,435 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 11:54:00, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9862, loss_cls: 0.5850, loss: 0.5850 +2024-07-29 18:47:47,581 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 11:53:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 0.6458, loss: 0.6458 +2024-07-29 18:48:11,678 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 11:53:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.6156, loss: 0.6156 +2024-07-29 18:48:35,794 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 11:52:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.6895, loss: 0.6895 +2024-07-29 18:48:59,920 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 11:52:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.6644, loss: 0.6644 +2024-07-29 18:49:24,051 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 11:51:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.6360, loss: 0.6360 +2024-07-29 18:49:48,177 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 11:51:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 0.6346, loss: 0.6346 +2024-07-29 18:50:12,274 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 11:51:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.6262, loss: 0.6262 +2024-07-29 18:50:36,327 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 11:50:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.7213, loss: 0.7213 +2024-07-29 18:51:00,433 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 11:50:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.6358, loss: 0.6358 +2024-07-29 18:51:24,571 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 11:49:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.5675, loss: 0.5675 +2024-07-29 18:51:48,661 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 11:49:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.6408, loss: 0.6408 +2024-07-29 18:52:12,714 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 11:49:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.5994, loss: 0.5994 +2024-07-29 18:52:36,766 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 11:48:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.6383, loss: 0.6383 +2024-07-29 18:53:00,792 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 11:48:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.6293, loss: 0.6293 +2024-07-29 18:53:02,461 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-07-29 18:57:18,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 18:57:19,293 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9689 +2024-07-29 18:57:19,297 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_97.pth was removed +2024-07-29 18:57:19,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2024-07-29 18:57:19,415 - pyskl - INFO - Best top1_acc is 0.8462 at 99 epoch. +2024-07-29 18:57:19,435 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8462, top5_acc: 0.9689 +2024-07-29 18:58:04,470 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 11:47:59, time: 0.450, data_time: 0.196, memory: 6431, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.5189, loss: 0.5189 +2024-07-29 18:58:28,499 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 11:47:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9044, top5_acc: 0.9962, loss_cls: 0.5529, loss: 0.5529 +2024-07-29 18:58:52,541 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 11:47:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 0.6266, loss: 0.6266 +2024-07-29 18:59:16,691 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 11:46:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8925, top5_acc: 0.9950, loss_cls: 0.5759, loss: 0.5759 +2024-07-29 18:59:40,712 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 11:46:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.5624, loss: 0.5624 +2024-07-29 19:00:04,737 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 11:45:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.5270, loss: 0.5270 +2024-07-29 19:00:28,855 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 11:45:31, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.5088, loss: 0.5088 +2024-07-29 19:00:53,027 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 11:45:06, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.6036, loss: 0.6036 +2024-07-29 19:01:17,050 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 11:44:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.5576, loss: 0.5576 +2024-07-29 19:01:41,083 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 11:44:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.5509, loss: 0.5509 +2024-07-29 19:02:05,097 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 11:43:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 0.6006, loss: 0.6006 +2024-07-29 19:02:29,156 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 11:43:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.6364, loss: 0.6364 +2024-07-29 19:02:53,221 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 11:43:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.6228, loss: 0.6228 +2024-07-29 19:03:17,239 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 11:42:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.5428, loss: 0.5428 +2024-07-29 19:03:41,204 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 11:42:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.5971, loss: 0.5971 +2024-07-29 19:04:05,324 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 11:41:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.6387, loss: 0.6387 +2024-07-29 19:04:29,498 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 11:41:24, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.5962, loss: 0.5962 +2024-07-29 19:04:53,581 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 11:40:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.6250, loss: 0.6250 +2024-07-29 19:05:17,575 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 11:40:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 0.6573, loss: 0.6573 +2024-07-29 19:05:41,626 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 11:40:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.5806, loss: 0.5806 +2024-07-29 19:06:05,713 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 11:39:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 0.6234, loss: 0.6234 +2024-07-29 19:06:29,705 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 11:39:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.5507, loss: 0.5507 +2024-07-29 19:06:53,672 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 11:38:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 0.5770, loss: 0.5770 +2024-07-29 19:07:17,625 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 11:38:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.6396, loss: 0.6396 +2024-07-29 19:07:41,607 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 11:38:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.6443, loss: 0.6443 +2024-07-29 19:08:05,609 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 11:37:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.5826, loss: 0.5826 +2024-07-29 19:08:29,582 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 11:37:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 0.6571, loss: 0.6571 +2024-07-29 19:08:53,813 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 11:36:52, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.6089, loss: 0.6089 +2024-07-29 19:09:18,093 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 11:36:28, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.6012, loss: 0.6012 +2024-07-29 19:09:42,304 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 11:36:03, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.5544, loss: 0.5544 +2024-07-29 19:10:06,540 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 11:35:39, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.6758, loss: 0.6758 +2024-07-29 19:10:30,686 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 11:35:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.6360, loss: 0.6360 +2024-07-29 19:10:54,873 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 11:34:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.5794, loss: 0.5794 +2024-07-29 19:11:18,966 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 11:34:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5875, loss: 0.5875 +2024-07-29 19:11:20,532 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-07-29 19:15:39,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 19:15:40,583 - pyskl - INFO - +top1_acc 0.8437 +top5_acc 0.9699 +2024-07-29 19:15:40,602 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8437, top5_acc: 0.9699 +2024-07-29 19:16:25,292 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 11:34:09, time: 0.447, data_time: 0.193, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 0.5310, loss: 0.5310 +2024-07-29 19:16:49,313 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 11:33:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.5027, loss: 0.5027 +2024-07-29 19:17:13,352 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 11:33:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.5274, loss: 0.5274 +2024-07-29 19:17:37,407 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 11:32:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.5475, loss: 0.5475 +2024-07-29 19:18:01,421 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 11:32:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5716, loss: 0.5716 +2024-07-29 19:18:25,495 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 11:32:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.6624, loss: 0.6624 +2024-07-29 19:18:49,665 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 11:31:40, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.6190, loss: 0.6190 +2024-07-29 19:19:13,669 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 11:31:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.5810, loss: 0.5810 +2024-07-29 19:19:37,699 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 11:30:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.5558, loss: 0.5558 +2024-07-29 19:20:01,773 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 11:30:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.6133, loss: 0.6133 +2024-07-29 19:20:25,778 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 11:30:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.5721, loss: 0.5721 +2024-07-29 19:20:49,952 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 11:29:37, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 0.5984, loss: 0.5984 +2024-07-29 19:21:13,975 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 11:29:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.5223, loss: 0.5223 +2024-07-29 19:21:37,938 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 11:28:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.5893, loss: 0.5893 +2024-07-29 19:22:01,936 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 11:28:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.5403, loss: 0.5403 +2024-07-29 19:22:25,921 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 11:27:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.6274, loss: 0.6274 +2024-07-29 19:22:49,977 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 11:27:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.6188, loss: 0.6188 +2024-07-29 19:23:13,991 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 11:27:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 0.5885, loss: 0.5885 +2024-07-29 19:23:38,030 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 11:26:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.6365, loss: 0.6365 +2024-07-29 19:24:02,060 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 11:26:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5645, loss: 0.5645 +2024-07-29 19:24:26,085 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 11:25:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.5895, loss: 0.5895 +2024-07-29 19:24:50,129 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 11:25:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.5497, loss: 0.5497 +2024-07-29 19:25:14,131 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 11:25:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.5965, loss: 0.5965 +2024-07-29 19:25:38,143 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 11:24:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.5655, loss: 0.5655 +2024-07-29 19:26:02,145 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 11:24:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.6360, loss: 0.6360 +2024-07-29 19:26:26,172 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 11:23:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.5532, loss: 0.5532 +2024-07-29 19:26:50,143 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 11:23:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.5345, loss: 0.5345 +2024-07-29 19:27:14,095 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 11:23:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.6079, loss: 0.6079 +2024-07-29 19:27:38,044 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 11:22:37, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.6321, loss: 0.6321 +2024-07-29 19:28:02,002 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 11:22:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.5580, loss: 0.5580 +2024-07-29 19:28:25,950 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 11:21:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.6068, loss: 0.6068 +2024-07-29 19:28:49,925 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 11:21:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.6070, loss: 0.6070 +2024-07-29 19:29:13,877 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 11:20:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8912, top5_acc: 0.9825, loss_cls: 0.6327, loss: 0.6327 +2024-07-29 19:29:37,824 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 11:20:33, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.5294, loss: 0.5294 +2024-07-29 19:29:39,396 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-07-29 19:33:55,045 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 19:33:55,591 - pyskl - INFO - +top1_acc 0.8376 +top5_acc 0.9679 +2024-07-29 19:33:55,609 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8376, top5_acc: 0.9679 +2024-07-29 19:34:40,654 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 11:20:17, time: 0.450, data_time: 0.199, memory: 6431, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.5492, loss: 0.5492 +2024-07-29 19:35:04,546 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 11:19:52, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 0.5460, loss: 0.5460 +2024-07-29 19:35:28,600 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 11:19:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.5103, loss: 0.5103 +2024-07-29 19:35:52,633 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 11:19:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 0.5099, loss: 0.5099 +2024-07-29 19:36:16,720 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 11:18:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.5595, loss: 0.5595 +2024-07-29 19:36:40,716 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 11:18:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.5494, loss: 0.5494 +2024-07-29 19:37:04,720 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 11:17:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.5896, loss: 0.5896 +2024-07-29 19:37:28,707 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 11:17:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 0.5751, loss: 0.5751 +2024-07-29 19:37:52,702 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 11:16:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.5256, loss: 0.5256 +2024-07-29 19:38:16,702 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 11:16:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 0.5805, loss: 0.5805 +2024-07-29 19:38:40,729 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 11:16:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9931, loss_cls: 0.5687, loss: 0.5687 +2024-07-29 19:39:04,772 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 11:15:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.5636, loss: 0.5636 +2024-07-29 19:39:28,907 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 11:15:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.5596, loss: 0.5596 +2024-07-29 19:39:52,932 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 11:14:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.6083, loss: 0.6083 +2024-07-29 19:40:16,976 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 11:14:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.5565, loss: 0.5565 +2024-07-29 19:40:40,983 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 11:14:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 0.5660, loss: 0.5660 +2024-07-29 19:41:04,966 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 11:13:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5621, loss: 0.5621 +2024-07-29 19:41:28,942 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 11:13:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9050, top5_acc: 0.9962, loss_cls: 0.5268, loss: 0.5268 +2024-07-29 19:41:52,923 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 11:12:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.5615, loss: 0.5615 +2024-07-29 19:42:16,900 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 11:12:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.5728, loss: 0.5728 +2024-07-29 19:42:40,925 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 11:12:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 0.6206, loss: 0.6206 +2024-07-29 19:43:04,933 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 11:11:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.5799, loss: 0.5799 +2024-07-29 19:43:28,942 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 11:11:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.5555, loss: 0.5555 +2024-07-29 19:43:52,891 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 11:10:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.5748, loss: 0.5748 +2024-07-29 19:44:16,906 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 11:10:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.5788, loss: 0.5788 +2024-07-29 19:44:41,134 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 11:10:00, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 0.5969, loss: 0.5969 +2024-07-29 19:45:05,214 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 11:09:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.6233, loss: 0.6233 +2024-07-29 19:45:29,214 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 11:09:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.5774, loss: 0.5774 +2024-07-29 19:45:53,299 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 11:08:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.5441, loss: 0.5441 +2024-07-29 19:46:17,298 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 11:08:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5958, loss: 0.5958 +2024-07-29 19:46:41,442 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 11:07:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.5647, loss: 0.5647 +2024-07-29 19:47:05,506 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 11:07:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.5725, loss: 0.5725 +2024-07-29 19:47:29,560 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 11:07:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.5528, loss: 0.5528 +2024-07-29 19:47:53,684 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 11:06:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5873, loss: 0.5873 +2024-07-29 19:47:55,308 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-07-29 19:52:14,928 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 19:52:15,524 - pyskl - INFO - +top1_acc 0.8380 +top5_acc 0.9669 +2024-07-29 19:52:15,545 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8380, top5_acc: 0.9669 +2024-07-29 19:53:00,565 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 11:06:26, time: 0.450, data_time: 0.197, memory: 6431, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.5238, loss: 0.5238 +2024-07-29 19:53:24,608 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 11:06:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.5451, loss: 0.5451 +2024-07-29 19:53:48,579 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 11:05:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.5314, loss: 0.5314 +2024-07-29 19:54:12,595 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 11:05:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 0.5502, loss: 0.5502 +2024-07-29 19:54:36,617 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 11:04:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.5150, loss: 0.5150 +2024-07-29 19:55:00,622 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 11:04:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.4851, loss: 0.4851 +2024-07-29 19:55:25,044 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 11:03:58, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 0.5287, loss: 0.5287 +2024-07-29 19:55:49,438 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 11:03:33, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.5242, loss: 0.5242 +2024-07-29 19:56:13,496 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 11:03:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.5283, loss: 0.5283 +2024-07-29 19:56:37,552 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 11:02:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.5265, loss: 0.5265 +2024-07-29 19:57:01,578 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 11:02:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.5270, loss: 0.5270 +2024-07-29 19:57:25,621 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 11:01:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.5339, loss: 0.5339 +2024-07-29 19:57:49,890 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 11:01:30, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5772, loss: 0.5772 +2024-07-29 19:58:14,185 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 11:01:05, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 0.5977, loss: 0.5977 +2024-07-29 19:58:38,490 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 11:00:41, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 0.5621, loss: 0.5621 +2024-07-29 19:59:02,722 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 11:00:16, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.5310, loss: 0.5310 +2024-07-29 19:59:26,792 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 10:59:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.5634, loss: 0.5634 +2024-07-29 19:59:50,887 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 10:59:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5971, loss: 0.5971 +2024-07-29 20:00:14,931 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 10:59:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.5467, loss: 0.5467 +2024-07-29 20:00:38,978 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 10:58:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.5438, loss: 0.5438 +2024-07-29 20:01:03,023 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 10:58:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.5673, loss: 0.5673 +2024-07-29 20:01:27,079 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 10:57:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5876, loss: 0.5876 +2024-07-29 20:01:51,153 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 10:57:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.5783, loss: 0.5783 +2024-07-29 20:02:15,248 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 10:56:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.5497, loss: 0.5497 +2024-07-29 20:02:39,274 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 10:56:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 0.5606, loss: 0.5606 +2024-07-29 20:03:03,302 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 10:56:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9969, loss_cls: 0.4945, loss: 0.4945 +2024-07-29 20:03:27,333 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 10:55:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 0.5265, loss: 0.5265 +2024-07-29 20:03:51,357 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 10:55:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 0.5271, loss: 0.5271 +2024-07-29 20:04:15,354 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 10:54:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.6464, loss: 0.6464 +2024-07-29 20:04:39,342 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 10:54:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5663, loss: 0.5663 +2024-07-29 20:05:03,357 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 10:54:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.6181, loss: 0.6181 +2024-07-29 20:05:27,332 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 10:53:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.5573, loss: 0.5573 +2024-07-29 20:05:51,323 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 10:53:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9894, loss_cls: 0.5241, loss: 0.5241 +2024-07-29 20:06:15,405 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 10:52:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 0.5889, loss: 0.5889 +2024-07-29 20:06:17,027 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-07-29 20:10:33,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 20:10:33,823 - pyskl - INFO - +top1_acc 0.8299 +top5_acc 0.9677 +2024-07-29 20:10:33,845 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8299, top5_acc: 0.9677 +2024-07-29 20:11:19,048 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 10:52:35, time: 0.452, data_time: 0.196, memory: 6431, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5804, loss: 0.5804 +2024-07-29 20:11:43,239 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 10:52:10, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9087, top5_acc: 0.9969, loss_cls: 0.5240, loss: 0.5240 +2024-07-29 20:12:07,521 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 10:51:46, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.4817, loss: 0.4817 +2024-07-29 20:12:31,722 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 10:51:21, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.4765, loss: 0.4765 +2024-07-29 20:12:55,727 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 10:50:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.4908, loss: 0.4908 +2024-07-29 20:13:19,758 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 10:50:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.5083, loss: 0.5083 +2024-07-29 20:13:43,797 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 10:50:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.5590, loss: 0.5590 +2024-07-29 20:14:07,851 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 10:49:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.5142, loss: 0.5142 +2024-07-29 20:14:32,035 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 10:49:18, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 0.4913, loss: 0.4913 +2024-07-29 20:14:56,082 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 10:48:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9169, top5_acc: 0.9869, loss_cls: 0.5103, loss: 0.5103 +2024-07-29 20:15:20,141 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 10:48:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.5257, loss: 0.5257 +2024-07-29 20:15:44,273 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 10:48:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9200, top5_acc: 0.9875, loss_cls: 0.5202, loss: 0.5202 +2024-07-29 20:16:08,624 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 10:47:39, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.4652, loss: 0.4652 +2024-07-29 20:16:32,780 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 10:47:15, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.4810, loss: 0.4810 +2024-07-29 20:16:56,871 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 10:46:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 0.5773, loss: 0.5773 +2024-07-29 20:17:20,952 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 10:46:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5980, loss: 0.5980 +2024-07-29 20:17:45,017 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 10:46:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.5291, loss: 0.5291 +2024-07-29 20:18:09,077 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 10:45:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 0.5928, loss: 0.5928 +2024-07-29 20:18:33,168 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 10:45:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.5400, loss: 0.5400 +2024-07-29 20:18:57,243 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 10:44:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.5315, loss: 0.5315 +2024-07-29 20:19:21,329 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 10:44:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.5103, loss: 0.5103 +2024-07-29 20:19:45,400 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 10:43:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.5263, loss: 0.5263 +2024-07-29 20:20:09,444 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 10:43:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 0.5339, loss: 0.5339 +2024-07-29 20:20:33,462 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 10:43:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.5197, loss: 0.5197 +2024-07-29 20:20:57,519 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 10:42:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 0.5777, loss: 0.5777 +2024-07-29 20:21:21,549 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 10:42:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.5577, loss: 0.5577 +2024-07-29 20:21:45,503 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 10:41:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 0.5986, loss: 0.5986 +2024-07-29 20:22:09,533 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 10:41:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 0.5318, loss: 0.5318 +2024-07-29 20:22:33,585 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 10:41:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 0.5417, loss: 0.5417 +2024-07-29 20:22:57,555 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 10:40:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.5726, loss: 0.5726 +2024-07-29 20:23:21,508 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 10:40:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5903, loss: 0.5903 +2024-07-29 20:23:45,576 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 10:39:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9050, top5_acc: 0.9850, loss_cls: 0.5877, loss: 0.5877 +2024-07-29 20:24:09,594 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 10:39:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 0.6162, loss: 0.6162 +2024-07-29 20:24:33,612 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 10:39:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.6051, loss: 0.6051 +2024-07-29 20:24:35,184 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-07-29 20:28:51,471 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 20:28:52,102 - pyskl - INFO - +top1_acc 0.8473 +top5_acc 0.9690 +2024-07-29 20:28:52,106 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_99.pth was removed +2024-07-29 20:28:52,223 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2024-07-29 20:28:52,224 - pyskl - INFO - Best top1_acc is 0.8473 at 104 epoch. +2024-07-29 20:28:52,244 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8473, top5_acc: 0.9690 +2024-07-29 20:29:37,491 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 10:38:44, time: 0.452, data_time: 0.199, memory: 6431, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 0.4671, loss: 0.4671 +2024-07-29 20:30:01,469 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 10:38:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.5328, loss: 0.5328 +2024-07-29 20:30:25,529 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 10:37:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.4985, loss: 0.4985 +2024-07-29 20:30:49,552 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 10:37:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 0.4968, loss: 0.4968 +2024-07-29 20:31:13,603 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 10:37:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4900, loss: 0.4900 +2024-07-29 20:31:37,634 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 10:36:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.4675, loss: 0.4675 +2024-07-29 20:32:01,716 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 10:36:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4806, loss: 0.4806 +2024-07-29 20:32:25,791 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 10:35:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.5261, loss: 0.5261 +2024-07-29 20:32:49,824 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 10:35:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 0.5148, loss: 0.5148 +2024-07-29 20:33:13,856 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 10:35:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.5234, loss: 0.5234 +2024-07-29 20:33:37,874 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 10:34:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.5148, loss: 0.5148 +2024-07-29 20:34:01,851 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 10:34:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.5435, loss: 0.5435 +2024-07-29 20:34:25,875 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 10:33:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5441, loss: 0.5441 +2024-07-29 20:34:49,881 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 10:33:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.5332, loss: 0.5332 +2024-07-29 20:35:13,868 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 10:32:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 0.5071, loss: 0.5071 +2024-07-29 20:35:37,869 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 10:32:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.5461, loss: 0.5461 +2024-07-29 20:36:01,880 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 10:32:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.5415, loss: 0.5415 +2024-07-29 20:36:25,907 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 10:31:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.5403, loss: 0.5403 +2024-07-29 20:36:49,932 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 10:31:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.5202, loss: 0.5202 +2024-07-29 20:37:13,958 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 10:30:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 0.5104, loss: 0.5104 +2024-07-29 20:37:38,172 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 10:30:31, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.5600, loss: 0.5600 +2024-07-29 20:38:02,214 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 10:30:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.5606, loss: 0.5606 +2024-07-29 20:38:26,278 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 10:29:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.5646, loss: 0.5646 +2024-07-29 20:38:50,350 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 10:29:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.5294, loss: 0.5294 +2024-07-29 20:39:14,415 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 10:28:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.5344, loss: 0.5344 +2024-07-29 20:39:38,453 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 10:28:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.5102, loss: 0.5102 +2024-07-29 20:40:02,494 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 10:28:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.5754, loss: 0.5754 +2024-07-29 20:40:26,540 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 10:27:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4875, loss: 0.4875 +2024-07-29 20:40:50,572 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 10:27:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 0.5228, loss: 0.5228 +2024-07-29 20:41:14,620 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 10:26:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.5749, loss: 0.5749 +2024-07-29 20:41:38,635 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 10:26:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 0.5571, loss: 0.5571 +2024-07-29 20:42:02,651 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 10:25:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.5365, loss: 0.5365 +2024-07-29 20:42:26,691 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 10:25:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9206, top5_acc: 0.9875, loss_cls: 0.5141, loss: 0.5141 +2024-07-29 20:42:50,703 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 10:25:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.5387, loss: 0.5387 +2024-07-29 20:42:52,263 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-07-29 20:47:08,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 20:47:09,463 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9652 +2024-07-29 20:47:09,481 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8351, top5_acc: 0.9652 +2024-07-29 20:47:54,800 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 10:24:53, time: 0.453, data_time: 0.199, memory: 6431, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.4755, loss: 0.4755 +2024-07-29 20:48:18,824 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 10:24:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.4651, loss: 0.4651 +2024-07-29 20:48:42,858 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 10:24:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.5083, loss: 0.5083 +2024-07-29 20:49:06,923 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 10:23:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.5094, loss: 0.5094 +2024-07-29 20:49:30,991 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 10:23:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.4438, loss: 0.4438 +2024-07-29 20:49:55,093 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 10:22:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.4689, loss: 0.4689 +2024-07-29 20:50:19,231 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 10:22:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 0.4543, loss: 0.4543 +2024-07-29 20:50:43,317 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 10:22:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4645, loss: 0.4645 +2024-07-29 20:51:07,470 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 10:21:35, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.5124, loss: 0.5124 +2024-07-29 20:51:31,562 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 10:21:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.4952, loss: 0.4952 +2024-07-29 20:51:55,585 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 10:20:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.5267, loss: 0.5267 +2024-07-29 20:52:19,658 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 10:20:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 0.5464, loss: 0.5464 +2024-07-29 20:52:43,750 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 10:19:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 0.5424, loss: 0.5424 +2024-07-29 20:53:07,872 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 10:19:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.5445, loss: 0.5445 +2024-07-29 20:53:31,942 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 10:19:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.5594, loss: 0.5594 +2024-07-29 20:53:56,017 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 10:18:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9087, top5_acc: 0.9962, loss_cls: 0.4917, loss: 0.4917 +2024-07-29 20:54:20,115 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 10:18:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.5480, loss: 0.5480 +2024-07-29 20:54:44,174 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 10:17:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.5191, loss: 0.5191 +2024-07-29 20:55:08,330 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 10:17:29, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.5249, loss: 0.5249 +2024-07-29 20:55:32,574 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 10:17:04, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.5214, loss: 0.5214 +2024-07-29 20:55:56,868 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 10:16:40, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.5079, loss: 0.5079 +2024-07-29 20:56:21,155 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 10:16:15, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4909, loss: 0.4909 +2024-07-29 20:56:45,454 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 10:15:50, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 0.4872, loss: 0.4872 +2024-07-29 20:57:09,753 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 10:15:26, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9856, loss_cls: 0.5580, loss: 0.5580 +2024-07-29 20:57:33,937 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 10:15:01, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.4764, loss: 0.4764 +2024-07-29 20:57:57,977 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 10:14:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 0.4787, loss: 0.4787 +2024-07-29 20:58:22,058 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 10:14:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.5114, loss: 0.5114 +2024-07-29 20:58:46,097 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 10:13:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9137, top5_acc: 0.9856, loss_cls: 0.5391, loss: 0.5391 +2024-07-29 20:59:10,110 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 10:13:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.5014, loss: 0.5014 +2024-07-29 20:59:34,174 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 10:12:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5495, loss: 0.5495 +2024-07-29 20:59:58,164 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 10:12:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.5756, loss: 0.5756 +2024-07-29 21:00:22,184 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 10:12:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 0.5519, loss: 0.5519 +2024-07-29 21:00:46,177 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 10:11:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 0.5383, loss: 0.5383 +2024-07-29 21:01:10,173 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 10:11:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.5051, loss: 0.5051 +2024-07-29 21:01:11,849 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-07-29 21:05:31,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 21:05:31,992 - pyskl - INFO - +top1_acc 0.8507 +top5_acc 0.9707 +2024-07-29 21:05:31,996 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_104.pth was removed +2024-07-29 21:05:32,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2024-07-29 21:05:32,114 - pyskl - INFO - Best top1_acc is 0.8507 at 106 epoch. +2024-07-29 21:05:32,133 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8507, top5_acc: 0.9707 +2024-07-29 21:06:17,220 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 10:11:02, time: 0.451, data_time: 0.198, memory: 6431, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 0.4710, loss: 0.4710 +2024-07-29 21:06:41,185 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 10:10:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.4354, loss: 0.4354 +2024-07-29 21:07:05,253 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 10:10:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.4395, loss: 0.4395 +2024-07-29 21:07:29,278 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 10:09:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.4303, loss: 0.4303 +2024-07-29 21:07:53,336 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 10:09:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.4257, loss: 0.4257 +2024-07-29 21:08:17,486 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 10:08:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9213, top5_acc: 0.9969, loss_cls: 0.4571, loss: 0.4571 +2024-07-29 21:08:41,701 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 10:08:34, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 0.4427, loss: 0.4427 +2024-07-29 21:09:05,886 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 10:08:09, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.5235, loss: 0.5235 +2024-07-29 21:09:30,102 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 10:07:44, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 0.5466, loss: 0.5466 +2024-07-29 21:09:54,288 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 10:07:20, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.5134, loss: 0.5134 +2024-07-29 21:10:18,380 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 10:06:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.4829, loss: 0.4829 +2024-07-29 21:10:42,384 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 10:06:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 0.5234, loss: 0.5234 +2024-07-29 21:11:06,414 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 10:06:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.4988, loss: 0.4988 +2024-07-29 21:11:30,541 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 10:05:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 0.4753, loss: 0.4753 +2024-07-29 21:11:54,675 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 10:05:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 0.5100, loss: 0.5100 +2024-07-29 21:12:18,784 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 10:04:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.4841, loss: 0.4841 +2024-07-29 21:12:42,980 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 10:04:27, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.5149, loss: 0.5149 +2024-07-29 21:13:07,179 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 10:04:03, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.5561, loss: 0.5561 +2024-07-29 21:13:31,370 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 10:03:38, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.5048, loss: 0.5048 +2024-07-29 21:13:55,553 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 10:03:14, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.5622, loss: 0.5622 +2024-07-29 21:14:19,730 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 10:02:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.4970, loss: 0.4970 +2024-07-29 21:14:43,907 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 10:02:24, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.5176, loss: 0.5176 +2024-07-29 21:15:08,087 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 10:02:00, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.4372, loss: 0.4372 +2024-07-29 21:15:32,294 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 10:01:35, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.4909, loss: 0.4909 +2024-07-29 21:15:56,499 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 10:01:10, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.4827, loss: 0.4827 +2024-07-29 21:16:20,661 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 10:00:46, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.5272, loss: 0.5272 +2024-07-29 21:16:44,871 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 10:00:21, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.5022, loss: 0.5022 +2024-07-29 21:17:08,962 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 9:59:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.5198, loss: 0.5198 +2024-07-29 21:17:33,055 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 9:59:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 0.4967, loss: 0.4967 +2024-07-29 21:17:57,084 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 9:59:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 0.5301, loss: 0.5301 +2024-07-29 21:18:21,152 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 9:58:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5708, loss: 0.5708 +2024-07-29 21:18:45,213 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 9:58:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4861, loss: 0.4861 +2024-07-29 21:19:09,257 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 9:57:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.5451, loss: 0.5451 +2024-07-29 21:19:33,265 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 9:57:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 0.5733, loss: 0.5733 +2024-07-29 21:19:34,890 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-07-29 21:23:54,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 21:23:54,857 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9703 +2024-07-29 21:23:54,878 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8462, top5_acc: 0.9703 +2024-07-29 21:24:40,173 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 9:57:11, time: 0.453, data_time: 0.201, memory: 6431, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 0.4727, loss: 0.4727 +2024-07-29 21:25:04,078 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 9:56:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 0.4386, loss: 0.4386 +2024-07-29 21:25:28,207 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 9:56:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.4122, loss: 0.4122 +2024-07-29 21:25:52,541 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 9:55:57, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 0.4071, loss: 0.4071 +2024-07-29 21:26:16,746 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 9:55:32, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.4424, loss: 0.4424 +2024-07-29 21:26:40,667 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 9:55:08, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.5497, loss: 0.5497 +2024-07-29 21:27:04,637 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 9:54:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 0.4908, loss: 0.4908 +2024-07-29 21:27:28,588 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 9:54:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.4760, loss: 0.4760 +2024-07-29 21:27:52,525 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 9:53:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.4569, loss: 0.4569 +2024-07-29 21:28:16,456 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 9:53:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 0.4511, loss: 0.4511 +2024-07-29 21:28:40,399 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 9:53:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 0.4602, loss: 0.4602 +2024-07-29 21:29:04,325 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 9:52:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.4616, loss: 0.4616 +2024-07-29 21:29:28,272 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 9:52:15, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9187, top5_acc: 0.9975, loss_cls: 0.4739, loss: 0.4739 +2024-07-29 21:29:52,244 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 9:51:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.4690, loss: 0.4690 +2024-07-29 21:30:16,327 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 9:51:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.4498, loss: 0.4498 +2024-07-29 21:30:40,469 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 9:51:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.4835, loss: 0.4835 +2024-07-29 21:31:04,520 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 9:50:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.5003, loss: 0.5003 +2024-07-29 21:31:28,480 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 9:50:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9944, loss_cls: 0.4929, loss: 0.4929 +2024-07-29 21:31:52,421 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 9:49:47, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 0.5535, loss: 0.5535 +2024-07-29 21:32:16,438 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 9:49:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.4738, loss: 0.4738 +2024-07-29 21:32:40,385 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 9:48:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4903, loss: 0.4903 +2024-07-29 21:33:04,367 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 9:48:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.4599, loss: 0.4599 +2024-07-29 21:33:28,316 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 9:48:08, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.4417, loss: 0.4417 +2024-07-29 21:33:52,372 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 9:47:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 0.4351, loss: 0.4351 +2024-07-29 21:34:16,417 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 9:47:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.5209, loss: 0.5209 +2024-07-29 21:34:40,370 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 9:46:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 0.5113, loss: 0.5113 +2024-07-29 21:35:04,319 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 9:46:29, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.4538, loss: 0.4538 +2024-07-29 21:35:28,262 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 9:46:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4676, loss: 0.4676 +2024-07-29 21:35:52,232 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 9:45:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.5000, loss: 0.5000 +2024-07-29 21:36:16,236 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 9:45:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.5025, loss: 0.5025 +2024-07-29 21:36:40,165 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 9:44:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.4993, loss: 0.4993 +2024-07-29 21:37:04,100 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 9:44:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4777, loss: 0.4777 +2024-07-29 21:37:28,066 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 9:44:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4941, loss: 0.4941 +2024-07-29 21:37:52,083 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 9:43:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.5215, loss: 0.5215 +2024-07-29 21:37:53,623 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-07-29 21:42:09,460 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 21:42:10,025 - pyskl - INFO - +top1_acc 0.8487 +top5_acc 0.9685 +2024-07-29 21:42:10,045 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8487, top5_acc: 0.9685 +2024-07-29 21:42:55,092 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 9:43:18, time: 0.450, data_time: 0.198, memory: 6431, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.4517, loss: 0.4517 +2024-07-29 21:43:19,012 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 9:42:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9350, top5_acc: 0.9981, loss_cls: 0.4152, loss: 0.4152 +2024-07-29 21:43:43,028 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 9:42:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.4545, loss: 0.4545 +2024-07-29 21:44:07,145 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 9:42:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 0.4423, loss: 0.4423 +2024-07-29 21:44:31,216 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 9:41:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.4297, loss: 0.4297 +2024-07-29 21:44:55,308 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 9:41:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 0.4114, loss: 0.4114 +2024-07-29 21:45:19,395 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 9:40:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.4797, loss: 0.4797 +2024-07-29 21:45:43,437 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 9:40:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.4577, loss: 0.4577 +2024-07-29 21:46:07,496 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 9:40:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.4383, loss: 0.4383 +2024-07-29 21:46:31,549 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 9:39:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.4252, loss: 0.4252 +2024-07-29 21:46:55,582 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 9:39:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.4410, loss: 0.4410 +2024-07-29 21:47:19,558 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 9:38:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 0.5252, loss: 0.5252 +2024-07-29 21:47:43,601 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 9:38:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 0.5119, loss: 0.5119 +2024-07-29 21:48:07,668 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 9:37:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.4496, loss: 0.4496 +2024-07-29 21:48:32,021 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 9:37:33, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.4595, loss: 0.4595 +2024-07-29 21:48:56,228 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 9:37:08, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.4549, loss: 0.4549 +2024-07-29 21:49:20,372 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 9:36:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 0.5100, loss: 0.5100 +2024-07-29 21:49:44,536 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 9:36:19, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4901, loss: 0.4901 +2024-07-29 21:50:08,603 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 9:35:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.4120, loss: 0.4120 +2024-07-29 21:50:32,643 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 9:35:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 0.4658, loss: 0.4658 +2024-07-29 21:50:56,634 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 9:35:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.4996, loss: 0.4996 +2024-07-29 21:51:20,604 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 9:34:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.5017, loss: 0.5017 +2024-07-29 21:51:44,585 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 9:34:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.4617, loss: 0.4617 +2024-07-29 21:52:08,617 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 9:33:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4837, loss: 0.4837 +2024-07-29 21:52:32,634 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 9:33:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 0.4818, loss: 0.4818 +2024-07-29 21:52:56,682 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 9:33:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.4708, loss: 0.4708 +2024-07-29 21:53:20,746 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 9:32:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4715, loss: 0.4715 +2024-07-29 21:53:44,782 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 9:32:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 0.4728, loss: 0.4728 +2024-07-29 21:54:08,838 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 9:31:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.5065, loss: 0.5065 +2024-07-29 21:54:32,894 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 9:31:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.5008, loss: 0.5008 +2024-07-29 21:54:56,946 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 9:30:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.4849, loss: 0.4849 +2024-07-29 21:55:20,924 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 9:30:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.5404, loss: 0.5404 +2024-07-29 21:55:44,930 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 9:30:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.5222, loss: 0.5222 +2024-07-29 21:56:08,956 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 9:29:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.5180, loss: 0.5180 +2024-07-29 21:56:10,491 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-07-29 22:00:26,452 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 22:00:27,116 - pyskl - INFO - +top1_acc 0.8488 +top5_acc 0.9708 +2024-07-29 22:00:27,136 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8488, top5_acc: 0.9708 +2024-07-29 22:01:12,329 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 9:29:26, time: 0.452, data_time: 0.197, memory: 6431, top1_acc: 0.9231, top5_acc: 0.9981, loss_cls: 0.4485, loss: 0.4485 +2024-07-29 22:01:36,476 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 9:29:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.4188, loss: 0.4188 +2024-07-29 22:02:00,687 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 9:28:37, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.4421, loss: 0.4421 +2024-07-29 22:02:24,758 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 9:28:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.4226, loss: 0.4226 +2024-07-29 22:02:48,758 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 9:27:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 0.4146, loss: 0.4146 +2024-07-29 22:03:12,775 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 9:27:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3981, loss: 0.3981 +2024-07-29 22:03:36,776 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 9:26:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 0.4033, loss: 0.4033 +2024-07-29 22:04:00,786 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 9:26:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 0.4372, loss: 0.4372 +2024-07-29 22:04:24,834 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 9:26:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9281, top5_acc: 0.9906, loss_cls: 0.4422, loss: 0.4422 +2024-07-29 22:04:48,900 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 9:25:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.4318, loss: 0.4318 +2024-07-29 22:05:12,950 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 9:25:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.4363, loss: 0.4363 +2024-07-29 22:05:37,058 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 9:24:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3786, loss: 0.3786 +2024-07-29 22:06:01,390 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 9:24:31, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 0.4434, loss: 0.4434 +2024-07-29 22:06:25,608 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 9:24:06, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.4754, loss: 0.4754 +2024-07-29 22:06:49,830 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 9:23:41, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.4476, loss: 0.4476 +2024-07-29 22:07:14,036 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 9:23:17, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.4110, loss: 0.4110 +2024-07-29 22:07:38,210 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 9:22:52, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.4462, loss: 0.4462 +2024-07-29 22:08:02,359 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 9:22:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.4186, loss: 0.4186 +2024-07-29 22:08:26,490 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 9:22:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4680, loss: 0.4680 +2024-07-29 22:08:50,577 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 9:21:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.4298, loss: 0.4298 +2024-07-29 22:09:14,634 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 9:21:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.4913, loss: 0.4913 +2024-07-29 22:09:38,733 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 9:20:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.4501, loss: 0.4501 +2024-07-29 22:10:02,843 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 9:20:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.4083, loss: 0.4083 +2024-07-29 22:10:26,917 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 9:20:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 0.5162, loss: 0.5162 +2024-07-29 22:10:51,030 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 9:19:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.4362, loss: 0.4362 +2024-07-29 22:11:15,108 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 9:19:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4852, loss: 0.4852 +2024-07-29 22:11:39,211 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 9:18:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 0.4953, loss: 0.4953 +2024-07-29 22:12:03,324 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 9:18:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4984, loss: 0.4984 +2024-07-29 22:12:27,420 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 9:17:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 0.4910, loss: 0.4910 +2024-07-29 22:12:51,510 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 9:17:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.4424, loss: 0.4424 +2024-07-29 22:13:15,629 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 9:17:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.4797, loss: 0.4797 +2024-07-29 22:13:39,733 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 9:16:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.5456, loss: 0.5456 +2024-07-29 22:14:03,812 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 9:16:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.5113, loss: 0.5113 +2024-07-29 22:14:27,929 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 9:15:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.4679, loss: 0.4679 +2024-07-29 22:14:29,506 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-07-29 22:18:48,609 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 22:18:49,155 - pyskl - INFO - +top1_acc 0.8455 +top5_acc 0.9706 +2024-07-29 22:18:49,173 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8455, top5_acc: 0.9706 +2024-07-29 22:19:34,007 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 9:15:35, time: 0.448, data_time: 0.195, memory: 6431, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.4375, loss: 0.4375 +2024-07-29 22:19:57,943 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 9:15:10, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.3831, loss: 0.3831 +2024-07-29 22:20:22,329 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 9:14:45, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.3977, loss: 0.3977 +2024-07-29 22:20:46,737 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 9:14:21, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.3764, loss: 0.3764 +2024-07-29 22:21:10,886 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 9:13:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.4153, loss: 0.4153 +2024-07-29 22:21:34,988 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 9:13:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.4253, loss: 0.4253 +2024-07-29 22:21:59,012 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 9:13:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.4157, loss: 0.4157 +2024-07-29 22:22:23,053 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 9:12:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.4202, loss: 0.4202 +2024-07-29 22:22:47,086 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 9:12:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.4268, loss: 0.4268 +2024-07-29 22:23:11,192 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 9:11:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.4446, loss: 0.4446 +2024-07-29 22:23:35,233 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 9:11:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.4435, loss: 0.4435 +2024-07-29 22:23:59,250 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 9:11:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3983, loss: 0.3983 +2024-07-29 22:24:23,284 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 9:10:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.4193, loss: 0.4193 +2024-07-29 22:24:47,299 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 9:10:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4848, loss: 0.4848 +2024-07-29 22:25:11,315 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 9:09:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.4366, loss: 0.4366 +2024-07-29 22:25:35,385 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 9:09:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.4406, loss: 0.4406 +2024-07-29 22:25:59,411 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 9:09:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9250, top5_acc: 0.9900, loss_cls: 0.4434, loss: 0.4434 +2024-07-29 22:26:23,475 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 9:08:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 0.4809, loss: 0.4809 +2024-07-29 22:26:47,492 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 9:08:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.4209, loss: 0.4209 +2024-07-29 22:27:11,536 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 9:07:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 0.5108, loss: 0.5108 +2024-07-29 22:27:35,566 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 9:07:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.4984, loss: 0.4984 +2024-07-29 22:27:59,559 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 9:06:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 0.4533, loss: 0.4533 +2024-07-29 22:28:23,581 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 9:06:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.4772, loss: 0.4772 +2024-07-29 22:28:47,587 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 9:06:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4663, loss: 0.4663 +2024-07-29 22:29:11,603 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 9:05:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 0.4394, loss: 0.4394 +2024-07-29 22:29:35,599 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 9:05:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.4243, loss: 0.4243 +2024-07-29 22:29:59,602 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 9:04:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.4436, loss: 0.4436 +2024-07-29 22:30:23,603 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 9:04:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 0.4370, loss: 0.4370 +2024-07-29 22:30:47,639 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 9:04:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4740, loss: 0.4740 +2024-07-29 22:31:11,640 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 9:03:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.4354, loss: 0.4354 +2024-07-29 22:31:35,699 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 9:03:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 0.5283, loss: 0.5283 +2024-07-29 22:31:59,767 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 9:02:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.4447, loss: 0.4447 +2024-07-29 22:32:23,835 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 9:02:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 0.4537, loss: 0.4537 +2024-07-29 22:32:47,881 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 9:02:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.4303, loss: 0.4303 +2024-07-29 22:32:49,467 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-07-29 22:37:08,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 22:37:09,406 - pyskl - INFO - +top1_acc 0.8556 +top5_acc 0.9696 +2024-07-29 22:37:09,410 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_106.pth was removed +2024-07-29 22:37:09,526 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2024-07-29 22:37:09,527 - pyskl - INFO - Best top1_acc is 0.8556 at 111 epoch. +2024-07-29 22:37:09,546 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8556, top5_acc: 0.9696 +2024-07-29 22:37:54,679 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 9:01:42, time: 0.451, data_time: 0.197, memory: 6431, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.3877, loss: 0.3877 +2024-07-29 22:38:18,694 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 9:01:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.3631, loss: 0.3631 +2024-07-29 22:38:42,640 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 9:00:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.3630, loss: 0.3630 +2024-07-29 22:39:06,596 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 9:00:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3924, loss: 0.3924 +2024-07-29 22:39:30,538 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 9:00:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.3980, loss: 0.3980 +2024-07-29 22:39:54,523 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 8:59:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.4317, loss: 0.4317 +2024-07-29 22:40:18,501 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 8:59:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.4262, loss: 0.4262 +2024-07-29 22:40:42,570 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 8:58:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.4024, loss: 0.4024 +2024-07-29 22:41:06,536 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 8:58:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.3727, loss: 0.3727 +2024-07-29 22:41:30,677 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 8:58:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.4037, loss: 0.4037 +2024-07-29 22:41:54,684 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 8:57:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.3547, loss: 0.3547 +2024-07-29 22:42:18,613 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 8:57:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.4246, loss: 0.4246 +2024-07-29 22:42:42,538 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 8:56:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.4019, loss: 0.4019 +2024-07-29 22:43:06,695 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 8:56:22, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3864, loss: 0.3864 +2024-07-29 22:43:30,633 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 8:55:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.3597, loss: 0.3597 +2024-07-29 22:43:54,812 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 8:55:32, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.4080, loss: 0.4080 +2024-07-29 22:44:18,935 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 8:55:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3726, loss: 0.3726 +2024-07-29 22:44:42,964 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 8:54:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.4071, loss: 0.4071 +2024-07-29 22:45:06,989 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 8:54:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 0.4526, loss: 0.4526 +2024-07-29 22:45:31,006 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 8:53:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.4157, loss: 0.4157 +2024-07-29 22:45:55,037 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 8:53:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.4199, loss: 0.4199 +2024-07-29 22:46:19,055 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 8:53:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.4572, loss: 0.4572 +2024-07-29 22:46:43,097 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 8:52:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.4096, loss: 0.4096 +2024-07-29 22:47:07,198 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 8:52:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.4566, loss: 0.4566 +2024-07-29 22:47:31,275 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 8:51:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.4696, loss: 0.4696 +2024-07-29 22:47:55,385 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 8:51:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.4443, loss: 0.4443 +2024-07-29 22:48:19,488 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 8:51:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.4273, loss: 0.4273 +2024-07-29 22:48:43,567 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 8:50:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9981, loss_cls: 0.4269, loss: 0.4269 +2024-07-29 22:49:07,654 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 8:50:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 0.5150, loss: 0.5150 +2024-07-29 22:49:31,776 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 8:49:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 0.4501, loss: 0.4501 +2024-07-29 22:49:55,842 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 8:49:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.4098, loss: 0.4098 +2024-07-29 22:50:19,923 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 8:48:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.4325, loss: 0.4325 +2024-07-29 22:50:43,988 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 8:48:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.4383, loss: 0.4383 +2024-07-29 22:51:08,110 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 8:48:09, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9200, top5_acc: 0.9944, loss_cls: 0.4548, loss: 0.4548 +2024-07-29 22:51:09,659 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-07-29 22:55:25,849 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 22:55:26,402 - pyskl - INFO - +top1_acc 0.8555 +top5_acc 0.9703 +2024-07-29 22:55:26,421 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8555, top5_acc: 0.9703 +2024-07-29 22:56:11,544 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 8:47:50, time: 0.451, data_time: 0.198, memory: 6431, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.4273, loss: 0.4273 +2024-07-29 22:56:35,537 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 8:47:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.3633, loss: 0.3633 +2024-07-29 22:56:59,573 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 8:47:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 0.4026, loss: 0.4026 +2024-07-29 22:57:23,584 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 8:46:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.3782, loss: 0.3782 +2024-07-29 22:57:47,911 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 8:46:11, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.4157, loss: 0.4157 +2024-07-29 22:58:11,909 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 8:45:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.4262, loss: 0.4262 +2024-07-29 22:58:35,902 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 8:45:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.4214, loss: 0.4214 +2024-07-29 22:58:59,930 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 8:44:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.3628, loss: 0.3628 +2024-07-29 22:59:23,959 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 8:44:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3683, loss: 0.3683 +2024-07-29 22:59:47,948 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 8:44:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3503, loss: 0.3503 +2024-07-29 23:00:11,965 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 8:43:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.4329, loss: 0.4329 +2024-07-29 23:00:35,963 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 8:43:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.4210, loss: 0.4210 +2024-07-29 23:00:59,976 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 8:42:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.3909, loss: 0.3909 +2024-07-29 23:01:24,014 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 8:42:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.3967, loss: 0.3967 +2024-07-29 23:01:47,987 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 8:42:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3974, loss: 0.3974 +2024-07-29 23:02:11,977 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 8:41:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3754, loss: 0.3754 +2024-07-29 23:02:35,990 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 8:41:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.3779, loss: 0.3779 +2024-07-29 23:02:59,981 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 8:40:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.4117, loss: 0.4117 +2024-07-29 23:03:23,984 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 8:40:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4378, loss: 0.4378 +2024-07-29 23:03:47,968 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 8:40:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.4067, loss: 0.4067 +2024-07-29 23:04:11,977 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 8:39:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 0.4170, loss: 0.4170 +2024-07-29 23:04:35,935 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 8:39:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 0.4518, loss: 0.4518 +2024-07-29 23:04:59,919 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 8:38:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.4085, loss: 0.4085 +2024-07-29 23:05:23,894 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 8:38:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 0.4202, loss: 0.4202 +2024-07-29 23:05:47,843 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 8:37:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.4185, loss: 0.4185 +2024-07-29 23:06:11,799 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 8:37:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.4511, loss: 0.4511 +2024-07-29 23:06:35,737 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 8:37:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.4313, loss: 0.4313 +2024-07-29 23:06:59,730 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 8:36:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.4416, loss: 0.4416 +2024-07-29 23:07:23,683 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 8:36:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.4419, loss: 0.4419 +2024-07-29 23:07:47,654 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 8:35:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.4376, loss: 0.4376 +2024-07-29 23:08:11,602 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 8:35:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.4162, loss: 0.4162 +2024-07-29 23:08:35,562 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 8:35:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.3894, loss: 0.3894 +2024-07-29 23:08:59,515 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 8:34:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.4168, loss: 0.4168 +2024-07-29 23:09:23,466 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 8:34:16, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.4086, loss: 0.4086 +2024-07-29 23:09:25,066 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-07-29 23:13:44,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 23:13:45,183 - pyskl - INFO - +top1_acc 0.8673 +top5_acc 0.9731 +2024-07-29 23:13:45,187 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_111.pth was removed +2024-07-29 23:13:45,300 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2024-07-29 23:13:45,301 - pyskl - INFO - Best top1_acc is 0.8673 at 113 epoch. +2024-07-29 23:13:45,318 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8673, top5_acc: 0.9731 +2024-07-29 23:14:29,976 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 8:33:57, time: 0.447, data_time: 0.193, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3730, loss: 0.3730 +2024-07-29 23:14:54,010 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 8:33:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.3633, loss: 0.3633 +2024-07-29 23:15:17,944 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 8:33:07, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.3649, loss: 0.3649 +2024-07-29 23:15:41,886 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 8:32:43, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.3360, loss: 0.3360 +2024-07-29 23:16:05,976 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 8:32:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.3241, loss: 0.3241 +2024-07-29 23:16:30,059 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 8:31:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.3481, loss: 0.3481 +2024-07-29 23:16:54,019 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 8:31:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.3485, loss: 0.3485 +2024-07-29 23:17:17,970 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 8:31:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 0.3476, loss: 0.3476 +2024-07-29 23:17:41,933 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 8:30:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.3774, loss: 0.3774 +2024-07-29 23:18:05,922 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 8:30:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.4120, loss: 0.4120 +2024-07-29 23:18:29,881 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 8:29:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3854, loss: 0.3854 +2024-07-29 23:18:53,900 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 8:29:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3620, loss: 0.3620 +2024-07-29 23:19:17,944 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 8:29:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 0.3939, loss: 0.3939 +2024-07-29 23:19:42,038 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 8:28:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.4158, loss: 0.4158 +2024-07-29 23:20:06,063 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 8:28:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.3393, loss: 0.3393 +2024-07-29 23:20:30,082 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 8:27:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.4040, loss: 0.4040 +2024-07-29 23:20:54,046 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 8:27:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.3375, loss: 0.3375 +2024-07-29 23:21:18,112 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 8:26:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.3790, loss: 0.3790 +2024-07-29 23:21:42,104 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 8:26:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.4197, loss: 0.4197 +2024-07-29 23:22:06,071 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 8:26:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 0.4103, loss: 0.4103 +2024-07-29 23:22:30,075 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 8:25:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 0.3480, loss: 0.3480 +2024-07-29 23:22:54,067 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 8:25:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3481, loss: 0.3481 +2024-07-29 23:23:18,073 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 8:24:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.4307, loss: 0.4307 +2024-07-29 23:23:42,058 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 8:24:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.4283, loss: 0.4283 +2024-07-29 23:24:06,135 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 8:24:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3963, loss: 0.3963 +2024-07-29 23:24:30,275 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 8:23:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.4038, loss: 0.4038 +2024-07-29 23:24:54,392 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 8:23:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.4266, loss: 0.4266 +2024-07-29 23:25:18,526 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 8:22:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 0.4416, loss: 0.4416 +2024-07-29 23:25:42,668 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 8:22:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 0.4395, loss: 0.4395 +2024-07-29 23:26:06,696 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 8:22:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.4313, loss: 0.4313 +2024-07-29 23:26:30,758 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 8:21:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3990, loss: 0.3990 +2024-07-29 23:26:54,864 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 8:21:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 0.4073, loss: 0.4073 +2024-07-29 23:27:18,986 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 8:20:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.3983, loss: 0.3983 +2024-07-29 23:27:43,088 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 8:20:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3735, loss: 0.3735 +2024-07-29 23:27:44,622 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-07-29 23:32:03,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 23:32:03,923 - pyskl - INFO - +top1_acc 0.8598 +top5_acc 0.9718 +2024-07-29 23:32:03,942 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8598, top5_acc: 0.9718 +2024-07-29 23:32:48,684 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 8:20:04, time: 0.447, data_time: 0.195, memory: 6431, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.3771, loss: 0.3771 +2024-07-29 23:33:12,548 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 8:19:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 0.3579, loss: 0.3579 +2024-07-29 23:33:36,486 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 8:19:14, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.3078, loss: 0.3078 +2024-07-29 23:34:00,432 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 8:18:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.3253, loss: 0.3253 +2024-07-29 23:34:24,513 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 8:18:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.3269, loss: 0.3269 +2024-07-29 23:34:48,658 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 8:18:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.3607, loss: 0.3607 +2024-07-29 23:35:12,776 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 8:17:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9419, top5_acc: 1.0000, loss_cls: 0.3480, loss: 0.3480 +2024-07-29 23:35:36,801 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 8:17:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.3041, loss: 0.3041 +2024-07-29 23:36:00,847 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 8:16:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.3367, loss: 0.3367 +2024-07-29 23:36:24,880 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 8:16:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.3349, loss: 0.3349 +2024-07-29 23:36:48,913 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 8:15:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.3550, loss: 0.3550 +2024-07-29 23:37:12,968 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 8:15:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3459, loss: 0.3459 +2024-07-29 23:37:37,032 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 8:15:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.3639, loss: 0.3639 +2024-07-29 23:38:01,147 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 8:14:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3653, loss: 0.3653 +2024-07-29 23:38:25,181 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 8:14:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.3845, loss: 0.3845 +2024-07-29 23:38:49,284 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 8:13:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.3865, loss: 0.3865 +2024-07-29 23:39:13,320 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 8:13:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3719, loss: 0.3719 +2024-07-29 23:39:37,337 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 8:13:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3454, loss: 0.3454 +2024-07-29 23:40:01,301 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 8:12:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3872, loss: 0.3872 +2024-07-29 23:40:25,252 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 8:12:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3889, loss: 0.3889 +2024-07-29 23:40:49,222 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 8:11:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3661, loss: 0.3661 +2024-07-29 23:41:13,258 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 8:11:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.3681, loss: 0.3681 +2024-07-29 23:41:37,227 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 8:11:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3620, loss: 0.3620 +2024-07-29 23:42:01,206 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 8:10:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.3365, loss: 0.3365 +2024-07-29 23:42:25,154 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 8:10:12, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3861, loss: 0.3861 +2024-07-29 23:42:49,129 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 8:09:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 0.3722, loss: 0.3722 +2024-07-29 23:43:13,102 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 8:09:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3884, loss: 0.3884 +2024-07-29 23:43:37,055 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 8:08:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.4392, loss: 0.4392 +2024-07-29 23:44:01,021 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 8:08:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 0.4144, loss: 0.4144 +2024-07-29 23:44:24,968 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 8:08:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 0.4198, loss: 0.4198 +2024-07-29 23:44:48,968 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 8:07:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 0.4238, loss: 0.4238 +2024-07-29 23:45:12,923 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 8:07:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.4219, loss: 0.4219 +2024-07-29 23:45:36,936 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 8:06:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3915, loss: 0.3915 +2024-07-29 23:46:00,954 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 8:06:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 0.4372, loss: 0.4372 +2024-07-29 23:46:02,517 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-07-29 23:50:18,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-29 23:50:19,080 - pyskl - INFO - +top1_acc 0.8586 +top5_acc 0.9706 +2024-07-29 23:50:19,100 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8586, top5_acc: 0.9706 +2024-07-29 23:51:04,009 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 8:06:10, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.3255, loss: 0.3255 +2024-07-29 23:51:27,915 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 8:05:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.3199, loss: 0.3199 +2024-07-29 23:51:51,966 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 8:05:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.3244, loss: 0.3244 +2024-07-29 23:52:16,348 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 8:04:57, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.3379, loss: 0.3379 +2024-07-29 23:52:40,610 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 8:04:32, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.3024, loss: 0.3024 +2024-07-29 23:53:04,758 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 8:04:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2823, loss: 0.2823 +2024-07-29 23:53:28,841 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 8:03:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.3177, loss: 0.3177 +2024-07-29 23:53:52,938 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 8:03:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 0.3335, loss: 0.3335 +2024-07-29 23:54:16,983 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 8:02:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.3260, loss: 0.3260 +2024-07-29 23:54:41,044 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 8:02:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.3257, loss: 0.3257 +2024-07-29 23:55:05,117 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 8:02:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.3254, loss: 0.3254 +2024-07-29 23:55:29,219 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 8:01:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.3252, loss: 0.3252 +2024-07-29 23:55:53,252 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 8:01:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.3613, loss: 0.3613 +2024-07-29 23:56:17,331 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 8:00:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.3103, loss: 0.3103 +2024-07-29 23:56:41,376 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 8:00:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.3411, loss: 0.3411 +2024-07-29 23:57:05,454 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 8:00:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 0.3672, loss: 0.3672 +2024-07-29 23:57:29,555 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 7:59:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.3630, loss: 0.3630 +2024-07-29 23:57:53,649 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 7:59:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 0.3582, loss: 0.3582 +2024-07-29 23:58:17,765 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 7:58:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3945, loss: 0.3945 +2024-07-29 23:58:41,804 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 7:58:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 0.3507, loss: 0.3507 +2024-07-29 23:59:05,859 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 7:57:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 0.3835, loss: 0.3835 +2024-07-29 23:59:29,897 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 7:57:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3831, loss: 0.3831 +2024-07-29 23:59:53,936 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 7:57:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3902, loss: 0.3902 +2024-07-30 00:00:18,028 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 7:56:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3728, loss: 0.3728 +2024-07-30 00:00:42,057 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 7:56:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.3740, loss: 0.3740 +2024-07-30 00:01:06,046 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 7:55:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.3708, loss: 0.3708 +2024-07-30 00:01:30,024 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 7:55:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.3435, loss: 0.3435 +2024-07-30 00:01:54,058 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 7:55:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3576, loss: 0.3576 +2024-07-30 00:02:18,078 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 7:54:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.4076, loss: 0.4076 +2024-07-30 00:02:42,168 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 7:54:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3762, loss: 0.3762 +2024-07-30 00:03:06,230 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 7:53:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3716, loss: 0.3716 +2024-07-30 00:03:30,241 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 7:53:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.3567, loss: 0.3567 +2024-07-30 00:03:54,248 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 7:53:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.3518, loss: 0.3518 +2024-07-30 00:04:18,244 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 7:52:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3902, loss: 0.3902 +2024-07-30 00:04:19,861 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-07-30 00:08:38,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 00:08:39,545 - pyskl - INFO - +top1_acc 0.8611 +top5_acc 0.9732 +2024-07-30 00:08:39,566 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8611, top5_acc: 0.9732 +2024-07-30 00:09:24,371 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 7:52:18, time: 0.448, data_time: 0.195, memory: 6431, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2848, loss: 0.2848 +2024-07-30 00:09:48,338 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 7:51:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9606, top5_acc: 0.9950, loss_cls: 0.2979, loss: 0.2979 +2024-07-30 00:10:12,379 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 7:51:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.3124, loss: 0.3124 +2024-07-30 00:10:36,335 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 7:51:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 0.3053, loss: 0.3053 +2024-07-30 00:11:00,307 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 7:50:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.3174, loss: 0.3174 +2024-07-30 00:11:24,343 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 7:50:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.3117, loss: 0.3117 +2024-07-30 00:11:48,382 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 7:49:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.3343, loss: 0.3343 +2024-07-30 00:12:12,446 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 7:49:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.3212, loss: 0.3212 +2024-07-30 00:12:36,507 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 7:49:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.3057, loss: 0.3057 +2024-07-30 00:13:00,568 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 7:48:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.3281, loss: 0.3281 +2024-07-30 00:13:24,615 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 7:48:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.3386, loss: 0.3386 +2024-07-30 00:13:48,652 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 7:47:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.3224, loss: 0.3224 +2024-07-30 00:14:12,711 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 7:47:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.3285, loss: 0.3285 +2024-07-30 00:14:36,781 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 7:46:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.3531, loss: 0.3531 +2024-07-30 00:15:00,823 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 7:46:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.3481, loss: 0.3481 +2024-07-30 00:15:24,865 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 7:46:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.3902, loss: 0.3902 +2024-07-30 00:15:48,939 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 7:45:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.3253, loss: 0.3253 +2024-07-30 00:16:12,888 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 7:45:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 0.3300, loss: 0.3300 +2024-07-30 00:16:36,869 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 7:44:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.3199, loss: 0.3199 +2024-07-30 00:17:00,818 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 7:44:30, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.3205, loss: 0.3205 +2024-07-30 00:17:24,791 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 7:44:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.3405, loss: 0.3405 +2024-07-30 00:17:48,757 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 7:43:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.3465, loss: 0.3465 +2024-07-30 00:18:12,712 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 7:43:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.3534, loss: 0.3534 +2024-07-30 00:18:36,685 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 7:42:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.3292, loss: 0.3292 +2024-07-30 00:19:00,652 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 7:42:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 0.3508, loss: 0.3508 +2024-07-30 00:19:24,626 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 7:42:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3405, loss: 0.3405 +2024-07-30 00:19:48,582 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 7:41:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.3490, loss: 0.3490 +2024-07-30 00:20:12,532 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 7:41:12, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.3507, loss: 0.3507 +2024-07-30 00:20:36,481 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 7:40:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.3463, loss: 0.3463 +2024-07-30 00:21:00,458 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 7:40:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.3062, loss: 0.3062 +2024-07-30 00:21:24,422 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 7:39:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.3409, loss: 0.3409 +2024-07-30 00:21:48,410 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 7:39:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.3853, loss: 0.3853 +2024-07-30 00:22:12,412 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 7:39:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 0.3594, loss: 0.3594 +2024-07-30 00:22:36,401 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 7:38:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3907, loss: 0.3907 +2024-07-30 00:22:38,040 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-07-30 00:26:57,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 00:26:57,663 - pyskl - INFO - +top1_acc 0.8673 +top5_acc 0.9729 +2024-07-30 00:26:57,682 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8673, top5_acc: 0.9729 +2024-07-30 00:27:42,607 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 7:38:24, time: 0.449, data_time: 0.196, memory: 6431, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2700, loss: 0.2700 +2024-07-30 00:28:06,582 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 7:38:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2584, loss: 0.2584 +2024-07-30 00:28:30,635 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 7:37:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2747, loss: 0.2747 +2024-07-30 00:28:54,686 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 7:37:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.2705, loss: 0.2705 +2024-07-30 00:29:18,763 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 7:36:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2929, loss: 0.2929 +2024-07-30 00:29:42,868 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 7:36:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.3087, loss: 0.3087 +2024-07-30 00:30:06,884 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 7:35:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2960, loss: 0.2960 +2024-07-30 00:30:30,906 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 7:35:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 0.3130, loss: 0.3130 +2024-07-30 00:30:54,936 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 7:35:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.3163, loss: 0.3163 +2024-07-30 00:31:18,956 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 7:34:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.3056, loss: 0.3056 +2024-07-30 00:31:42,985 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 7:34:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.3104, loss: 0.3104 +2024-07-30 00:32:06,998 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 7:33:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.3173, loss: 0.3173 +2024-07-30 00:32:31,027 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 7:33:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.3638, loss: 0.3638 +2024-07-30 00:32:55,067 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 7:33:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.3225, loss: 0.3225 +2024-07-30 00:33:19,077 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 7:32:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2867, loss: 0.2867 +2024-07-30 00:33:43,098 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 7:32:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.3151, loss: 0.3151 +2024-07-30 00:34:07,083 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 7:31:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.3423, loss: 0.3423 +2024-07-30 00:34:31,094 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 7:31:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.3052, loss: 0.3052 +2024-07-30 00:34:55,096 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 7:31:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9450, top5_acc: 0.9988, loss_cls: 0.3476, loss: 0.3476 +2024-07-30 00:35:19,132 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 7:30:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.3075, loss: 0.3075 +2024-07-30 00:35:43,172 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 7:30:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3361, loss: 0.3361 +2024-07-30 00:36:07,190 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 7:29:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.3361, loss: 0.3361 +2024-07-30 00:36:31,194 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 7:29:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.2897, loss: 0.2897 +2024-07-30 00:36:55,229 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 7:28:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.3296, loss: 0.3296 +2024-07-30 00:37:19,224 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 7:28:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.3042, loss: 0.3042 +2024-07-30 00:37:43,204 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 7:28:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.3328, loss: 0.3328 +2024-07-30 00:38:07,205 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 7:27:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.3330, loss: 0.3330 +2024-07-30 00:38:31,184 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 7:27:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.3702, loss: 0.3702 +2024-07-30 00:38:55,158 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 7:26:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.3218, loss: 0.3218 +2024-07-30 00:39:19,146 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 7:26:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.3279, loss: 0.3279 +2024-07-30 00:39:43,159 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 7:26:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3793, loss: 0.3793 +2024-07-30 00:40:07,195 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 7:25:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3864, loss: 0.3864 +2024-07-30 00:40:31,341 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 7:25:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.3452, loss: 0.3452 +2024-07-30 00:40:55,558 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 7:24:52, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.3292, loss: 0.3292 +2024-07-30 00:40:57,240 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-07-30 00:45:13,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 00:45:13,901 - pyskl - INFO - +top1_acc 0.8613 +top5_acc 0.9704 +2024-07-30 00:45:13,921 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8613, top5_acc: 0.9704 +2024-07-30 00:45:58,974 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 7:24:31, time: 0.450, data_time: 0.196, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.3597, loss: 0.3597 +2024-07-30 00:46:22,963 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 7:24:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2798, loss: 0.2798 +2024-07-30 00:46:46,932 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 7:23:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.2747, loss: 0.2747 +2024-07-30 00:47:10,902 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 7:23:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2734, loss: 0.2734 +2024-07-30 00:47:34,844 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 7:22:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.3211, loss: 0.3211 +2024-07-30 00:47:58,780 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 7:22:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2886, loss: 0.2886 +2024-07-30 00:48:22,736 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 7:22:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2960, loss: 0.2960 +2024-07-30 00:48:46,731 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 7:21:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.3116, loss: 0.3116 +2024-07-30 00:49:10,727 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 7:21:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.2753, loss: 0.2753 +2024-07-30 00:49:34,704 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 7:20:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.3017, loss: 0.3017 +2024-07-30 00:49:58,682 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 7:20:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.3107, loss: 0.3107 +2024-07-30 00:50:22,680 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 7:20:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.3240, loss: 0.3240 +2024-07-30 00:50:46,773 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 7:19:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.3423, loss: 0.3423 +2024-07-30 00:51:10,864 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 7:19:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.3226, loss: 0.3226 +2024-07-30 00:51:34,900 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 7:18:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.3195, loss: 0.3195 +2024-07-30 00:51:58,909 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 7:18:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.3035, loss: 0.3035 +2024-07-30 00:52:22,852 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 7:17:57, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.3213, loss: 0.3213 +2024-07-30 00:52:46,835 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 7:17:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.2753, loss: 0.2753 +2024-07-30 00:53:10,795 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 7:17:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2838, loss: 0.2838 +2024-07-30 00:53:34,751 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 7:16:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2943, loss: 0.2943 +2024-07-30 00:53:58,759 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 7:16:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.3405, loss: 0.3405 +2024-07-30 00:54:22,762 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 7:15:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.3508, loss: 0.3508 +2024-07-30 00:54:46,823 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 7:15:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.3127, loss: 0.3127 +2024-07-30 00:55:10,865 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 7:15:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.3106, loss: 0.3106 +2024-07-30 00:55:34,839 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 7:14:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3401, loss: 0.3401 +2024-07-30 00:55:58,853 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 7:14:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3349, loss: 0.3349 +2024-07-30 00:56:22,849 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 7:13:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 0.3299, loss: 0.3299 +2024-07-30 00:56:46,832 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 7:13:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.3026, loss: 0.3026 +2024-07-30 00:57:10,795 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 7:13:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.3178, loss: 0.3178 +2024-07-30 00:57:34,767 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 7:12:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.3258, loss: 0.3258 +2024-07-30 00:57:58,736 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 7:12:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.3141, loss: 0.3141 +2024-07-30 00:58:22,705 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 7:11:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.3094, loss: 0.3094 +2024-07-30 00:58:46,874 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 7:11:23, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3506, loss: 0.3506 +2024-07-30 00:59:10,920 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 7:10:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 0.3281, loss: 0.3281 +2024-07-30 00:59:12,545 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-07-30 01:03:31,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 01:03:31,918 - pyskl - INFO - +top1_acc 0.8600 +top5_acc 0.9722 +2024-07-30 01:03:31,936 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8600, top5_acc: 0.9722 +2024-07-30 01:04:16,882 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 7:10:38, time: 0.449, data_time: 0.197, memory: 6431, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.2813, loss: 0.2813 +2024-07-30 01:04:40,848 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 7:10:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2876, loss: 0.2876 +2024-07-30 01:05:04,804 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 7:09:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.2577, loss: 0.2577 +2024-07-30 01:05:28,804 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 7:09:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.2620, loss: 0.2620 +2024-07-30 01:05:52,801 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 7:08:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.2594, loss: 0.2594 +2024-07-30 01:06:16,802 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 7:08:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2716, loss: 0.2716 +2024-07-30 01:06:40,838 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 7:08:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2812, loss: 0.2812 +2024-07-30 01:07:04,851 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 7:07:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2778, loss: 0.2778 +2024-07-30 01:07:28,888 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 7:07:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2724, loss: 0.2724 +2024-07-30 01:07:52,915 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 7:06:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2618, loss: 0.2618 +2024-07-30 01:08:16,948 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 7:06:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2802, loss: 0.2802 +2024-07-30 01:08:40,997 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 7:06:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.3025, loss: 0.3025 +2024-07-30 01:09:05,017 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 7:05:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2663, loss: 0.2663 +2024-07-30 01:09:29,043 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 7:05:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.2468, loss: 0.2468 +2024-07-30 01:09:53,066 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 7:04:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2524, loss: 0.2524 +2024-07-30 01:10:17,101 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 7:04:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2755, loss: 0.2755 +2024-07-30 01:10:41,484 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 7:04:04, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2812, loss: 0.2812 +2024-07-30 01:11:05,776 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 7:03:39, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2860, loss: 0.2860 +2024-07-30 01:11:29,814 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 7:03:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2984, loss: 0.2984 +2024-07-30 01:11:53,822 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 7:02:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9487, top5_acc: 0.9994, loss_cls: 0.3117, loss: 0.3117 +2024-07-30 01:12:17,785 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 7:02:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2889, loss: 0.2889 +2024-07-30 01:12:41,738 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 7:02:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2560, loss: 0.2560 +2024-07-30 01:13:05,697 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 7:01:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2703, loss: 0.2703 +2024-07-30 01:13:29,646 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 7:01:11, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 0.3067, loss: 0.3067 +2024-07-30 01:13:53,673 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 7:00:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2954, loss: 0.2954 +2024-07-30 01:14:17,643 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 7:00:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.3099, loss: 0.3099 +2024-07-30 01:14:41,644 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 6:59:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.3233, loss: 0.3233 +2024-07-30 01:15:05,679 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 6:59:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.3022, loss: 0.3022 +2024-07-30 01:15:29,658 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 6:59:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.3040, loss: 0.3040 +2024-07-30 01:15:53,597 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 6:58:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2859, loss: 0.2859 +2024-07-30 01:16:17,525 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 6:58:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.3307, loss: 0.3307 +2024-07-30 01:16:41,516 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 6:57:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.3197, loss: 0.3197 +2024-07-30 01:17:05,555 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 6:57:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2883, loss: 0.2883 +2024-07-30 01:17:29,605 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 6:57:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.3241, loss: 0.3241 +2024-07-30 01:17:31,153 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-07-30 01:21:46,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 01:21:46,671 - pyskl - INFO - +top1_acc 0.8715 +top5_acc 0.9742 +2024-07-30 01:21:46,676 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_113.pth was removed +2024-07-30 01:21:46,794 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2024-07-30 01:21:46,796 - pyskl - INFO - Best top1_acc is 0.8715 at 120 epoch. +2024-07-30 01:21:46,816 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8715, top5_acc: 0.9742 +2024-07-30 01:22:31,676 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 6:56:44, time: 0.449, data_time: 0.194, memory: 6431, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2413, loss: 0.2413 +2024-07-30 01:22:55,934 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 6:56:20, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.2271, loss: 0.2271 +2024-07-30 01:23:20,119 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 6:55:55, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.2415, loss: 0.2415 +2024-07-30 01:23:44,236 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 6:55:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.2409, loss: 0.2409 +2024-07-30 01:24:08,432 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 6:55:06, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2737, loss: 0.2737 +2024-07-30 01:24:32,586 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 6:54:41, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2590, loss: 0.2590 +2024-07-30 01:24:56,713 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 6:54:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.2555, loss: 0.2555 +2024-07-30 01:25:20,930 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 6:53:52, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.2486, loss: 0.2486 +2024-07-30 01:25:45,016 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 6:53:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2718, loss: 0.2718 +2024-07-30 01:26:09,099 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 6:53:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.2558, loss: 0.2558 +2024-07-30 01:26:33,229 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 6:52:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2707, loss: 0.2707 +2024-07-30 01:26:57,313 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 6:52:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.3082, loss: 0.3082 +2024-07-30 01:27:21,271 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 6:51:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2746, loss: 0.2746 +2024-07-30 01:27:45,343 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 6:51:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.2427, loss: 0.2427 +2024-07-30 01:28:09,340 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 6:51:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2748, loss: 0.2748 +2024-07-30 01:28:33,314 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 6:50:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.2765, loss: 0.2765 +2024-07-30 01:28:57,446 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 6:50:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2624, loss: 0.2624 +2024-07-30 01:29:21,585 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 6:49:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 0.2390, loss: 0.2390 +2024-07-30 01:29:45,707 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 6:49:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.2374, loss: 0.2374 +2024-07-30 01:30:09,827 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 6:48:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.2470, loss: 0.2470 +2024-07-30 01:30:34,004 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 6:48:32, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.2683, loss: 0.2683 +2024-07-30 01:30:58,138 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 6:48:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.2584, loss: 0.2584 +2024-07-30 01:31:22,201 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 6:47:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2651, loss: 0.2651 +2024-07-30 01:31:46,338 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 6:47:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2886, loss: 0.2886 +2024-07-30 01:32:10,411 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 6:46:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 0.2652, loss: 0.2652 +2024-07-30 01:32:34,432 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 6:46:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2939, loss: 0.2939 +2024-07-30 01:32:58,462 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 6:46:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2830, loss: 0.2830 +2024-07-30 01:33:22,726 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 6:45:40, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.2477, loss: 0.2477 +2024-07-30 01:33:46,911 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 6:45:15, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.2822, loss: 0.2822 +2024-07-30 01:34:11,075 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 6:44:51, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.3132, loss: 0.3132 +2024-07-30 01:34:35,353 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 6:44:26, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 0.3050, loss: 0.3050 +2024-07-30 01:34:59,479 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 6:44:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2712, loss: 0.2712 +2024-07-30 01:35:23,621 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 6:43:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.2400, loss: 0.2400 +2024-07-30 01:35:47,802 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 6:43:13, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2785, loss: 0.2785 +2024-07-30 01:35:49,421 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-07-30 01:40:07,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 01:40:08,311 - pyskl - INFO - +top1_acc 0.8724 +top5_acc 0.9722 +2024-07-30 01:40:08,315 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_120.pth was removed +2024-07-30 01:40:08,430 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2024-07-30 01:40:08,432 - pyskl - INFO - Best top1_acc is 0.8724 at 121 epoch. +2024-07-30 01:40:08,450 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8724, top5_acc: 0.9722 +2024-07-30 01:40:53,311 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 6:42:51, time: 0.449, data_time: 0.195, memory: 6431, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.2414, loss: 0.2414 +2024-07-30 01:41:17,274 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 6:42:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.2091, loss: 0.2091 +2024-07-30 01:41:41,224 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 6:42:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1998, loss: 0.1998 +2024-07-30 01:42:05,204 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 6:41:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1966, loss: 0.1966 +2024-07-30 01:42:29,161 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 6:41:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.2229, loss: 0.2229 +2024-07-30 01:42:53,171 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 6:40:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2272, loss: 0.2272 +2024-07-30 01:43:17,208 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 6:40:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.2460, loss: 0.2460 +2024-07-30 01:43:41,238 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 6:39:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.2573, loss: 0.2573 +2024-07-30 01:44:05,337 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 6:39:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.2071, loss: 0.2071 +2024-07-30 01:44:29,441 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 6:39:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2506, loss: 0.2506 +2024-07-30 01:44:53,524 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 6:38:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2411, loss: 0.2411 +2024-07-30 01:45:17,639 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 6:38:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.2189, loss: 0.2189 +2024-07-30 01:45:41,753 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 6:37:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.2353, loss: 0.2353 +2024-07-30 01:46:05,909 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 6:37:31, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.2458, loss: 0.2458 +2024-07-30 01:46:30,051 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 6:37:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.2501, loss: 0.2501 +2024-07-30 01:46:54,177 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 6:36:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.2627, loss: 0.2627 +2024-07-30 01:47:18,253 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 6:36:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.2328, loss: 0.2328 +2024-07-30 01:47:42,394 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 6:35:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2680, loss: 0.2680 +2024-07-30 01:48:06,439 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 6:35:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2802, loss: 0.2802 +2024-07-30 01:48:30,487 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 6:35:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2710, loss: 0.2710 +2024-07-30 01:48:54,503 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 6:34:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2544, loss: 0.2544 +2024-07-30 01:49:18,546 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 6:34:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.2155, loss: 0.2155 +2024-07-30 01:49:42,663 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 6:33:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.2273, loss: 0.2273 +2024-07-30 01:50:06,740 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 6:33:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.2250, loss: 0.2250 +2024-07-30 01:50:30,749 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 6:33:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2834, loss: 0.2834 +2024-07-30 01:50:54,816 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 6:32:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2976, loss: 0.2976 +2024-07-30 01:51:18,900 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 6:32:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2804, loss: 0.2804 +2024-07-30 01:51:43,022 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 6:31:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.2552, loss: 0.2552 +2024-07-30 01:52:07,055 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 6:31:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2504, loss: 0.2504 +2024-07-30 01:52:31,157 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 6:30:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.2291, loss: 0.2291 +2024-07-30 01:52:55,211 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 6:30:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 0.2665, loss: 0.2665 +2024-07-30 01:53:19,271 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 6:30:09, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.2611, loss: 0.2611 +2024-07-30 01:53:43,304 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 6:29:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.2451, loss: 0.2451 +2024-07-30 01:54:07,380 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 6:29:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2476, loss: 0.2476 +2024-07-30 01:54:09,035 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-07-30 01:58:24,649 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 01:58:25,218 - pyskl - INFO - +top1_acc 0.8714 +top5_acc 0.9729 +2024-07-30 01:58:25,237 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8714, top5_acc: 0.9729 +2024-07-30 01:59:10,352 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 6:28:58, time: 0.451, data_time: 0.198, memory: 6431, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.2156, loss: 0.2156 +2024-07-30 01:59:34,389 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 6:28:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1916, loss: 0.1916 +2024-07-30 01:59:58,447 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 6:28:09, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.2172, loss: 0.2172 +2024-07-30 02:00:22,510 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 6:27:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1817, loss: 0.1817 +2024-07-30 02:00:46,606 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 6:27:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1898, loss: 0.1898 +2024-07-30 02:01:10,664 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 6:26:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.2299, loss: 0.2299 +2024-07-30 02:01:35,034 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 6:26:31, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.2129, loss: 0.2129 +2024-07-30 02:01:59,082 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 6:26:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.2031, loss: 0.2031 +2024-07-30 02:02:23,201 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 6:25:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.2098, loss: 0.2098 +2024-07-30 02:02:47,355 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 6:25:17, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.2170, loss: 0.2170 +2024-07-30 02:03:11,358 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 6:24:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2168, loss: 0.2168 +2024-07-30 02:03:35,372 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 6:24:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.2203, loss: 0.2203 +2024-07-30 02:03:59,376 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 6:24:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.2275, loss: 0.2275 +2024-07-30 02:04:23,409 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 6:23:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.2076, loss: 0.2076 +2024-07-30 02:04:47,426 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 6:23:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.2117, loss: 0.2117 +2024-07-30 02:05:11,443 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 6:22:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1935, loss: 0.1935 +2024-07-30 02:05:35,446 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 6:22:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.2419, loss: 0.2419 +2024-07-30 02:05:59,484 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 6:22:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.2534, loss: 0.2534 +2024-07-30 02:06:23,495 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 6:21:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2725, loss: 0.2725 +2024-07-30 02:06:47,472 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 6:21:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2708, loss: 0.2708 +2024-07-30 02:07:11,775 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 6:20:46, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.2502, loss: 0.2502 +2024-07-30 02:07:35,804 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 6:20:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2620, loss: 0.2620 +2024-07-30 02:07:59,799 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 6:19:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.2308, loss: 0.2308 +2024-07-30 02:08:23,807 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 6:19:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.2332, loss: 0.2332 +2024-07-30 02:08:47,811 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 6:19:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.2444, loss: 0.2444 +2024-07-30 02:09:11,821 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 6:18:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2461, loss: 0.2461 +2024-07-30 02:09:35,887 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 6:18:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.2351, loss: 0.2351 +2024-07-30 02:09:59,891 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 6:17:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2239, loss: 0.2239 +2024-07-30 02:10:23,911 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 6:17:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.2268, loss: 0.2268 +2024-07-30 02:10:47,930 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 6:17:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.2572, loss: 0.2572 +2024-07-30 02:11:11,982 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 6:16:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.2416, loss: 0.2416 +2024-07-30 02:11:36,076 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 6:16:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2445, loss: 0.2445 +2024-07-30 02:12:00,118 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 6:15:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2456, loss: 0.2456 +2024-07-30 02:12:24,146 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 6:15:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2762, loss: 0.2762 +2024-07-30 02:12:25,756 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-07-30 02:16:41,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 02:16:42,384 - pyskl - INFO - +top1_acc 0.8723 +top5_acc 0.9725 +2024-07-30 02:16:42,404 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8723, top5_acc: 0.9725 +2024-07-30 02:17:27,709 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 6:15:05, time: 0.453, data_time: 0.198, memory: 6431, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.2231, loss: 0.2231 +2024-07-30 02:17:51,766 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 6:14:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1840, loss: 0.1840 +2024-07-30 02:18:15,841 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 6:14:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1880, loss: 0.1880 +2024-07-30 02:18:39,953 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 6:13:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1938, loss: 0.1938 +2024-07-30 02:19:04,090 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 6:13:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.2069, loss: 0.2069 +2024-07-30 02:19:28,217 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 6:13:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.2010, loss: 0.2010 +2024-07-30 02:19:52,324 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 6:12:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.2149, loss: 0.2149 +2024-07-30 02:20:16,373 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 6:12:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1931, loss: 0.1931 +2024-07-30 02:20:40,577 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 6:11:48, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.2044, loss: 0.2044 +2024-07-30 02:21:04,672 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 6:11:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.2166, loss: 0.2166 +2024-07-30 02:21:28,756 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 6:10:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.2187, loss: 0.2187 +2024-07-30 02:21:52,823 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 6:10:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.2411, loss: 0.2411 +2024-07-30 02:22:16,895 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 6:10:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.2170, loss: 0.2170 +2024-07-30 02:22:40,965 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 6:09:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.2170, loss: 0.2170 +2024-07-30 02:23:05,035 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 6:09:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.2080, loss: 0.2080 +2024-07-30 02:23:29,054 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 6:08:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.2174, loss: 0.2174 +2024-07-30 02:23:53,113 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 6:08:31, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.2430, loss: 0.2430 +2024-07-30 02:24:17,123 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 6:08:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.2288, loss: 0.2288 +2024-07-30 02:24:41,163 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 6:07:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2542, loss: 0.2542 +2024-07-30 02:25:05,238 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 6:07:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.2344, loss: 0.2344 +2024-07-30 02:25:29,324 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 6:06:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.2126, loss: 0.2126 +2024-07-30 02:25:53,377 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 6:06:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1974, loss: 0.1974 +2024-07-30 02:26:17,437 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 6:06:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1867, loss: 0.1867 +2024-07-30 02:26:41,474 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 6:05:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.2235, loss: 0.2235 +2024-07-30 02:27:05,670 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 6:05:14, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.2114, loss: 0.2114 +2024-07-30 02:27:29,785 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 6:04:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 0.2411, loss: 0.2411 +2024-07-30 02:27:53,839 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 6:04:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.2023, loss: 0.2023 +2024-07-30 02:28:17,893 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 6:04:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.2275, loss: 0.2275 +2024-07-30 02:28:41,890 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 6:03:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.2097, loss: 0.2097 +2024-07-30 02:29:05,845 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 6:03:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.2154, loss: 0.2154 +2024-07-30 02:29:29,834 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 6:02:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.2328, loss: 0.2328 +2024-07-30 02:29:53,833 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 6:02:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.2344, loss: 0.2344 +2024-07-30 02:30:17,788 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 6:01:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.2107, loss: 0.2107 +2024-07-30 02:30:41,797 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 6:01:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1957, loss: 0.1957 +2024-07-30 02:30:43,425 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-07-30 02:35:02,959 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 02:35:03,589 - pyskl - INFO - +top1_acc 0.8729 +top5_acc 0.9741 +2024-07-30 02:35:03,593 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_121.pth was removed +2024-07-30 02:35:03,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2024-07-30 02:35:03,709 - pyskl - INFO - Best top1_acc is 0.8729 at 124 epoch. +2024-07-30 02:35:03,728 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8729, top5_acc: 0.9741 +2024-07-30 02:35:48,959 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 6:01:11, time: 0.452, data_time: 0.199, memory: 6431, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1826, loss: 0.1826 +2024-07-30 02:36:12,950 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 6:00:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1798, loss: 0.1798 +2024-07-30 02:36:36,934 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 6:00:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1771, loss: 0.1771 +2024-07-30 02:37:00,948 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 5:59:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1749, loss: 0.1749 +2024-07-30 02:37:25,003 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 5:59:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1563, loss: 0.1563 +2024-07-30 02:37:49,067 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 5:59:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1584, loss: 0.1584 +2024-07-30 02:38:13,115 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 5:58:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1669, loss: 0.1669 +2024-07-30 02:38:37,164 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 5:58:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1760, loss: 0.1760 +2024-07-30 02:39:01,427 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 5:57:55, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.2033, loss: 0.2033 +2024-07-30 02:39:25,528 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 5:57:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1791, loss: 0.1791 +2024-07-30 02:39:49,709 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 5:57:05, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1812, loss: 0.1812 +2024-07-30 02:40:13,786 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 5:56:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1810, loss: 0.1810 +2024-07-30 02:40:37,852 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 5:56:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1924, loss: 0.1924 +2024-07-30 02:41:01,925 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 5:55:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.2047, loss: 0.2047 +2024-07-30 02:41:26,000 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 5:55:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1588, loss: 0.1588 +2024-07-30 02:41:50,074 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 5:55:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1863, loss: 0.1863 +2024-07-30 02:42:14,100 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 5:54:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1732, loss: 0.1732 +2024-07-30 02:42:38,146 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 5:54:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1802, loss: 0.1802 +2024-07-30 02:43:02,233 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 5:53:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.2030, loss: 0.2030 +2024-07-30 02:43:26,333 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 5:53:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1906, loss: 0.1906 +2024-07-30 02:43:50,360 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 5:52:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.2143, loss: 0.2143 +2024-07-30 02:44:14,437 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 5:52:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.2224, loss: 0.2224 +2024-07-30 02:44:38,505 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 5:52:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.2031, loss: 0.2031 +2024-07-30 02:45:02,599 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 5:51:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1646, loss: 0.1646 +2024-07-30 02:45:26,686 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 5:51:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1802, loss: 0.1802 +2024-07-30 02:45:50,781 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 5:50:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.2302, loss: 0.2302 +2024-07-30 02:46:14,922 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 5:50:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1985, loss: 0.1985 +2024-07-30 02:46:39,018 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 5:50:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1977, loss: 0.1977 +2024-07-30 02:47:03,107 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 5:49:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1869, loss: 0.1869 +2024-07-30 02:47:27,205 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 5:49:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1963, loss: 0.1963 +2024-07-30 02:47:51,280 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 5:48:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.2127, loss: 0.2127 +2024-07-30 02:48:15,351 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 5:48:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.2350, loss: 0.2350 +2024-07-30 02:48:39,443 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 5:48:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2764, loss: 0.2764 +2024-07-30 02:49:03,585 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 5:47:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.2051, loss: 0.2051 +2024-07-30 02:49:05,194 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-07-30 02:53:21,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 02:53:21,972 - pyskl - INFO - +top1_acc 0.8704 +top5_acc 0.9736 +2024-07-30 02:53:21,993 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8704, top5_acc: 0.9736 +2024-07-30 02:54:07,434 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 5:47:18, time: 0.454, data_time: 0.200, memory: 6431, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1775, loss: 0.1775 +2024-07-30 02:54:31,442 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 5:46:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1843, loss: 0.1843 +2024-07-30 02:54:55,423 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 5:46:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1764, loss: 0.1764 +2024-07-30 02:55:19,529 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 5:46:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1641, loss: 0.1641 +2024-07-30 02:55:43,678 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 5:45:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1668, loss: 0.1668 +2024-07-30 02:56:07,822 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 5:45:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1906, loss: 0.1906 +2024-07-30 02:56:31,975 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 5:44:50, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1501, loss: 0.1501 +2024-07-30 02:56:56,110 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 5:44:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1751, loss: 0.1751 +2024-07-30 02:57:20,416 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 5:44:01, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1986, loss: 0.1986 +2024-07-30 02:57:44,518 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 5:43:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1756, loss: 0.1756 +2024-07-30 02:58:08,579 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 5:43:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1778, loss: 0.1778 +2024-07-30 02:58:32,646 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 5:42:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1762, loss: 0.1762 +2024-07-30 02:58:56,693 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 5:42:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1828, loss: 0.1828 +2024-07-30 02:59:20,831 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 5:41:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1810, loss: 0.1810 +2024-07-30 02:59:44,882 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 5:41:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1896, loss: 0.1896 +2024-07-30 03:00:08,945 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 5:41:09, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.2107, loss: 0.2107 +2024-07-30 03:00:32,986 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 5:40:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.2075, loss: 0.2075 +2024-07-30 03:00:57,032 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 5:40:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1788, loss: 0.1788 +2024-07-30 03:01:21,189 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 5:39:55, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1857, loss: 0.1857 +2024-07-30 03:01:45,231 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 5:39:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1728, loss: 0.1728 +2024-07-30 03:02:09,234 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 5:39:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.2143, loss: 0.2143 +2024-07-30 03:02:33,246 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 5:38:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1915, loss: 0.1915 +2024-07-30 03:02:57,178 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 5:38:17, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1846, loss: 0.1846 +2024-07-30 03:03:21,316 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 5:37:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.2080, loss: 0.2080 +2024-07-30 03:03:45,269 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 5:37:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1998, loss: 0.1998 +2024-07-30 03:04:09,177 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 5:37:03, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.2172, loss: 0.2172 +2024-07-30 03:04:33,080 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 5:36:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.2088, loss: 0.2088 +2024-07-30 03:04:57,062 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 5:36:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1724, loss: 0.1724 +2024-07-30 03:05:21,075 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 5:35:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1872, loss: 0.1872 +2024-07-30 03:05:45,122 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 5:35:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1713, loss: 0.1713 +2024-07-30 03:06:09,152 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 5:35:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1786, loss: 0.1786 +2024-07-30 03:06:33,315 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 5:34:36, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1890, loss: 0.1890 +2024-07-30 03:06:57,440 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 5:34:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1730, loss: 0.1730 +2024-07-30 03:07:21,430 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 5:33:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1935, loss: 0.1935 +2024-07-30 03:07:22,992 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-07-30 03:11:39,220 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 03:11:39,761 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9748 +2024-07-30 03:11:39,765 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_124.pth was removed +2024-07-30 03:11:39,879 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2024-07-30 03:11:39,880 - pyskl - INFO - Best top1_acc is 0.8793 at 126 epoch. +2024-07-30 03:11:39,899 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8793, top5_acc: 0.9748 +2024-07-30 03:12:25,393 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 5:33:24, time: 0.455, data_time: 0.200, memory: 6431, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1715, loss: 0.1715 +2024-07-30 03:12:49,765 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 5:33:00, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1607, loss: 0.1607 +2024-07-30 03:13:14,017 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 5:32:35, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1358, loss: 0.1358 +2024-07-30 03:13:38,095 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 5:32:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1633, loss: 0.1633 +2024-07-30 03:14:02,171 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 5:31:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1616, loss: 0.1616 +2024-07-30 03:14:26,246 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 5:31:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1475, loss: 0.1475 +2024-07-30 03:14:50,385 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 5:30:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1509, loss: 0.1509 +2024-07-30 03:15:14,489 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 5:30:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1933, loss: 0.1933 +2024-07-30 03:15:38,629 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 5:30:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1630, loss: 0.1630 +2024-07-30 03:16:02,753 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 5:29:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1611, loss: 0.1611 +2024-07-30 03:16:26,842 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 5:29:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1413, loss: 0.1413 +2024-07-30 03:16:50,926 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 5:28:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1691, loss: 0.1691 +2024-07-30 03:17:15,010 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 5:28:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1711, loss: 0.1711 +2024-07-30 03:17:39,084 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 5:28:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1738, loss: 0.1738 +2024-07-30 03:18:03,189 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 5:27:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1473, loss: 0.1473 +2024-07-30 03:18:27,327 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 5:27:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1560, loss: 0.1560 +2024-07-30 03:18:51,441 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 5:26:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1332, loss: 0.1332 +2024-07-30 03:19:15,541 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 5:26:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1580, loss: 0.1580 +2024-07-30 03:19:39,635 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 5:26:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.1704, loss: 0.1704 +2024-07-30 03:20:03,775 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 5:25:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1670, loss: 0.1670 +2024-07-30 03:20:27,809 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 5:25:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1614, loss: 0.1614 +2024-07-30 03:20:51,796 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 5:24:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1495, loss: 0.1495 +2024-07-30 03:21:15,759 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 5:24:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1681, loss: 0.1681 +2024-07-30 03:21:39,706 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 5:23:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1865, loss: 0.1865 +2024-07-30 03:22:03,677 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 5:23:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1807, loss: 0.1807 +2024-07-30 03:22:27,635 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 5:23:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1908, loss: 0.1908 +2024-07-30 03:22:51,696 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 5:22:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1624, loss: 0.1624 +2024-07-30 03:23:15,928 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 5:22:21, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1641, loss: 0.1641 +2024-07-30 03:23:40,061 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 5:21:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1495, loss: 0.1495 +2024-07-30 03:24:04,074 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 5:21:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.1702, loss: 0.1702 +2024-07-30 03:24:28,131 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 5:21:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.1725, loss: 0.1725 +2024-07-30 03:24:52,196 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 5:20:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1743, loss: 0.1743 +2024-07-30 03:25:16,239 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 5:20:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1780, loss: 0.1780 +2024-07-30 03:25:40,302 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 5:19:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1689, loss: 0.1689 +2024-07-30 03:25:41,833 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-07-30 03:29:59,031 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 03:29:59,589 - pyskl - INFO - +top1_acc 0.8794 +top5_acc 0.9740 +2024-07-30 03:29:59,593 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_126.pth was removed +2024-07-30 03:29:59,710 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2024-07-30 03:29:59,712 - pyskl - INFO - Best top1_acc is 0.8794 at 127 epoch. +2024-07-30 03:29:59,732 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8794, top5_acc: 0.9740 +2024-07-30 03:30:45,193 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 5:19:31, time: 0.455, data_time: 0.201, memory: 6431, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1443, loss: 0.1443 +2024-07-30 03:31:09,254 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 5:19:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1265, loss: 0.1265 +2024-07-30 03:31:33,322 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 5:18:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1628, loss: 0.1628 +2024-07-30 03:31:57,417 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 5:18:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1603, loss: 0.1603 +2024-07-30 03:32:21,475 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 5:17:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1239, loss: 0.1239 +2024-07-30 03:32:45,539 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 5:17:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1441, loss: 0.1441 +2024-07-30 03:33:09,609 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 5:17:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1445, loss: 0.1445 +2024-07-30 03:33:33,648 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 5:16:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1283, loss: 0.1283 +2024-07-30 03:33:57,780 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 5:16:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1337, loss: 0.1337 +2024-07-30 03:34:21,838 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 5:15:50, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1256, loss: 0.1256 +2024-07-30 03:34:45,883 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 5:15:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1241, loss: 0.1241 +2024-07-30 03:35:09,946 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 5:15:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.1448, loss: 0.1448 +2024-07-30 03:35:33,908 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 5:14:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1632, loss: 0.1632 +2024-07-30 03:35:57,970 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 5:14:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1463, loss: 0.1463 +2024-07-30 03:36:22,003 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 5:13:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1529, loss: 0.1529 +2024-07-30 03:36:46,058 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 5:13:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1438, loss: 0.1438 +2024-07-30 03:37:10,098 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 5:12:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1258, loss: 0.1258 +2024-07-30 03:37:34,110 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 5:12:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1150, loss: 0.1150 +2024-07-30 03:37:58,206 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 5:12:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1318, loss: 0.1318 +2024-07-30 03:38:22,339 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 5:11:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1438, loss: 0.1438 +2024-07-30 03:38:46,382 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 5:11:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1491, loss: 0.1491 +2024-07-30 03:39:10,389 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 5:10:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1593, loss: 0.1593 +2024-07-30 03:39:34,406 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 5:10:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1418, loss: 0.1418 +2024-07-30 03:39:58,430 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 5:10:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1569, loss: 0.1569 +2024-07-30 03:40:22,496 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 5:09:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.1396, loss: 0.1396 +2024-07-30 03:40:46,520 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 5:09:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.1445, loss: 0.1445 +2024-07-30 03:41:10,586 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 5:08:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1631, loss: 0.1631 +2024-07-30 03:41:34,659 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 5:08:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1366, loss: 0.1366 +2024-07-30 03:41:58,752 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 5:08:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1581, loss: 0.1581 +2024-07-30 03:42:22,842 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 5:07:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1638, loss: 0.1638 +2024-07-30 03:42:46,936 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 5:07:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1526, loss: 0.1526 +2024-07-30 03:43:11,006 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 5:06:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1596, loss: 0.1596 +2024-07-30 03:43:35,107 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 5:06:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1488, loss: 0.1488 +2024-07-30 03:43:59,183 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 5:05:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1746, loss: 0.1746 +2024-07-30 03:44:00,799 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-07-30 03:48:16,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 03:48:17,435 - pyskl - INFO - +top1_acc 0.8809 +top5_acc 0.9734 +2024-07-30 03:48:17,439 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_127.pth was removed +2024-07-30 03:48:17,557 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2024-07-30 03:48:17,559 - pyskl - INFO - Best top1_acc is 0.8809 at 128 epoch. +2024-07-30 03:48:17,578 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8809, top5_acc: 0.9734 +2024-07-30 03:49:02,915 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 5:05:37, time: 0.453, data_time: 0.199, memory: 6431, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1630, loss: 0.1630 +2024-07-30 03:49:26,967 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 5:05:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1439, loss: 0.1439 +2024-07-30 03:49:50,987 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 5:04:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1473, loss: 0.1473 +2024-07-30 03:50:15,031 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 5:04:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1299, loss: 0.1299 +2024-07-30 03:50:39,068 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 5:03:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1306, loss: 0.1306 +2024-07-30 03:51:03,123 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 5:03:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1639, loss: 0.1639 +2024-07-30 03:51:27,189 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 5:03:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1431, loss: 0.1431 +2024-07-30 03:51:51,233 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 5:02:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1318, loss: 0.1318 +2024-07-30 03:52:15,291 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 5:02:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1316, loss: 0.1316 +2024-07-30 03:52:39,344 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 5:01:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1613, loss: 0.1613 +2024-07-30 03:53:03,384 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 5:01:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1273, loss: 0.1273 +2024-07-30 03:53:27,424 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 5:01:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1258, loss: 0.1258 +2024-07-30 03:53:51,462 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 5:00:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1346, loss: 0.1346 +2024-07-30 03:54:15,510 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 5:00:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1284, loss: 0.1284 +2024-07-30 03:54:39,595 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 4:59:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1500, loss: 0.1500 +2024-07-30 03:55:03,613 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 4:59:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1197, loss: 0.1197 +2024-07-30 03:55:27,632 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 4:59:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1351, loss: 0.1351 +2024-07-30 03:55:51,623 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 4:58:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1392, loss: 0.1392 +2024-07-30 03:56:15,640 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 4:58:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1499, loss: 0.1499 +2024-07-30 03:56:39,676 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 4:57:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1460, loss: 0.1460 +2024-07-30 03:57:03,757 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 4:57:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1517, loss: 0.1517 +2024-07-30 03:57:27,816 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 4:57:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1396, loss: 0.1396 +2024-07-30 03:57:51,835 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 4:56:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1495, loss: 0.1495 +2024-07-30 03:58:15,886 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 4:56:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1574, loss: 0.1574 +2024-07-30 03:58:39,943 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 4:55:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1534, loss: 0.1534 +2024-07-30 03:59:04,011 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 4:55:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.1362, loss: 0.1362 +2024-07-30 03:59:28,041 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 4:54:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1375, loss: 0.1375 +2024-07-30 03:59:52,054 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 4:54:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1492, loss: 0.1492 +2024-07-30 04:00:16,040 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 4:54:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1370, loss: 0.1370 +2024-07-30 04:00:40,074 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 4:53:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1274, loss: 0.1274 +2024-07-30 04:01:04,048 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 4:53:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1150, loss: 0.1150 +2024-07-30 04:01:28,015 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 4:52:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1339, loss: 0.1339 +2024-07-30 04:01:52,001 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 4:52:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1504, loss: 0.1504 +2024-07-30 04:02:16,104 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 4:52:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1461, loss: 0.1461 +2024-07-30 04:02:17,703 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-07-30 04:06:37,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 04:06:37,799 - pyskl - INFO - +top1_acc 0.8836 +top5_acc 0.9750 +2024-07-30 04:06:37,803 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_128.pth was removed +2024-07-30 04:06:38,013 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2024-07-30 04:06:38,014 - pyskl - INFO - Best top1_acc is 0.8836 at 129 epoch. +2024-07-30 04:06:38,034 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8836, top5_acc: 0.9750 +2024-07-30 04:07:23,351 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 4:51:43, time: 0.453, data_time: 0.199, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1068, loss: 0.1068 +2024-07-30 04:07:47,336 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 4:51:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1013, loss: 0.1013 +2024-07-30 04:08:11,368 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 4:50:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1209, loss: 0.1209 +2024-07-30 04:08:35,428 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 4:50:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1203, loss: 0.1203 +2024-07-30 04:08:59,478 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 4:50:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1083, loss: 0.1083 +2024-07-30 04:09:23,506 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 4:49:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1032, loss: 0.1032 +2024-07-30 04:09:47,537 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 4:49:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0950, loss: 0.0950 +2024-07-30 04:10:11,575 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 4:48:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1009, loss: 0.1009 +2024-07-30 04:10:35,637 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 4:48:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1115, loss: 0.1115 +2024-07-30 04:10:59,758 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 4:48:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1308, loss: 0.1308 +2024-07-30 04:11:23,815 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 4:47:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1076, loss: 0.1076 +2024-07-30 04:11:47,863 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 4:47:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1316, loss: 0.1316 +2024-07-30 04:12:11,945 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 4:46:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1217, loss: 0.1217 +2024-07-30 04:12:36,053 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 4:46:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1096, loss: 0.1096 +2024-07-30 04:13:00,097 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 4:45:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1198, loss: 0.1198 +2024-07-30 04:13:24,384 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 4:45:34, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1340, loss: 0.1340 +2024-07-30 04:13:48,561 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 4:45:10, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1232, loss: 0.1232 +2024-07-30 04:14:12,698 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 4:44:45, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1256, loss: 0.1256 +2024-07-30 04:14:36,874 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 4:44:21, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1326, loss: 0.1326 +2024-07-30 04:15:00,888 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 4:43:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1234, loss: 0.1234 +2024-07-30 04:15:24,967 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 4:43:31, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.1245, loss: 0.1245 +2024-07-30 04:15:49,046 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 4:43:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1338, loss: 0.1338 +2024-07-30 04:16:13,052 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 4:42:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1272, loss: 0.1272 +2024-07-30 04:16:37,099 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 4:42:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0987, loss: 0.0987 +2024-07-30 04:17:01,031 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 4:41:53, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1214, loss: 0.1214 +2024-07-30 04:17:25,114 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 4:41:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1368, loss: 0.1368 +2024-07-30 04:17:49,175 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 4:41:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.1259, loss: 0.1259 +2024-07-30 04:18:13,213 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 4:40:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1260, loss: 0.1260 +2024-07-30 04:18:37,215 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 4:40:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1090, loss: 0.1090 +2024-07-30 04:19:01,219 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 4:39:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1190, loss: 0.1190 +2024-07-30 04:19:25,245 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 4:39:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1296, loss: 0.1296 +2024-07-30 04:19:49,306 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 4:39:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.1251, loss: 0.1251 +2024-07-30 04:20:13,381 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 4:38:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.1427, loss: 0.1427 +2024-07-30 04:20:37,397 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 4:38:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1335, loss: 0.1335 +2024-07-30 04:20:38,975 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-07-30 04:24:58,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 04:24:59,327 - pyskl - INFO - +top1_acc 0.8812 +top5_acc 0.9730 +2024-07-30 04:24:59,348 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8812, top5_acc: 0.9730 +2024-07-30 04:25:44,941 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 4:37:49, time: 0.456, data_time: 0.202, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 +2024-07-30 04:26:08,967 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 4:37:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1021, loss: 0.1021 +2024-07-30 04:26:33,018 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 4:37:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1141, loss: 0.1141 +2024-07-30 04:26:57,065 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 4:36:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.1010, loss: 0.1010 +2024-07-30 04:27:21,165 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 4:36:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1037, loss: 0.1037 +2024-07-30 04:27:45,263 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 4:35:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0982, loss: 0.0982 +2024-07-30 04:28:09,366 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 4:35:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.1152, loss: 0.1152 +2024-07-30 04:28:33,428 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 4:34:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.1057, loss: 0.1057 +2024-07-30 04:28:57,434 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 4:34:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1120, loss: 0.1120 +2024-07-30 04:29:21,492 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 4:34:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1045, loss: 0.1045 +2024-07-30 04:29:45,513 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 4:33:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1126, loss: 0.1126 +2024-07-30 04:30:09,498 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 4:33:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1119, loss: 0.1119 +2024-07-30 04:30:33,479 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 4:32:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.1320, loss: 0.1320 +2024-07-30 04:30:57,477 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 4:32:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1162, loss: 0.1162 +2024-07-30 04:31:21,692 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 4:32:05, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1147, loss: 0.1147 +2024-07-30 04:31:45,783 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 4:31:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1020, loss: 0.1020 +2024-07-30 04:32:09,840 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 4:31:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0913, loss: 0.0913 +2024-07-30 04:32:33,859 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 4:30:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.1165, loss: 0.1165 +2024-07-30 04:32:57,893 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 4:30:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1201, loss: 0.1201 +2024-07-30 04:33:21,888 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 4:30:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0911, loss: 0.0911 +2024-07-30 04:33:46,008 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 4:29:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.1006, loss: 0.1006 +2024-07-30 04:34:10,099 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 4:29:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1007, loss: 0.1007 +2024-07-30 04:34:34,223 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 4:28:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.1016, loss: 0.1016 +2024-07-30 04:34:58,331 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 4:28:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1094, loss: 0.1094 +2024-07-30 04:35:22,296 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 4:27:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0999, loss: 0.0999 +2024-07-30 04:35:46,269 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 4:27:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.1080, loss: 0.1080 +2024-07-30 04:36:10,258 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 4:27:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1283, loss: 0.1283 +2024-07-30 04:36:34,271 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 4:26:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.1125, loss: 0.1125 +2024-07-30 04:36:58,250 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 4:26:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1056, loss: 0.1056 +2024-07-30 04:37:22,251 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 4:25:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1095, loss: 0.1095 +2024-07-30 04:37:46,202 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 4:25:32, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0914, loss: 0.0914 +2024-07-30 04:38:10,188 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 4:25:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.1008, loss: 0.1008 +2024-07-30 04:38:34,123 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 4:24:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.1163, loss: 0.1163 +2024-07-30 04:38:58,080 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 4:24:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.1137, loss: 0.1137 +2024-07-30 04:38:59,739 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-07-30 04:43:15,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 04:43:16,473 - pyskl - INFO - +top1_acc 0.8846 +top5_acc 0.9743 +2024-07-30 04:43:16,476 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_129.pth was removed +2024-07-30 04:43:16,683 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2024-07-30 04:43:16,685 - pyskl - INFO - Best top1_acc is 0.8846 at 131 epoch. +2024-07-30 04:43:16,703 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8846, top5_acc: 0.9743 +2024-07-30 04:44:02,211 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 4:23:55, time: 0.455, data_time: 0.201, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0962, loss: 0.0962 +2024-07-30 04:44:26,206 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 4:23:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0927, loss: 0.0927 +2024-07-30 04:44:50,203 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 4:23:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0913, loss: 0.0913 +2024-07-30 04:45:14,206 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 4:22:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0879, loss: 0.0879 +2024-07-30 04:45:38,210 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 4:22:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0940, loss: 0.0940 +2024-07-30 04:46:02,222 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 4:21:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0988, loss: 0.0988 +2024-07-30 04:46:26,272 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 4:21:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0825, loss: 0.0825 +2024-07-30 04:46:50,335 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 4:21:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0810, loss: 0.0810 +2024-07-30 04:47:14,363 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 4:20:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0798, loss: 0.0798 +2024-07-30 04:47:38,461 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 4:20:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0942, loss: 0.0942 +2024-07-30 04:48:02,571 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 4:19:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 +2024-07-30 04:48:26,670 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 4:19:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0958, loss: 0.0958 +2024-07-30 04:48:50,888 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 4:19:00, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 +2024-07-30 04:49:14,950 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 4:18:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0861, loss: 0.0861 +2024-07-30 04:49:38,999 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 4:18:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0891, loss: 0.0891 +2024-07-30 04:50:03,057 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 4:17:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.1097, loss: 0.1097 +2024-07-30 04:50:27,221 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 4:17:22, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0867, loss: 0.0867 +2024-07-30 04:50:51,309 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 4:16:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0898, loss: 0.0898 +2024-07-30 04:51:15,393 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 4:16:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 +2024-07-30 04:51:39,408 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 4:16:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 +2024-07-30 04:52:03,514 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 4:15:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0928, loss: 0.0928 +2024-07-30 04:52:27,736 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 4:15:19, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0874, loss: 0.0874 +2024-07-30 04:52:51,811 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 4:14:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0892, loss: 0.0892 +2024-07-30 04:53:15,800 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 4:14:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0948, loss: 0.0948 +2024-07-30 04:53:39,784 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 4:14:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0865, loss: 0.0865 +2024-07-30 04:54:03,873 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 4:13:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.1034, loss: 0.1034 +2024-07-30 04:54:28,148 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 4:13:16, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0936, loss: 0.0936 +2024-07-30 04:54:52,200 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 4:12:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0952, loss: 0.0952 +2024-07-30 04:55:16,301 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 4:12:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0903, loss: 0.0903 +2024-07-30 04:55:40,479 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 4:12:02, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0970, loss: 0.0970 +2024-07-30 04:56:04,590 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 4:11:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0887, loss: 0.0887 +2024-07-30 04:56:28,635 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 4:11:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0903, loss: 0.0903 +2024-07-30 04:56:52,646 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 4:10:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 +2024-07-30 04:57:16,685 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 4:10:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0880, loss: 0.0880 +2024-07-30 04:57:18,270 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-07-30 05:01:34,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 05:01:35,178 - pyskl - INFO - +top1_acc 0.8888 +top5_acc 0.9752 +2024-07-30 05:01:35,182 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_131.pth was removed +2024-07-30 05:01:35,299 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2024-07-30 05:01:35,300 - pyskl - INFO - Best top1_acc is 0.8888 at 132 epoch. +2024-07-30 05:01:35,320 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8888, top5_acc: 0.9752 +2024-07-30 05:02:21,364 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 4:10:01, time: 0.460, data_time: 0.204, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0854, loss: 0.0854 +2024-07-30 05:02:45,472 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 4:09:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 +2024-07-30 05:03:09,537 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 4:09:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0734, loss: 0.0734 +2024-07-30 05:03:33,629 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 4:08:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0849, loss: 0.0849 +2024-07-30 05:03:57,691 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 4:08:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0807, loss: 0.0807 +2024-07-30 05:04:21,740 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 4:07:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0872, loss: 0.0872 +2024-07-30 05:04:45,746 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 4:07:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0806, loss: 0.0806 +2024-07-30 05:05:09,793 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 4:07:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 +2024-07-30 05:05:33,806 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 4:06:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0806, loss: 0.0806 +2024-07-30 05:05:57,859 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 4:06:20, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0823, loss: 0.0823 +2024-07-30 05:06:22,228 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 4:05:55, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2024-07-30 05:06:46,396 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 4:05:31, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 +2024-07-30 05:07:10,431 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 4:05:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 +2024-07-30 05:07:34,492 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 4:04:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0783, loss: 0.0783 +2024-07-30 05:07:58,511 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 4:04:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0727, loss: 0.0727 +2024-07-30 05:08:22,544 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 4:03:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0730, loss: 0.0730 +2024-07-30 05:08:46,563 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 4:03:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2024-07-30 05:09:10,594 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 4:03:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2024-07-30 05:09:34,612 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 4:02:39, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 +2024-07-30 05:09:58,659 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 4:02:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0927, loss: 0.0927 +2024-07-30 05:10:23,016 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 4:01:50, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775 +2024-07-30 05:10:47,126 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 4:01:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0843, loss: 0.0843 +2024-07-30 05:11:11,200 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 4:01:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0878, loss: 0.0878 +2024-07-30 05:11:35,293 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 4:00:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2024-07-30 05:11:59,356 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 4:00:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 +2024-07-30 05:12:23,445 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 3:59:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 +2024-07-30 05:12:47,465 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 3:59:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0804, loss: 0.0804 +2024-07-30 05:13:11,516 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 3:58:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0804, loss: 0.0804 +2024-07-30 05:13:35,697 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 3:58:33, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0722, loss: 0.0722 +2024-07-30 05:13:59,833 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 3:58:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0776, loss: 0.0776 +2024-07-30 05:14:23,966 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 3:57:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 +2024-07-30 05:14:48,064 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 3:57:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2024-07-30 05:15:12,170 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 3:56:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-07-30 05:15:36,258 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 3:56:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0693, loss: 0.0693 +2024-07-30 05:15:37,875 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-07-30 05:19:57,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 05:19:58,273 - pyskl - INFO - +top1_acc 0.8906 +top5_acc 0.9759 +2024-07-30 05:19:58,277 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_132.pth was removed +2024-07-30 05:19:58,397 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2024-07-30 05:19:58,399 - pyskl - INFO - Best top1_acc is 0.8906 at 133 epoch. +2024-07-30 05:19:58,418 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8906, top5_acc: 0.9759 +2024-07-30 05:20:44,650 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 3:56:07, time: 0.462, data_time: 0.208, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2024-07-30 05:21:08,699 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 3:55:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0826, loss: 0.0826 +2024-07-30 05:21:32,747 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 3:55:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2024-07-30 05:21:56,801 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 3:54:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-07-30 05:22:20,915 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 3:54:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724 +2024-07-30 05:22:45,018 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 3:54:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 +2024-07-30 05:23:09,114 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 3:53:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0703, loss: 0.0703 +2024-07-30 05:23:33,213 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 3:53:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0682, loss: 0.0682 +2024-07-30 05:23:57,370 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 3:52:51, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0847, loss: 0.0847 +2024-07-30 05:24:21,444 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 3:52:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2024-07-30 05:24:45,717 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 3:52:01, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0669, loss: 0.0669 +2024-07-30 05:25:09,848 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 3:51:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0598, loss: 0.0598 +2024-07-30 05:25:33,923 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 3:51:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626 +2024-07-30 05:25:58,004 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 3:50:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0587, loss: 0.0587 +2024-07-30 05:26:22,083 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 3:50:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0689, loss: 0.0689 +2024-07-30 05:26:46,169 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 3:49:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-07-30 05:27:10,255 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 3:49:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2024-07-30 05:27:34,321 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 3:49:09, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756 +2024-07-30 05:27:58,519 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 3:48:45, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-07-30 05:28:22,773 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 3:48:20, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2024-07-30 05:28:46,912 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 3:47:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2024-07-30 05:29:11,174 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 3:47:31, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-07-30 05:29:35,407 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 3:47:07, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700 +2024-07-30 05:29:59,566 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 3:46:42, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0709, loss: 0.0709 +2024-07-30 05:30:23,699 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 3:46:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2024-07-30 05:30:47,769 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 3:45:53, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-07-30 05:31:11,827 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 3:45:28, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0728, loss: 0.0728 +2024-07-30 05:31:35,885 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 3:45:04, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0749, loss: 0.0749 +2024-07-30 05:31:59,969 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 3:44:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2024-07-30 05:32:24,053 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 3:44:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0677, loss: 0.0677 +2024-07-30 05:32:48,099 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 3:43:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 +2024-07-30 05:33:12,164 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 3:43:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0579, loss: 0.0579 +2024-07-30 05:33:36,259 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 3:43:01, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-07-30 05:34:00,329 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 3:42:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-07-30 05:34:02,030 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-07-30 05:38:18,978 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 05:38:19,855 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9762 +2024-07-30 05:38:19,876 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8903, top5_acc: 0.9762 +2024-07-30 05:39:05,790 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 3:42:13, time: 0.459, data_time: 0.205, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0610, loss: 0.0610 +2024-07-30 05:39:29,802 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 3:41:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719 +2024-07-30 05:39:53,805 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 3:41:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608 +2024-07-30 05:40:17,822 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 3:40:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0639, loss: 0.0639 +2024-07-30 05:40:41,866 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 3:40:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0641, loss: 0.0641 +2024-07-30 05:41:05,917 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 3:40:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0665, loss: 0.0665 +2024-07-30 05:41:29,973 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 3:39:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-07-30 05:41:54,045 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 3:39:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2024-07-30 05:42:18,088 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 3:38:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0595, loss: 0.0595 +2024-07-30 05:42:42,159 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 3:38:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0552, loss: 0.0552 +2024-07-30 05:43:06,310 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 3:38:07, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0595, loss: 0.0595 +2024-07-30 05:43:30,335 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 3:37:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2024-07-30 05:43:54,306 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 3:37:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2024-07-30 05:44:18,300 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 3:36:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0577, loss: 0.0577 +2024-07-30 05:44:42,251 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 3:36:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0589, loss: 0.0589 +2024-07-30 05:45:06,226 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 3:36:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0658, loss: 0.0658 +2024-07-30 05:45:30,201 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 3:35:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651 +2024-07-30 05:45:54,517 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 3:35:15, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2024-07-30 05:46:18,651 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 3:34:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 +2024-07-30 05:46:42,739 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 3:34:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0664, loss: 0.0664 +2024-07-30 05:47:06,802 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 3:34:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2024-07-30 05:47:30,924 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 3:33:37, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0622, loss: 0.0622 +2024-07-30 05:47:54,980 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 3:33:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2024-07-30 05:48:18,938 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 3:32:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0503, loss: 0.0503 +2024-07-30 05:48:42,884 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 3:32:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-07-30 05:49:06,843 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 3:31:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0559, loss: 0.0559 +2024-07-30 05:49:30,815 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 3:31:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0518, loss: 0.0518 +2024-07-30 05:49:54,941 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 3:31:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2024-07-30 05:50:19,100 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 3:30:45, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 +2024-07-30 05:50:43,277 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 3:30:20, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2024-07-30 05:51:07,338 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 3:29:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2024-07-30 05:51:31,306 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 3:29:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2024-07-30 05:51:55,235 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 3:29:07, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2024-07-30 05:52:19,207 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 3:28:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2024-07-30 05:52:20,829 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-07-30 05:56:37,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 05:56:38,290 - pyskl - INFO - +top1_acc 0.8912 +top5_acc 0.9760 +2024-07-30 05:56:38,294 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_133.pth was removed +2024-07-30 05:56:38,412 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2024-07-30 05:56:38,414 - pyskl - INFO - Best top1_acc is 0.8912 at 135 epoch. +2024-07-30 05:56:38,434 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8912, top5_acc: 0.9760 +2024-07-30 05:57:24,613 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 3:28:19, time: 0.462, data_time: 0.208, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0575, loss: 0.0575 +2024-07-30 05:57:48,504 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 3:27:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538 +2024-07-30 05:58:12,460 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 3:27:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2024-07-30 05:58:36,460 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 3:27:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0632, loss: 0.0632 +2024-07-30 05:59:00,437 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 3:26:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0575, loss: 0.0575 +2024-07-30 05:59:24,691 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 3:26:16, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605 +2024-07-30 05:59:48,662 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 3:25:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2024-07-30 06:00:12,794 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 3:25:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0580, loss: 0.0580 +2024-07-30 06:00:36,736 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 3:25:02, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-07-30 06:01:00,676 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 3:24:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0501, loss: 0.0501 +2024-07-30 06:01:24,882 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 3:24:13, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0517, loss: 0.0517 +2024-07-30 06:01:48,952 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 3:23:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0619, loss: 0.0619 +2024-07-30 06:02:12,906 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 3:23:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2024-07-30 06:02:37,048 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 3:22:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545 +2024-07-30 06:03:01,355 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 3:22:35, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0507, loss: 0.0507 +2024-07-30 06:03:25,560 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 3:22:10, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2024-07-30 06:03:49,570 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 3:21:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534 +2024-07-30 06:04:13,542 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 3:21:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0511, loss: 0.0511 +2024-07-30 06:04:37,543 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 3:20:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515 +2024-07-30 06:05:01,606 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 3:20:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2024-07-30 06:05:25,566 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 3:20:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2024-07-30 06:05:49,573 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 3:19:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2024-07-30 06:06:13,580 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 3:19:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0544, loss: 0.0544 +2024-07-30 06:06:37,600 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 3:18:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515 +2024-07-30 06:07:01,650 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 3:18:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0564, loss: 0.0564 +2024-07-30 06:07:25,683 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 3:18:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0611, loss: 0.0611 +2024-07-30 06:07:49,725 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 3:17:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2024-07-30 06:08:13,954 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 3:17:15, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0579, loss: 0.0579 +2024-07-30 06:08:37,958 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 3:16:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0535, loss: 0.0535 +2024-07-30 06:09:01,916 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 3:16:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2024-07-30 06:09:25,940 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 3:16:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538 +2024-07-30 06:09:49,930 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 3:15:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0535, loss: 0.0535 +2024-07-30 06:10:13,909 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 3:15:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2024-07-30 06:10:37,858 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 3:14:48, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2024-07-30 06:10:39,435 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-07-30 06:14:59,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 06:15:00,406 - pyskl - INFO - +top1_acc 0.8905 +top5_acc 0.9765 +2024-07-30 06:15:00,428 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8905, top5_acc: 0.9765 +2024-07-30 06:15:46,727 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 3:14:24, time: 0.463, data_time: 0.209, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2024-07-30 06:16:10,826 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 3:14:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0553, loss: 0.0553 +2024-07-30 06:16:34,927 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 3:13:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0491, loss: 0.0491 +2024-07-30 06:16:59,034 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 3:13:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2024-07-30 06:17:23,217 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 3:12:46, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 +2024-07-30 06:17:47,267 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 3:12:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0492, loss: 0.0492 +2024-07-30 06:18:11,355 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 3:11:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 +2024-07-30 06:18:35,526 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 3:11:32, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0506, loss: 0.0506 +2024-07-30 06:18:59,681 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 3:11:08, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0517, loss: 0.0517 +2024-07-30 06:19:23,706 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 3:10:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 +2024-07-30 06:19:47,777 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 3:10:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534 +2024-07-30 06:20:12,102 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 3:09:54, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0479, loss: 0.0479 +2024-07-30 06:20:36,301 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 3:09:30, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0512, loss: 0.0512 +2024-07-30 06:21:00,440 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 3:09:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0504, loss: 0.0504 +2024-07-30 06:21:24,573 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 3:08:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 +2024-07-30 06:21:48,598 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 3:08:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0483, loss: 0.0483 +2024-07-30 06:22:12,603 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 3:07:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0466, loss: 0.0466 +2024-07-30 06:22:36,577 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 3:07:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 +2024-07-30 06:23:00,584 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 3:07:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0485, loss: 0.0485 +2024-07-30 06:23:24,654 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 3:06:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0511, loss: 0.0511 +2024-07-30 06:23:48,646 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 3:06:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2024-07-30 06:24:12,653 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 3:05:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2024-07-30 06:24:36,752 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 3:05:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0503, loss: 0.0503 +2024-07-30 06:25:00,764 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 3:04:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0523, loss: 0.0523 +2024-07-30 06:25:24,860 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 3:04:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0517, loss: 0.0517 +2024-07-30 06:25:49,025 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 3:04:10, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0464, loss: 0.0464 +2024-07-30 06:26:13,092 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 3:03:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0471, loss: 0.0471 +2024-07-30 06:26:37,082 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 3:03:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0528, loss: 0.0528 +2024-07-30 06:27:01,208 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 3:02:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0488, loss: 0.0488 +2024-07-30 06:27:25,342 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 3:02:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0467, loss: 0.0467 +2024-07-30 06:27:49,480 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 3:02:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0497, loss: 0.0497 +2024-07-30 06:28:13,624 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 3:01:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0507, loss: 0.0507 +2024-07-30 06:28:37,764 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 3:01:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0467, loss: 0.0467 +2024-07-30 06:29:01,918 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 3:00:54, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 +2024-07-30 06:29:03,548 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-07-30 06:33:23,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 06:33:24,097 - pyskl - INFO - +top1_acc 0.8958 +top5_acc 0.9768 +2024-07-30 06:33:24,100 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_135.pth was removed +2024-07-30 06:33:24,216 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-07-30 06:33:24,217 - pyskl - INFO - Best top1_acc is 0.8958 at 137 epoch. +2024-07-30 06:33:24,235 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8958, top5_acc: 0.9768 +2024-07-30 06:34:10,688 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 3:00:30, time: 0.464, data_time: 0.209, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0489, loss: 0.0489 +2024-07-30 06:34:34,783 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 3:00:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2024-07-30 06:34:58,966 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 2:59:41, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 +2024-07-30 06:35:23,133 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 2:59:16, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2024-07-30 06:35:47,227 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 2:58:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468 +2024-07-30 06:36:11,295 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 2:58:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0466, loss: 0.0466 +2024-07-30 06:36:35,328 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 2:58:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2024-07-30 06:36:59,381 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 2:57:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2024-07-30 06:37:23,376 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 2:57:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0506, loss: 0.0506 +2024-07-30 06:37:47,391 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 2:56:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0550, loss: 0.0550 +2024-07-30 06:38:11,403 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 2:56:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545 +2024-07-30 06:38:35,530 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 2:56:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0483, loss: 0.0483 +2024-07-30 06:38:59,664 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 2:55:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0522, loss: 0.0522 +2024-07-30 06:39:23,741 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 2:55:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 +2024-07-30 06:39:47,877 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 2:54:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2024-07-30 06:40:11,949 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 2:54:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0505, loss: 0.0505 +2024-07-30 06:40:36,025 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 2:53:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 +2024-07-30 06:41:00,102 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 2:53:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2024-07-30 06:41:24,180 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 2:53:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 +2024-07-30 06:41:48,296 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 2:52:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 +2024-07-30 06:42:12,387 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 2:52:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0522, loss: 0.0522 +2024-07-30 06:42:36,553 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 2:51:54, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0487, loss: 0.0487 +2024-07-30 06:43:00,608 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 2:51:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0441, loss: 0.0441 +2024-07-30 06:43:24,665 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 2:51:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 +2024-07-30 06:43:48,866 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 2:50:40, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468 +2024-07-30 06:44:12,974 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 2:50:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0472, loss: 0.0472 +2024-07-30 06:44:37,007 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 2:49:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468 +2024-07-30 06:45:01,065 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 2:49:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 +2024-07-30 06:45:25,090 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 2:49:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 +2024-07-30 06:45:49,132 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 2:48:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0444, loss: 0.0444 +2024-07-30 06:46:13,161 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 2:48:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0488, loss: 0.0488 +2024-07-30 06:46:37,198 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 2:47:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0467, loss: 0.0467 +2024-07-30 06:47:01,242 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 2:47:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 +2024-07-30 06:47:25,293 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 2:46:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2024-07-30 06:47:26,892 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-07-30 06:51:47,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 06:51:48,158 - pyskl - INFO - +top1_acc 0.8946 +top5_acc 0.9764 +2024-07-30 06:51:48,180 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8946, top5_acc: 0.9764 +2024-07-30 06:52:34,465 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 2:46:35, time: 0.463, data_time: 0.208, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0444, loss: 0.0444 +2024-07-30 06:52:58,488 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 2:46:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 +2024-07-30 06:53:22,592 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 2:45:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2024-07-30 06:53:46,680 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 2:45:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0472, loss: 0.0472 +2024-07-30 06:54:10,742 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 2:44:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0450, loss: 0.0450 +2024-07-30 06:54:34,804 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 2:44:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2024-07-30 06:54:59,031 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 2:44:08, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2024-07-30 06:55:23,115 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 2:43:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0471, loss: 0.0471 +2024-07-30 06:55:47,225 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 2:43:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2024-07-30 06:56:11,299 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 2:42:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 +2024-07-30 06:56:35,541 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 2:42:30, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0471, loss: 0.0471 +2024-07-30 06:56:59,646 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 2:42:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0431, loss: 0.0431 +2024-07-30 06:57:23,753 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 2:41:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.0500, loss: 0.0500 +2024-07-30 06:57:47,853 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 2:41:16, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2024-07-30 06:58:11,935 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 2:40:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0431, loss: 0.0431 +2024-07-30 06:58:36,005 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 2:40:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-30 06:59:00,060 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 2:40:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 +2024-07-30 06:59:24,051 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 2:39:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 +2024-07-30 06:59:48,354 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 2:39:13, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 +2024-07-30 07:00:12,543 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 2:38:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-30 07:00:36,577 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 2:38:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0460, loss: 0.0460 +2024-07-30 07:01:00,541 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 2:38:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0511, loss: 0.0511 +2024-07-30 07:01:24,543 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 2:37:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2024-07-30 07:01:48,621 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 2:37:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2024-07-30 07:02:12,667 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 2:36:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2024-07-30 07:02:36,711 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 2:36:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443 +2024-07-30 07:03:00,769 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 2:35:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459 +2024-07-30 07:03:24,786 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 2:35:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2024-07-30 07:03:48,757 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 2:35:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 +2024-07-30 07:04:12,734 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 2:34:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2024-07-30 07:04:36,680 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 2:34:19, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 +2024-07-30 07:05:00,628 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 2:33:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 +2024-07-30 07:05:24,601 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 2:33:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0466, loss: 0.0466 +2024-07-30 07:05:48,599 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 2:33:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2024-07-30 07:05:50,201 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-07-30 07:10:10,206 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 07:10:10,748 - pyskl - INFO - +top1_acc 0.8950 +top5_acc 0.9766 +2024-07-30 07:10:10,767 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8950, top5_acc: 0.9766 +2024-07-30 07:10:56,965 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 2:32:41, time: 0.462, data_time: 0.208, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0471, loss: 0.0471 +2024-07-30 07:11:20,959 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 2:32:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2024-07-30 07:11:44,946 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 2:31:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0460, loss: 0.0460 +2024-07-30 07:12:09,013 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 2:31:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 +2024-07-30 07:12:33,067 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 2:31:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2024-07-30 07:12:57,037 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 2:30:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429 +2024-07-30 07:13:21,042 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 2:30:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 +2024-07-30 07:13:45,215 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 2:29:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 +2024-07-30 07:14:09,226 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 2:29:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2024-07-30 07:14:33,528 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 2:29:00, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 +2024-07-30 07:14:57,743 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 2:28:35, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 +2024-07-30 07:15:21,881 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 2:28:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 +2024-07-30 07:15:45,978 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 2:27:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 +2024-07-30 07:16:10,055 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 2:27:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 +2024-07-30 07:16:34,135 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 2:26:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0420, loss: 0.0420 +2024-07-30 07:16:58,203 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 2:26:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2024-07-30 07:17:22,271 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 2:26:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2024-07-30 07:17:46,323 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 2:25:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0471, loss: 0.0471 +2024-07-30 07:18:10,405 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 2:25:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2024-07-30 07:18:34,520 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 2:24:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2024-07-30 07:18:58,647 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 2:24:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2024-07-30 07:19:22,719 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 2:24:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0472, loss: 0.0472 +2024-07-30 07:19:46,935 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 2:23:41, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-30 07:20:11,216 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 2:23:16, time: 0.243, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0409, loss: 0.0409 +2024-07-30 07:20:35,379 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 2:22:51, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 +2024-07-30 07:20:59,544 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 2:22:27, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459 +2024-07-30 07:21:23,634 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 2:22:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 +2024-07-30 07:21:47,712 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 2:21:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2024-07-30 07:22:11,791 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 2:21:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2024-07-30 07:22:35,863 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 2:20:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459 +2024-07-30 07:22:59,948 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 2:20:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 +2024-07-30 07:23:23,928 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 2:20:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 +2024-07-30 07:23:47,882 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 2:19:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2024-07-30 07:24:11,891 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 2:19:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2024-07-30 07:24:13,542 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-07-30 07:28:29,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 07:28:30,082 - pyskl - INFO - +top1_acc 0.8939 +top5_acc 0.9765 +2024-07-30 07:28:30,100 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8939, top5_acc: 0.9765 +2024-07-30 07:29:16,205 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 2:18:46, time: 0.461, data_time: 0.205, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2024-07-30 07:29:40,223 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 2:18:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-30 07:30:04,395 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 2:17:57, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2024-07-30 07:30:28,588 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 2:17:33, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2024-07-30 07:30:52,743 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 2:17:08, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2024-07-30 07:31:16,841 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 2:16:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2024-07-30 07:31:40,934 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 2:16:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-30 07:32:05,055 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 2:15:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 +2024-07-30 07:32:29,130 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 2:15:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2024-07-30 07:32:53,224 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 2:15:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2024-07-30 07:33:17,359 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 2:14:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0408, loss: 0.0408 +2024-07-30 07:33:41,396 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 2:14:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2024-07-30 07:34:05,430 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 2:13:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-30 07:34:29,502 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 2:13:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 +2024-07-30 07:34:53,516 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 2:13:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 +2024-07-30 07:35:17,580 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 2:12:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-30 07:35:41,624 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 2:12:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0454, loss: 0.0454 +2024-07-30 07:36:05,659 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 2:11:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2024-07-30 07:36:29,708 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 2:11:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 +2024-07-30 07:36:53,782 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 2:11:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 +2024-07-30 07:37:17,800 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 2:10:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-30 07:37:41,818 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 2:10:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 07:38:05,901 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 2:09:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-30 07:38:29,952 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 2:09:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-30 07:38:54,036 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 2:08:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2024-07-30 07:39:18,072 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 2:08:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0410, loss: 0.0410 +2024-07-30 07:39:42,123 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 2:08:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0420, loss: 0.0420 +2024-07-30 07:40:06,173 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 2:07:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2024-07-30 07:40:30,195 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 2:07:19, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0438, loss: 0.0438 +2024-07-30 07:40:54,218 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 2:06:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2024-07-30 07:41:18,255 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 2:06:30, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 +2024-07-30 07:41:42,288 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 2:06:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 +2024-07-30 07:42:06,346 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 2:05:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2024-07-30 07:42:30,384 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 2:05:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-07-30 07:42:32,021 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-07-30 07:46:51,592 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 07:46:52,187 - pyskl - INFO - +top1_acc 0.8965 +top5_acc 0.9774 +2024-07-30 07:46:52,191 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_137.pth was removed +2024-07-30 07:46:52,309 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2024-07-30 07:46:52,310 - pyskl - INFO - Best top1_acc is 0.8965 at 141 epoch. +2024-07-30 07:46:52,329 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8965, top5_acc: 0.9774 +2024-07-30 07:47:37,843 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 2:04:51, time: 0.455, data_time: 0.201, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2024-07-30 07:48:01,908 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 2:04:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0422, loss: 0.0422 +2024-07-30 07:48:25,953 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 2:04:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-30 07:48:50,001 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 2:03:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0446, loss: 0.0446 +2024-07-30 07:49:14,106 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 2:03:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2024-07-30 07:49:38,173 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 2:02:49, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0421, loss: 0.0421 +2024-07-30 07:50:02,178 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 2:02:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2024-07-30 07:50:26,215 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 2:01:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2024-07-30 07:50:50,226 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 2:01:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 +2024-07-30 07:51:14,262 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 2:01:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 07:51:38,253 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 2:00:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 +2024-07-30 07:52:02,334 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 2:00:21, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2024-07-30 07:52:26,414 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 1:59:57, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 +2024-07-30 07:52:50,443 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 1:59:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 +2024-07-30 07:53:14,492 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 1:59:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-30 07:53:38,470 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 1:58:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 07:54:02,455 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 1:58:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0415, loss: 0.0415 +2024-07-30 07:54:26,403 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 1:57:54, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2024-07-30 07:54:50,373 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 1:57:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2024-07-30 07:55:14,359 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 1:57:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-30 07:55:38,363 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 1:56:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2024-07-30 07:56:02,363 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 1:56:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-30 07:56:26,397 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 1:55:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-30 07:56:50,488 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 1:55:27, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2024-07-30 07:57:14,475 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 1:55:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2024-07-30 07:57:38,451 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 1:54:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-30 07:58:02,417 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 1:54:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0420, loss: 0.0420 +2024-07-30 07:58:26,368 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 1:53:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-30 07:58:50,309 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 1:53:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2024-07-30 07:59:14,251 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 1:52:59, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 07:59:38,387 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 1:52:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-30 08:00:02,354 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 1:52:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2024-07-30 08:00:26,289 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 1:51:46, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 +2024-07-30 08:00:50,205 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 1:51:21, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 +2024-07-30 08:00:51,774 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-07-30 08:05:11,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 08:05:11,919 - pyskl - INFO - +top1_acc 0.8955 +top5_acc 0.9769 +2024-07-30 08:05:11,940 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8955, top5_acc: 0.9769 +2024-07-30 08:05:57,657 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 1:50:56, time: 0.457, data_time: 0.204, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 +2024-07-30 08:06:21,685 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 1:50:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2024-07-30 08:06:45,718 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 1:50:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-30 08:07:09,792 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 1:49:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 +2024-07-30 08:07:33,759 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 1:49:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-30 08:07:57,711 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 1:48:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 +2024-07-30 08:08:21,714 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 1:48:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 +2024-07-30 08:08:45,738 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 1:48:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-07-30 08:09:09,741 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 1:47:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0408, loss: 0.0408 +2024-07-30 08:09:33,854 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 1:47:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-30 08:09:58,025 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 1:46:51, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 +2024-07-30 08:10:22,165 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 1:46:26, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2024-07-30 08:10:46,261 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 1:46:02, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-30 08:11:10,456 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 1:45:37, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 +2024-07-30 08:11:34,565 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 1:45:13, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 +2024-07-30 08:11:58,680 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 1:44:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-07-30 08:12:22,800 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 1:44:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-30 08:12:46,968 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 1:43:59, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2024-07-30 08:13:11,038 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 1:43:34, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2024-07-30 08:13:35,038 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 1:43:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2024-07-30 08:13:59,017 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 1:42:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2024-07-30 08:14:22,995 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 1:42:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2024-07-30 08:14:47,042 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 1:41:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0413, loss: 0.0413 +2024-07-30 08:15:11,231 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 1:41:32, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2024-07-30 08:15:35,343 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 1:41:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 +2024-07-30 08:15:59,355 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 1:40:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-30 08:16:23,382 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 1:40:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0376, loss: 0.0376 +2024-07-30 08:16:47,384 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 1:39:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 +2024-07-30 08:17:11,351 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 1:39:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 +2024-07-30 08:17:35,326 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 1:39:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2024-07-30 08:17:59,327 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 1:38:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2024-07-30 08:18:23,398 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 1:38:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-30 08:18:47,346 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 1:37:51, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2024-07-30 08:19:11,283 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 1:37:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2024-07-30 08:19:12,951 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-07-30 08:23:32,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 08:23:32,602 - pyskl - INFO - +top1_acc 0.8970 +top5_acc 0.9769 +2024-07-30 08:23:32,606 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_141.pth was removed +2024-07-30 08:23:32,724 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2024-07-30 08:23:32,725 - pyskl - INFO - Best top1_acc is 0.8970 at 143 epoch. +2024-07-30 08:23:32,745 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8970, top5_acc: 0.9769 +2024-07-30 08:24:18,438 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 1:37:01, time: 0.457, data_time: 0.204, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 +2024-07-30 08:24:42,363 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 1:36:37, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 +2024-07-30 08:25:06,375 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 1:36:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 +2024-07-30 08:25:30,339 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 1:35:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2024-07-30 08:25:54,276 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 1:35:23, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-30 08:26:18,280 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 1:34:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 +2024-07-30 08:26:42,275 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 1:34:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 +2024-07-30 08:27:06,288 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 1:34:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-30 08:27:30,296 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 1:33:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.0433, loss: 0.0433 +2024-07-30 08:27:54,290 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 1:33:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-30 08:28:18,244 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 1:32:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2024-07-30 08:28:42,174 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 1:32:31, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 +2024-07-30 08:29:06,272 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 1:32:07, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 +2024-07-30 08:29:30,210 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 1:31:42, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 +2024-07-30 08:29:54,175 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 1:31:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-30 08:30:18,162 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 1:30:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2024-07-30 08:30:42,136 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 1:30:29, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-07-30 08:31:06,014 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 1:30:04, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-30 08:31:29,883 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 1:29:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-30 08:31:53,859 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 1:29:15, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 +2024-07-30 08:32:17,802 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 1:28:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 08:32:41,732 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 1:28:26, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-30 08:33:05,683 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 1:28:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-30 08:33:29,659 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 1:27:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0375, loss: 0.0375 +2024-07-30 08:33:53,605 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 1:27:12, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 +2024-07-30 08:34:17,575 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 1:26:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 +2024-07-30 08:34:41,560 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 1:26:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 +2024-07-30 08:35:05,533 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 1:25:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2024-07-30 08:35:29,503 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 1:25:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387 +2024-07-30 08:35:53,480 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 1:25:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 +2024-07-30 08:36:17,479 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 1:24:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-07-30 08:36:41,444 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 1:24:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-30 08:37:05,413 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 1:23:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-30 08:37:29,386 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 1:23:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2024-07-30 08:37:30,985 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-07-30 08:41:50,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 08:41:50,959 - pyskl - INFO - +top1_acc 0.8971 +top5_acc 0.9770 +2024-07-30 08:41:50,963 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_143.pth was removed +2024-07-30 08:41:51,079 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2024-07-30 08:41:51,081 - pyskl - INFO - Best top1_acc is 0.8971 at 144 epoch. +2024-07-30 08:41:51,099 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8971, top5_acc: 0.9770 +2024-07-30 08:42:36,868 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 1:23:06, time: 0.458, data_time: 0.203, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-30 08:43:00,966 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 1:22:42, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2024-07-30 08:43:25,117 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 1:22:17, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 +2024-07-30 08:43:49,153 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 1:21:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2024-07-30 08:44:13,194 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 1:21:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 08:44:37,199 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 1:21:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2024-07-30 08:45:01,354 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 1:20:39, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-30 08:45:25,547 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 1:20:14, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2024-07-30 08:45:49,785 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 1:19:50, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-30 08:46:13,988 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 1:19:25, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2024-07-30 08:46:38,147 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 1:19:01, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2024-07-30 08:47:02,231 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 1:18:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 +2024-07-30 08:47:26,314 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 1:18:12, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-30 08:47:50,403 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 1:17:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-30 08:48:14,512 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 1:17:23, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-30 08:48:38,588 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 1:16:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 +2024-07-30 08:49:02,609 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 1:16:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2024-07-30 08:49:26,607 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 1:16:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2024-07-30 08:49:50,624 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 1:15:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2024-07-30 08:50:14,639 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 1:15:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2024-07-30 08:50:38,643 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 1:14:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0409, loss: 0.0409 +2024-07-30 08:51:02,625 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 1:14:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2024-07-30 08:51:26,635 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 1:14:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-30 08:51:50,677 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 1:13:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2024-07-30 08:52:14,641 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 1:13:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-30 08:52:38,618 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 1:12:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-30 08:53:02,559 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 1:12:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-30 08:53:26,520 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 1:12:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2024-07-30 08:53:50,469 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 1:11:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2024-07-30 08:54:14,428 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 1:11:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2024-07-30 08:54:38,373 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 1:10:50, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 +2024-07-30 08:55:02,331 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 1:10:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2024-07-30 08:55:26,290 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 1:10:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2024-07-30 08:55:50,241 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 1:09:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-30 08:55:51,923 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-07-30 09:00:06,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 09:00:07,808 - pyskl - INFO - +top1_acc 0.8968 +top5_acc 0.9773 +2024-07-30 09:00:07,828 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8968, top5_acc: 0.9773 +2024-07-30 09:00:53,203 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 1:09:11, time: 0.454, data_time: 0.199, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2024-07-30 09:01:17,303 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 1:08:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2024-07-30 09:01:41,343 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 1:08:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388 +2024-07-30 09:02:05,409 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 1:07:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 +2024-07-30 09:02:29,457 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 1:07:33, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2024-07-30 09:02:53,443 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 1:07:08, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0408, loss: 0.0408 +2024-07-30 09:03:17,473 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 1:06:44, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2024-07-30 09:03:41,536 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:06:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-07-30 09:04:05,591 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:05:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2024-07-30 09:04:29,676 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:05:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-30 09:04:53,750 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:05:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 +2024-07-30 09:05:17,775 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:04:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 +2024-07-30 09:05:41,837 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:04:17, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-07-30 09:06:05,903 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:03:52, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2024-07-30 09:06:30,148 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:03:28, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 09:06:54,282 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:03:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 +2024-07-30 09:07:18,417 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:02:38, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2024-07-30 09:07:42,540 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:02:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2024-07-30 09:08:06,766 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:01:49, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2024-07-30 09:08:30,842 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:01:25, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0398, loss: 0.0398 +2024-07-30 09:08:54,955 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:01:00, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 +2024-07-30 09:09:19,057 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:00:36, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0414, loss: 0.0414 +2024-07-30 09:09:43,171 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:00:11, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 +2024-07-30 09:10:07,288 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 0:59:47, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2024-07-30 09:10:31,401 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 0:59:22, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2024-07-30 09:10:55,530 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 0:58:58, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2024-07-30 09:11:19,652 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 0:58:33, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2024-07-30 09:11:43,752 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 0:58:09, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-30 09:12:07,858 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 0:57:44, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 +2024-07-30 09:12:31,933 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 0:57:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 +2024-07-30 09:12:56,037 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 0:56:55, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 +2024-07-30 09:13:20,153 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 0:56:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2024-07-30 09:13:44,265 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 0:56:06, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2024-07-30 09:14:08,362 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 0:55:41, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2024-07-30 09:14:09,971 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-07-30 09:18:28,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 09:18:29,544 - pyskl - INFO - +top1_acc 0.8963 +top5_acc 0.9772 +2024-07-30 09:18:29,561 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8963, top5_acc: 0.9772 +2024-07-30 09:19:14,760 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 0:55:16, time: 0.452, data_time: 0.199, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-30 09:19:38,725 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 0:54:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-30 09:20:02,743 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 0:54:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2024-07-30 09:20:26,767 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 0:54:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 +2024-07-30 09:20:50,735 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 0:53:38, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-30 09:21:14,719 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 0:53:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 +2024-07-30 09:21:38,740 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 0:52:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 +2024-07-30 09:22:02,726 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 0:52:24, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0396, loss: 0.0396 +2024-07-30 09:22:26,658 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 0:52:00, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2024-07-30 09:22:50,607 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 0:51:35, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-30 09:23:14,582 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 0:51:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2024-07-30 09:23:38,551 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 0:50:46, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2024-07-30 09:24:02,511 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 0:50:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-30 09:24:26,513 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 0:49:57, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2024-07-30 09:24:50,624 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 0:49:32, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-30 09:25:14,716 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 0:49:08, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-07-30 09:25:38,804 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 0:48:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2024-07-30 09:26:02,855 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 0:48:19, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-30 09:26:26,888 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 0:47:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2024-07-30 09:26:50,973 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 0:47:30, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 +2024-07-30 09:27:15,021 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 0:47:05, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2024-07-30 09:27:38,970 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 0:46:41, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-30 09:28:02,972 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 0:46:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2024-07-30 09:28:26,917 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 0:45:52, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 09:28:50,875 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 0:45:27, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 +2024-07-30 09:29:14,831 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 0:45:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358 +2024-07-30 09:29:38,774 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 0:44:38, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-07-30 09:30:02,746 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 0:44:13, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2024-07-30 09:30:26,739 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 0:43:49, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2024-07-30 09:30:50,680 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 0:43:24, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2024-07-30 09:31:14,704 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 0:43:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2024-07-30 09:31:38,730 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 0:42:35, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2024-07-30 09:32:02,908 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 0:42:11, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2024-07-30 09:32:27,055 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 0:41:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-30 09:32:28,719 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-07-30 09:36:43,813 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 09:36:44,362 - pyskl - INFO - +top1_acc 0.8969 +top5_acc 0.9772 +2024-07-30 09:36:44,382 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8969, top5_acc: 0.9772 +2024-07-30 09:37:30,127 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 0:41:21, time: 0.457, data_time: 0.204, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2024-07-30 09:37:54,099 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 0:40:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2024-07-30 09:38:18,105 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 0:40:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2024-07-30 09:38:42,101 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 0:40:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2024-07-30 09:39:06,166 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 0:39:43, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2024-07-30 09:39:30,244 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 0:39:18, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2024-07-30 09:39:54,350 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 0:38:54, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 +2024-07-30 09:40:18,442 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 0:38:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 +2024-07-30 09:40:42,507 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 0:38:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 +2024-07-30 09:41:06,617 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 0:37:40, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 +2024-07-30 09:41:30,701 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 0:37:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-07-30 09:41:54,720 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 0:36:51, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 +2024-07-30 09:42:18,683 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 0:36:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0372, loss: 0.0372 +2024-07-30 09:42:42,638 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 0:36:02, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 +2024-07-30 09:43:06,872 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 0:35:37, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 +2024-07-30 09:43:31,095 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 0:35:13, time: 0.242, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2024-07-30 09:43:55,217 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 0:34:48, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-30 09:44:19,288 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 0:34:24, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2024-07-30 09:44:43,375 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 0:33:59, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 +2024-07-30 09:45:07,469 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 0:33:35, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 +2024-07-30 09:45:31,552 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:33:10, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390 +2024-07-30 09:45:55,619 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:32:46, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 +2024-07-30 09:46:19,668 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:32:21, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-07-30 09:46:43,745 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:31:56, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2024-07-30 09:47:07,776 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:31:32, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-30 09:47:31,782 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:31:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 +2024-07-30 09:47:55,810 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:30:43, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2024-07-30 09:48:19,844 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:30:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 +2024-07-30 09:48:43,880 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:29:54, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-30 09:49:07,987 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:29:29, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-30 09:49:32,067 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:29:05, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374 +2024-07-30 09:49:56,102 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:28:40, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2024-07-30 09:50:20,146 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:28:16, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2024-07-30 09:50:44,268 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:27:51, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 09:50:45,855 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-07-30 09:55:04,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 09:55:05,398 - pyskl - INFO - +top1_acc 0.8970 +top5_acc 0.9772 +2024-07-30 09:55:05,418 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8970, top5_acc: 0.9772 +2024-07-30 09:55:50,912 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:27:26, time: 0.455, data_time: 0.201, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2024-07-30 09:56:14,887 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:27:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0356, loss: 0.0356 +2024-07-30 09:56:38,856 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:26:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 +2024-07-30 09:57:02,814 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:26:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2024-07-30 09:57:26,776 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:25:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 09:57:50,747 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:25:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 09:58:14,752 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:24:58, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2024-07-30 09:58:38,742 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:24:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2024-07-30 09:59:02,702 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:24:09, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-07-30 09:59:26,670 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:23:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 09:59:50,670 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:23:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-07-30 10:00:14,659 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:22:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 +2024-07-30 10:00:38,643 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:22:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0343, loss: 0.0343 +2024-07-30 10:01:02,598 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:22:07, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2024-07-30 10:01:26,598 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:21:42, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-07-30 10:01:50,558 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:21:18, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-07-30 10:02:14,525 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:20:53, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2024-07-30 10:02:38,480 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:20:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2024-07-30 10:03:02,484 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:20:04, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2024-07-30 10:03:26,863 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:19:39, time: 0.244, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2024-07-30 10:03:51,011 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:19:15, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2024-07-30 10:04:15,007 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:18:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393 +2024-07-30 10:04:39,015 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:18:26, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400 +2024-07-30 10:05:03,016 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:18:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2024-07-30 10:05:27,018 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:17:37, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-07-30 10:05:51,051 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:17:12, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0353, loss: 0.0353 +2024-07-30 10:06:15,010 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:16:48, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0376, loss: 0.0376 +2024-07-30 10:06:38,990 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:16:23, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-30 10:07:02,976 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:15:59, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-30 10:07:26,960 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:15:34, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2024-07-30 10:07:50,955 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:15:10, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 +2024-07-30 10:08:14,947 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:14:45, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346 +2024-07-30 10:08:38,947 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:14:20, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2024-07-30 10:09:02,922 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:13:56, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-07-30 10:09:04,624 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-07-30 10:13:23,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 10:13:24,178 - pyskl - INFO - +top1_acc 0.8966 +top5_acc 0.9773 +2024-07-30 10:13:24,199 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8966, top5_acc: 0.9773 +2024-07-30 10:14:08,855 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:13:30, time: 0.447, data_time: 0.193, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2024-07-30 10:14:32,894 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:13:06, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 +2024-07-30 10:14:56,907 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:12:41, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-07-30 10:15:20,931 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:12:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2024-07-30 10:15:44,926 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:11:52, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0363, loss: 0.0363 +2024-07-30 10:16:08,897 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:11:28, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407 +2024-07-30 10:16:32,870 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:11:03, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-07-30 10:16:56,819 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:10:39, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2024-07-30 10:17:20,775 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:10:14, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2024-07-30 10:17:44,662 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:09:49, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 +2024-07-30 10:18:08,566 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:09:25, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-07-30 10:18:32,616 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:09:00, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-07-30 10:18:56,572 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:08:36, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2024-07-30 10:19:20,543 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:08:11, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 +2024-07-30 10:19:44,525 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:07:47, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2024-07-30 10:20:08,487 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:07:22, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2024-07-30 10:20:32,385 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:06:58, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2024-07-30 10:20:56,296 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:06:33, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2024-07-30 10:21:20,176 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:06:09, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2024-07-30 10:21:44,055 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:05:44, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0378, loss: 0.0378 +2024-07-30 10:22:07,974 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:05:20, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0348, loss: 0.0348 +2024-07-30 10:22:31,933 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:04:55, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2024-07-30 10:22:55,921 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:04:31, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381 +2024-07-30 10:23:19,843 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:04:06, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2024-07-30 10:23:43,775 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:03:41, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0361, loss: 0.0361 +2024-07-30 10:24:07,752 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:03:17, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2024-07-30 10:24:31,624 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:02:52, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2024-07-30 10:24:55,508 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:02:28, time: 0.239, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2024-07-30 10:25:19,571 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:02:03, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0370, loss: 0.0370 +2024-07-30 10:25:43,707 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:01:39, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2024-07-30 10:26:07,792 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:01:14, time: 0.241, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340 +2024-07-30 10:26:31,804 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:00:50, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-07-30 10:26:55,791 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:25, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2024-07-30 10:27:19,743 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:01, time: 0.240, data_time: 0.000, memory: 6431, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0433, loss: 0.0433 +2024-07-30 10:27:21,312 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-07-30 10:31:39,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-30 10:31:40,156 - pyskl - INFO - +top1_acc 0.8967 +top5_acc 0.9772 +2024-07-30 10:31:40,175 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8967, top5_acc: 0.9772 +2024-07-30 10:31:51,730 - pyskl - INFO - 59477 videos remain after valid thresholding +2024-07-30 11:08:42,451 - pyskl - INFO - Testing results of the last checkpoint +2024-07-30 11:08:42,451 - pyskl - INFO - top1_acc: 0.8993 +2024-07-30 11:08:42,451 - pyskl - INFO - top5_acc: 0.9781 +2024-07-30 11:08:42,452 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu120_xset/b_2/best_top1_acc_epoch_144.pth +2024-07-30 11:45:02,882 - pyskl - INFO - Testing results of the best checkpoint +2024-07-30 11:45:02,882 - pyskl - INFO - top1_acc: 0.8992 +2024-07-30 11:45:02,882 - pyskl - INFO - top5_acc: 0.9779