diff --git "a/ntu120_xset/k_2/20250627_105452.log" "b/ntu120_xset/k_2/20250627_105452.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/k_2/20250627_105452.log" @@ -0,0 +1,6350 @@ +2025-06-27 10:54:52,370 - 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+ +------------------------------------------------------------ + +2025-06-27 10:54:52,689 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu120_xset/k_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='k', + num_classes=120, + 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', + joint_cfg='nturgb+d', + num_classes=120, + in_channels=384, + work_dir='./work_dirs/ntu120_xset/k_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.3)) +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=['k']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/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=['k']), + 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=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='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=['k']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='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) + +2025-06-27 10:54:52,689 - pyskl - INFO - Set random seed to 1199489393, deterministic: False +2025-06-27 10:55:06,119 - pyskl - INFO - 54468 videos remain after valid thresholding +2025-06-27 10:55:15,380 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-27 10:55:15,423 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2 +2025-06-27 10:55:15,423 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CustomCheckpointHook +(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 ) CustomCheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CustomCheckpointHook +(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 + -------------------- +2025-06-27 10:55:15,423 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-06-27 10:55:15,423 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2 by HardDiskBackend. +2025-06-27 10:56:24,768 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 4 days, 2:21:29, time: 0.693, data_time: 0.231, memory: 13267, top1_acc: 0.0169, top5_acc: 0.0731, loss_cls: 11.7672, loss: 11.7672 +2025-06-27 10:57:10,475 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 3 days, 9:34:47, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0138, top5_acc: 0.0819, loss_cls: 10.9194, loss: 10.9194 +2025-06-27 10:57:56,123 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 3 days, 3:57:02, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0187, top5_acc: 0.0794, loss_cls: 10.7602, loss: 10.7602 +2025-06-27 10:58:41,747 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 3 days, 1:07:17, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0181, top5_acc: 0.0956, loss_cls: 10.6363, loss: 10.6363 +2025-06-27 10:59:27,374 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 2 days, 23:25:09, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0213, top5_acc: 0.1075, loss_cls: 10.5916, loss: 10.5916 +2025-06-27 11:00:13,023 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 2 days, 22:17:09, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0312, top5_acc: 0.1212, loss_cls: 10.4424, loss: 10.4424 +2025-06-27 11:00:58,698 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 2 days, 21:28:39, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0331, top5_acc: 0.1462, loss_cls: 10.3908, loss: 10.3908 +2025-06-27 11:01:44,372 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 2 days, 20:52:05, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0506, top5_acc: 0.1906, loss_cls: 10.1667, loss: 10.1667 +2025-06-27 11:02:29,992 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 2 days, 20:22:59, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0575, top5_acc: 0.2087, loss_cls: 10.0223, loss: 10.0223 +2025-06-27 11:03:15,658 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 2 days, 19:59:55, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0631, top5_acc: 0.2350, loss_cls: 9.8937, loss: 9.8937 +2025-06-27 11:04:01,312 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 2 days, 19:40:50, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0525, top5_acc: 0.2462, loss_cls: 9.7541, loss: 9.7541 +2025-06-27 11:04:46,953 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 2 days, 19:24:42, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0719, top5_acc: 0.2750, loss_cls: 9.6030, loss: 9.6030 +2025-06-27 11:05:32,600 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 2 days, 19:10:58, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0719, top5_acc: 0.2856, loss_cls: 9.5316, loss: 9.5316 +2025-06-27 11:06:18,226 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 2 days, 18:58:58, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.0813, top5_acc: 0.3256, loss_cls: 9.3077, loss: 9.3077 +2025-06-27 11:07:03,953 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 2 days, 18:49:02, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.0875, top5_acc: 0.3275, loss_cls: 9.2352, loss: 9.2352 +2025-06-27 11:07:49,607 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 2 days, 18:39:52, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1031, top5_acc: 0.3581, loss_cls: 9.1030, loss: 9.1030 +2025-06-27 11:08:35,243 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 2 days, 18:31:36, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1212, top5_acc: 0.3931, loss_cls: 8.9862, loss: 8.9862 +2025-06-27 11:09:20,912 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 2 days, 18:24:19, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1131, top5_acc: 0.4031, loss_cls: 8.9092, loss: 8.9092 +2025-06-27 11:10:06,584 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 2 days, 18:17:43, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1237, top5_acc: 0.4113, loss_cls: 8.8146, loss: 8.8146 +2025-06-27 11:10:52,210 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 2 days, 18:11:32, time: 0.456, data_time: 0.000, memory: 13267, top1_acc: 0.1412, top5_acc: 0.4394, loss_cls: 8.7432, loss: 8.7432 +2025-06-27 11:11:37,908 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 2 days, 18:06:09, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1263, top5_acc: 0.4450, loss_cls: 8.7970, loss: 8.7970 +2025-06-27 11:12:23,607 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 2 days, 18:01:11, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1537, top5_acc: 0.4631, loss_cls: 8.5847, loss: 8.5847 +2025-06-27 11:13:09,339 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 2 days, 17:56:42, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1437, top5_acc: 0.4619, loss_cls: 8.6091, loss: 8.6091 +2025-06-27 11:13:55,096 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 2 days, 17:52:37, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.1756, top5_acc: 0.5125, loss_cls: 8.4303, loss: 8.4303 +2025-06-27 11:14:40,868 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 2 days, 17:48:52, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.1613, top5_acc: 0.4913, loss_cls: 8.4753, loss: 8.4753 +2025-06-27 11:15:26,570 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 2 days, 17:45:06, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1550, top5_acc: 0.5131, loss_cls: 8.3721, loss: 8.3721 +2025-06-27 11:16:12,247 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 2 days, 17:41:29, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1775, top5_acc: 0.5112, loss_cls: 8.3587, loss: 8.3587 +2025-06-27 11:16:58,012 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 2 days, 17:38:20, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.1956, top5_acc: 0.5325, loss_cls: 8.2168, loss: 8.2168 +2025-06-27 11:17:43,754 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 2 days, 17:35:18, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.1881, top5_acc: 0.5487, loss_cls: 8.1640, loss: 8.1640 +2025-06-27 11:18:29,690 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 2 days, 17:32:56, time: 0.459, data_time: 0.000, memory: 13267, top1_acc: 0.2094, top5_acc: 0.5575, loss_cls: 8.0702, loss: 8.0702 +2025-06-27 11:19:15,656 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 2 days, 17:30:47, time: 0.460, data_time: 0.000, memory: 13267, top1_acc: 0.2162, top5_acc: 0.5550, loss_cls: 8.0956, loss: 8.0956 +2025-06-27 11:20:01,391 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 2 days, 17:28:05, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.2188, top5_acc: 0.5875, loss_cls: 8.0398, loss: 8.0398 +2025-06-27 11:20:47,153 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 2 days, 17:25:35, time: 0.458, data_time: 0.000, memory: 13267, top1_acc: 0.2412, top5_acc: 0.6212, loss_cls: 7.8586, loss: 7.8586 +2025-06-27 11:21:32,874 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 2 days, 17:23:05, time: 0.457, data_time: 0.000, memory: 13267, top1_acc: 0.2550, top5_acc: 0.6288, loss_cls: 7.7391, loss: 7.7391 +2025-06-27 11:21:35,584 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-06-27 11:25:51,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:25:52,220 - pyskl - INFO - +top1_acc 0.2432 +top5_acc 0.6327 +2025-06-27 11:25:53,334 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-06-27 11:25:53,335 - pyskl - INFO - Best top1_acc is 0.2432 at 1 epoch. +2025-06-27 11:25:53,364 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.2432, top5_acc: 0.6327 +2025-06-27 11:27:02,804 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 2 days, 18:12:15, time: 0.694, data_time: 0.234, memory: 13268, top1_acc: 0.2506, top5_acc: 0.6250, loss_cls: 7.7541, loss: 7.7541 +2025-06-27 11:27:49,103 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 2 days, 18:09:51, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.2856, top5_acc: 0.6594, loss_cls: 7.6549, loss: 7.6549 +2025-06-27 11:28:35,351 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 2 days, 18:07:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.2894, top5_acc: 0.6694, loss_cls: 7.5390, loss: 7.5390 +2025-06-27 11:29:21,499 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 2 days, 18:04:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2750, top5_acc: 0.6444, loss_cls: 7.6168, loss: 7.6168 +2025-06-27 11:30:07,603 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 2 days, 18:02:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.2869, top5_acc: 0.6706, loss_cls: 7.5543, loss: 7.5543 +2025-06-27 11:30:53,652 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 2 days, 17:59:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3144, top5_acc: 0.6925, loss_cls: 7.4034, loss: 7.4034 +2025-06-27 11:31:39,746 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 2 days, 17:57:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3031, top5_acc: 0.6969, loss_cls: 7.3019, loss: 7.3019 +2025-06-27 11:32:25,829 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 2 days, 17:54:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3137, top5_acc: 0.7087, loss_cls: 7.3251, loss: 7.3251 +2025-06-27 11:33:11,941 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 2 days, 17:52:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3350, top5_acc: 0.7169, loss_cls: 7.1129, loss: 7.1129 +2025-06-27 11:33:57,944 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 2 days, 17:50:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3294, top5_acc: 0.7075, loss_cls: 7.3259, loss: 7.3259 +2025-06-27 11:34:43,879 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 2 days, 17:47:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3281, top5_acc: 0.7119, loss_cls: 7.2713, loss: 7.2713 +2025-06-27 11:35:29,790 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 2 days, 17:45:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3694, top5_acc: 0.7388, loss_cls: 7.0887, loss: 7.0887 +2025-06-27 11:36:15,680 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 2 days, 17:43:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.3538, top5_acc: 0.7331, loss_cls: 7.1153, loss: 7.1153 +2025-06-27 11:37:01,792 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 2 days, 17:41:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3675, top5_acc: 0.7388, loss_cls: 6.9677, loss: 6.9677 +2025-06-27 11:37:47,894 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 2 days, 17:39:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3756, top5_acc: 0.7525, loss_cls: 7.0492, loss: 7.0492 +2025-06-27 11:38:34,102 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 2 days, 17:37:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.3800, top5_acc: 0.7500, loss_cls: 6.9114, loss: 6.9114 +2025-06-27 11:39:20,095 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 2 days, 17:35:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3706, top5_acc: 0.7794, loss_cls: 6.8087, loss: 6.8087 +2025-06-27 11:40:06,068 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 2 days, 17:33:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.3762, top5_acc: 0.7681, loss_cls: 6.9141, loss: 6.9141 +2025-06-27 11:40:52,194 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 2 days, 17:32:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3937, top5_acc: 0.7769, loss_cls: 6.7925, loss: 6.7925 +2025-06-27 11:41:38,353 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 2 days, 17:30:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.4006, top5_acc: 0.7631, loss_cls: 6.7374, loss: 6.7374 +2025-06-27 11:42:24,435 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 2 days, 17:28:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4194, top5_acc: 0.7894, loss_cls: 6.6632, loss: 6.6632 +2025-06-27 11:43:10,533 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 2 days, 17:27:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4031, top5_acc: 0.8006, loss_cls: 6.7146, loss: 6.7146 +2025-06-27 11:43:56,537 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 2 days, 17:25:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4244, top5_acc: 0.8081, loss_cls: 6.4892, loss: 6.4892 +2025-06-27 11:44:42,665 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 2 days, 17:24:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4025, top5_acc: 0.7719, loss_cls: 6.6962, loss: 6.6962 +2025-06-27 11:45:28,720 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 2 days, 17:22:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.3912, top5_acc: 0.7681, loss_cls: 6.7134, loss: 6.7134 +2025-06-27 11:46:14,745 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 2 days, 17:20:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4325, top5_acc: 0.7944, loss_cls: 6.5871, loss: 6.5871 +2025-06-27 11:47:00,754 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 2 days, 17:19:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4062, top5_acc: 0.7969, loss_cls: 6.5804, loss: 6.5804 +2025-06-27 11:47:46,768 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 2 days, 17:17:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4294, top5_acc: 0.7950, loss_cls: 6.5732, loss: 6.5732 +2025-06-27 11:48:32,883 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 2 days, 17:16:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4425, top5_acc: 0.8013, loss_cls: 6.5587, loss: 6.5587 +2025-06-27 11:49:18,966 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 2 days, 17:14:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4544, top5_acc: 0.8094, loss_cls: 6.3981, loss: 6.3981 +2025-06-27 11:50:04,963 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 2 days, 17:13:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.4394, top5_acc: 0.7837, loss_cls: 6.6152, loss: 6.6152 +2025-06-27 11:50:51,049 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 2 days, 17:11:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4688, top5_acc: 0.8163, loss_cls: 6.3622, loss: 6.3622 +2025-06-27 11:51:37,170 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 2 days, 17:10:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4894, top5_acc: 0.8300, loss_cls: 6.2191, loss: 6.2191 +2025-06-27 11:52:23,266 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 2 days, 17:09:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.4800, top5_acc: 0.8213, loss_cls: 6.1952, loss: 6.1952 +2025-06-27 11:52:25,926 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-06-27 11:56:41,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 11:56:42,225 - pyskl - INFO - +top1_acc 0.4867 +top5_acc 0.8185 +2025-06-27 11:56:42,281 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_1.pth was removed +2025-06-27 11:56:43,522 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-06-27 11:56:43,523 - pyskl - INFO - Best top1_acc is 0.4867 at 2 epoch. +2025-06-27 11:56:43,548 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4867, top5_acc: 0.8185 +2025-06-27 11:57:52,311 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 2 days, 17:32:36, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.4763, top5_acc: 0.8256, loss_cls: 6.1302, loss: 6.1302 +2025-06-27 11:58:37,963 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 2 days, 17:30:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4988, top5_acc: 0.8263, loss_cls: 6.2369, loss: 6.2369 +2025-06-27 11:59:23,692 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 2 days, 17:28:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5012, top5_acc: 0.8431, loss_cls: 6.1308, loss: 6.1308 +2025-06-27 12:00:09,409 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 2 days, 17:26:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4906, top5_acc: 0.8363, loss_cls: 6.2214, loss: 6.2214 +2025-06-27 12:00:55,101 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 2 days, 17:24:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4900, top5_acc: 0.8325, loss_cls: 6.0922, loss: 6.0922 +2025-06-27 12:01:40,829 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 2 days, 17:22:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4844, top5_acc: 0.8319, loss_cls: 6.0600, loss: 6.0600 +2025-06-27 12:02:26,516 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 2 days, 17:20:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.4869, top5_acc: 0.8450, loss_cls: 6.0704, loss: 6.0704 +2025-06-27 12:03:12,302 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 2 days, 17:18:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5169, top5_acc: 0.8456, loss_cls: 6.0033, loss: 6.0033 +2025-06-27 12:03:58,089 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 2 days, 17:16:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5219, top5_acc: 0.8475, loss_cls: 6.0858, loss: 6.0858 +2025-06-27 12:04:43,910 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 2 days, 17:14:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5081, top5_acc: 0.8469, loss_cls: 5.9999, loss: 5.9999 +2025-06-27 12:05:29,645 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 2 days, 17:13:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5012, top5_acc: 0.8319, loss_cls: 6.0404, loss: 6.0404 +2025-06-27 12:06:15,382 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 2 days, 17:11:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5094, top5_acc: 0.8538, loss_cls: 5.9646, loss: 5.9646 +2025-06-27 12:07:01,116 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 2 days, 17:09:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5400, top5_acc: 0.8575, loss_cls: 5.8584, loss: 5.8584 +2025-06-27 12:07:46,793 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 2 days, 17:07:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5250, top5_acc: 0.8562, loss_cls: 5.8918, loss: 5.8918 +2025-06-27 12:08:32,515 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 2 days, 17:06:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8556, loss_cls: 5.8640, loss: 5.8640 +2025-06-27 12:09:18,230 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 2 days, 17:04:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5206, top5_acc: 0.8469, loss_cls: 5.9392, loss: 5.9392 +2025-06-27 12:10:03,998 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 2 days, 17:02:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5613, top5_acc: 0.8662, loss_cls: 5.8057, loss: 5.8057 +2025-06-27 12:10:49,782 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 2 days, 17:01:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8606, loss_cls: 5.8312, loss: 5.8312 +2025-06-27 12:11:35,504 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 2 days, 16:59:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5144, top5_acc: 0.8625, loss_cls: 5.9947, loss: 5.9947 +2025-06-27 12:12:21,265 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 2 days, 16:57:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5375, top5_acc: 0.8662, loss_cls: 5.7472, loss: 5.7472 +2025-06-27 12:13:06,984 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 2 days, 16:56:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5556, top5_acc: 0.8638, loss_cls: 5.8244, loss: 5.8244 +2025-06-27 12:13:52,789 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 2 days, 16:54:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5906, top5_acc: 0.8738, loss_cls: 5.5947, loss: 5.5947 +2025-06-27 12:14:38,561 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 2 days, 16:53:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8606, loss_cls: 5.8088, loss: 5.8088 +2025-06-27 12:15:24,329 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 2 days, 16:51:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5400, top5_acc: 0.8675, loss_cls: 5.7622, loss: 5.7622 +2025-06-27 12:16:10,150 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 2 days, 16:50:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5563, top5_acc: 0.8762, loss_cls: 5.6620, loss: 5.6620 +2025-06-27 12:16:56,197 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 2 days, 16:49:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5763, top5_acc: 0.8656, loss_cls: 5.6013, loss: 5.6013 +2025-06-27 12:17:42,130 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 2 days, 16:47:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5450, top5_acc: 0.8650, loss_cls: 5.7111, loss: 5.7111 +2025-06-27 12:18:27,933 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 2 days, 16:46:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5394, top5_acc: 0.8706, loss_cls: 5.7287, loss: 5.7287 +2025-06-27 12:19:13,627 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 2 days, 16:44:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5619, top5_acc: 0.8681, loss_cls: 5.6215, loss: 5.6215 +2025-06-27 12:19:59,417 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 2 days, 16:43:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5525, top5_acc: 0.8750, loss_cls: 5.6194, loss: 5.6194 +2025-06-27 12:20:45,319 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 2 days, 16:42:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5656, top5_acc: 0.8731, loss_cls: 5.6273, loss: 5.6273 +2025-06-27 12:21:31,383 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 2 days, 16:41:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5569, top5_acc: 0.8788, loss_cls: 5.6156, loss: 5.6156 +2025-06-27 12:22:17,439 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 2 days, 16:39:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.5531, top5_acc: 0.8638, loss_cls: 5.8092, loss: 5.8092 +2025-06-27 12:23:03,317 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 2 days, 16:38:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5544, top5_acc: 0.8588, loss_cls: 5.8262, loss: 5.8262 +2025-06-27 12:23:06,229 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-06-27 12:27:19,860 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:27:20,410 - pyskl - INFO - +top1_acc 0.5716 +top5_acc 0.8796 +2025-06-27 12:27:20,464 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_2.pth was removed +2025-06-27 12:27:21,526 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-06-27 12:27:21,527 - pyskl - INFO - Best top1_acc is 0.5716 at 3 epoch. +2025-06-27 12:27:21,555 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5716, top5_acc: 0.8796 +2025-06-27 12:28:30,873 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 2 days, 16:54:27, time: 0.693, data_time: 0.229, memory: 13268, top1_acc: 0.5600, top5_acc: 0.8694, loss_cls: 5.6143, loss: 5.6143 +2025-06-27 12:29:16,678 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 2 days, 16:52:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5681, top5_acc: 0.8762, loss_cls: 5.6604, loss: 5.6604 +2025-06-27 12:30:02,513 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 2 days, 16:51:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8819, loss_cls: 5.4960, loss: 5.4960 +2025-06-27 12:30:48,489 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 2 days, 16:50:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.5631, top5_acc: 0.8612, loss_cls: 5.6494, loss: 5.6494 +2025-06-27 12:31:34,237 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 2 days, 16:48:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5719, top5_acc: 0.8788, loss_cls: 5.6146, loss: 5.6146 +2025-06-27 12:32:19,969 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 2 days, 16:47:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8794, loss_cls: 5.6055, loss: 5.6055 +2025-06-27 12:33:05,768 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 2 days, 16:45:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5656, top5_acc: 0.8869, loss_cls: 5.5855, loss: 5.5855 +2025-06-27 12:33:51,654 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 2 days, 16:44:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5919, top5_acc: 0.8850, loss_cls: 5.4994, loss: 5.4994 +2025-06-27 12:34:37,394 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 2 days, 16:42:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5831, top5_acc: 0.8744, loss_cls: 5.3881, loss: 5.3881 +2025-06-27 12:35:23,094 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 2 days, 16:41:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5850, top5_acc: 0.8819, loss_cls: 5.4749, loss: 5.4749 +2025-06-27 12:36:08,823 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 2 days, 16:40:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6294, top5_acc: 0.8975, loss_cls: 5.3238, loss: 5.3238 +2025-06-27 12:36:54,552 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 2 days, 16:38:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8875, loss_cls: 5.4689, loss: 5.4689 +2025-06-27 12:37:40,297 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 2 days, 16:37:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.5594, top5_acc: 0.8856, loss_cls: 5.5070, loss: 5.5070 +2025-06-27 12:38:26,058 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 2 days, 16:35:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5931, top5_acc: 0.8856, loss_cls: 5.4532, loss: 5.4532 +2025-06-27 12:39:11,877 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 2 days, 16:34:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5731, top5_acc: 0.8950, loss_cls: 5.5175, loss: 5.5175 +2025-06-27 12:39:57,643 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 2 days, 16:33:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.9000, loss_cls: 5.4040, loss: 5.4040 +2025-06-27 12:40:43,494 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 2 days, 16:31:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.5975, top5_acc: 0.8894, loss_cls: 5.4492, loss: 5.4492 +2025-06-27 12:41:29,276 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 2 days, 16:30:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8856, loss_cls: 5.3948, loss: 5.3948 +2025-06-27 12:42:15,093 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 2 days, 16:29:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5900, top5_acc: 0.8888, loss_cls: 5.4210, loss: 5.4210 +2025-06-27 12:43:00,910 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 2 days, 16:28:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.5962, top5_acc: 0.8994, loss_cls: 5.3584, loss: 5.3584 +2025-06-27 12:43:46,784 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 2 days, 16:26:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6025, top5_acc: 0.8850, loss_cls: 5.4139, loss: 5.4139 +2025-06-27 12:44:32,615 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 2 days, 16:25:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6175, top5_acc: 0.8956, loss_cls: 5.2786, loss: 5.2786 +2025-06-27 12:45:18,453 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 2 days, 16:24:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6138, top5_acc: 0.8969, loss_cls: 5.2549, loss: 5.2549 +2025-06-27 12:46:04,398 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 2 days, 16:23:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6406, top5_acc: 0.9019, loss_cls: 5.2148, loss: 5.2148 +2025-06-27 12:46:50,349 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 2 days, 16:21:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6094, top5_acc: 0.8938, loss_cls: 5.1999, loss: 5.1999 +2025-06-27 12:47:36,217 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 2 days, 16:20:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.9087, loss_cls: 5.3605, loss: 5.3605 +2025-06-27 12:48:22,076 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 2 days, 16:19:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.8900, loss_cls: 5.2493, loss: 5.2493 +2025-06-27 12:49:07,909 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 2 days, 16:18:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6181, top5_acc: 0.8969, loss_cls: 5.2279, loss: 5.2279 +2025-06-27 12:49:53,766 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 2 days, 16:17:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6100, top5_acc: 0.8931, loss_cls: 5.2548, loss: 5.2548 +2025-06-27 12:50:39,909 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 2 days, 16:16:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6194, top5_acc: 0.8906, loss_cls: 5.2168, loss: 5.2168 +2025-06-27 12:51:26,239 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 2 days, 16:15:16, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.6375, top5_acc: 0.9025, loss_cls: 5.2271, loss: 5.2271 +2025-06-27 12:52:12,416 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 2 days, 16:14:17, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6144, top5_acc: 0.9019, loss_cls: 5.2961, loss: 5.2961 +2025-06-27 12:52:58,590 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 2 days, 16:13:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6188, top5_acc: 0.8944, loss_cls: 5.2350, loss: 5.2350 +2025-06-27 12:53:44,612 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 2 days, 16:12:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6169, top5_acc: 0.8994, loss_cls: 5.3049, loss: 5.3049 +2025-06-27 12:53:47,269 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-06-27 12:58:02,179 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 12:58:02,720 - pyskl - INFO - +top1_acc 0.5834 +top5_acc 0.8819 +2025-06-27 12:58:02,772 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_3.pth was removed +2025-06-27 12:58:03,787 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-06-27 12:58:03,788 - pyskl - INFO - Best top1_acc is 0.5834 at 4 epoch. +2025-06-27 12:58:03,807 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5834, top5_acc: 0.8819 +2025-06-27 12:59:12,638 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 2 days, 16:23:31, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.6212, top5_acc: 0.9056, loss_cls: 5.1792, loss: 5.1792 +2025-06-27 12:59:58,598 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 2 days, 16:22:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6344, top5_acc: 0.9025, loss_cls: 5.1251, loss: 5.1251 +2025-06-27 13:00:44,498 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 2 days, 16:21:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6112, top5_acc: 0.9031, loss_cls: 5.2567, loss: 5.2567 +2025-06-27 13:01:30,380 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 2 days, 16:19:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6262, top5_acc: 0.9038, loss_cls: 5.1707, loss: 5.1707 +2025-06-27 13:02:16,180 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 2 days, 16:18:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9056, loss_cls: 5.0310, loss: 5.0310 +2025-06-27 13:03:01,969 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 2 days, 16:17:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6338, top5_acc: 0.8969, loss_cls: 5.0939, loss: 5.0939 +2025-06-27 13:03:47,783 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 2 days, 16:16:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.9031, loss_cls: 5.2145, loss: 5.2145 +2025-06-27 13:04:33,588 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 2 days, 16:14:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6225, top5_acc: 0.9075, loss_cls: 5.1517, loss: 5.1517 +2025-06-27 13:05:19,415 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 2 days, 16:13:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6394, top5_acc: 0.8962, loss_cls: 5.1095, loss: 5.1095 +2025-06-27 13:06:05,209 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 2 days, 16:12:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9094, loss_cls: 5.1151, loss: 5.1151 +2025-06-27 13:06:50,996 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 2 days, 16:11:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9100, loss_cls: 5.0905, loss: 5.0905 +2025-06-27 13:07:36,767 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 2 days, 16:10:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6206, top5_acc: 0.9169, loss_cls: 5.1234, loss: 5.1234 +2025-06-27 13:08:22,566 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 2 days, 16:08:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6256, top5_acc: 0.9031, loss_cls: 5.0647, loss: 5.0647 +2025-06-27 13:09:08,374 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 2 days, 16:07:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9106, loss_cls: 5.0864, loss: 5.0864 +2025-06-27 13:09:54,177 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 2 days, 16:06:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6319, top5_acc: 0.9106, loss_cls: 5.1302, loss: 5.1302 +2025-06-27 13:10:40,009 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 2 days, 16:05:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6538, top5_acc: 0.9094, loss_cls: 5.0522, loss: 5.0522 +2025-06-27 13:11:25,820 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 2 days, 16:04:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9144, loss_cls: 5.0705, loss: 5.0705 +2025-06-27 13:12:11,551 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 2 days, 16:02:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6400, top5_acc: 0.9050, loss_cls: 5.0824, loss: 5.0824 +2025-06-27 13:12:57,273 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 2 days, 16:01:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6362, top5_acc: 0.9025, loss_cls: 5.1495, loss: 5.1495 +2025-06-27 13:13:43,042 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 2 days, 16:00:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6281, top5_acc: 0.8994, loss_cls: 5.1453, loss: 5.1453 +2025-06-27 13:14:28,786 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 2 days, 15:59:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9144, loss_cls: 4.9106, loss: 4.9106 +2025-06-27 13:15:14,558 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 2 days, 15:58:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6462, top5_acc: 0.9081, loss_cls: 5.0820, loss: 5.0820 +2025-06-27 13:16:00,340 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 2 days, 15:56:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6475, top5_acc: 0.9181, loss_cls: 4.9609, loss: 4.9609 +2025-06-27 13:16:46,043 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 2 days, 15:55:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6512, top5_acc: 0.9131, loss_cls: 5.0483, loss: 5.0483 +2025-06-27 13:17:31,778 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 2 days, 15:54:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9031, loss_cls: 4.9696, loss: 4.9696 +2025-06-27 13:18:17,524 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 2 days, 15:53:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6412, top5_acc: 0.9181, loss_cls: 4.9827, loss: 4.9827 +2025-06-27 13:19:03,190 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 2 days, 15:52:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6525, top5_acc: 0.9125, loss_cls: 4.9462, loss: 4.9462 +2025-06-27 13:19:49,112 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 2 days, 15:51:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9056, loss_cls: 5.1088, loss: 5.1088 +2025-06-27 13:20:35,035 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 2 days, 15:50:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6325, top5_acc: 0.9137, loss_cls: 4.9977, loss: 4.9977 +2025-06-27 13:21:20,938 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 2 days, 15:48:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6419, top5_acc: 0.9094, loss_cls: 4.9718, loss: 4.9718 +2025-06-27 13:22:06,637 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 2 days, 15:47:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9181, loss_cls: 4.9504, loss: 4.9504 +2025-06-27 13:22:52,428 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 2 days, 15:46:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6381, top5_acc: 0.9137, loss_cls: 5.0330, loss: 5.0330 +2025-06-27 13:23:38,116 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 2 days, 15:45:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.6550, top5_acc: 0.9144, loss_cls: 4.9268, loss: 4.9268 +2025-06-27 13:24:23,760 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 2 days, 15:44:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.6356, top5_acc: 0.9175, loss_cls: 4.7909, loss: 4.7909 +2025-06-27 13:24:26,323 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-06-27 13:43:05,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 13:43:05,924 - pyskl - INFO - +top1_acc 0.6081 +top5_acc 0.8936 +2025-06-27 13:43:05,975 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_4.pth was removed +2025-06-27 13:43:07,007 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-06-27 13:43:07,009 - pyskl - INFO - Best top1_acc is 0.6081 at 5 epoch. +2025-06-27 13:43:07,031 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6081, top5_acc: 0.8936 +2025-06-27 13:44:15,846 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 2 days, 15:53:08, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9263, loss_cls: 4.8507, loss: 4.8507 +2025-06-27 13:45:01,837 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 2 days, 15:52:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6456, top5_acc: 0.9113, loss_cls: 5.0644, loss: 5.0644 +2025-06-27 13:45:47,843 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 2 days, 15:51:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6544, top5_acc: 0.9131, loss_cls: 4.9011, loss: 4.9011 +2025-06-27 13:46:33,821 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 2 days, 15:49:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6481, top5_acc: 0.9256, loss_cls: 4.8310, loss: 4.8310 +2025-06-27 13:47:19,827 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 2 days, 15:48:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6913, top5_acc: 0.9281, loss_cls: 4.7366, loss: 4.7366 +2025-06-27 13:48:05,856 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 2 days, 15:47:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9400, loss_cls: 4.7488, loss: 4.7488 +2025-06-27 13:48:51,823 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 2 days, 15:46:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9250, loss_cls: 4.7616, loss: 4.7616 +2025-06-27 13:49:37,845 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 2 days, 15:45:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9331, loss_cls: 4.7624, loss: 4.7624 +2025-06-27 13:50:23,869 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 2 days, 15:44:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6619, top5_acc: 0.9062, loss_cls: 4.9514, loss: 4.9514 +2025-06-27 13:51:09,900 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 2 days, 15:43:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6713, top5_acc: 0.9300, loss_cls: 4.7606, loss: 4.7606 +2025-06-27 13:51:55,838 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 2 days, 15:42:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6787, top5_acc: 0.9300, loss_cls: 4.8225, loss: 4.8225 +2025-06-27 13:52:41,881 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 2 days, 15:41:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6569, top5_acc: 0.9231, loss_cls: 4.9348, loss: 4.9348 +2025-06-27 13:53:27,849 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 2 days, 15:40:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9069, loss_cls: 4.9195, loss: 4.9195 +2025-06-27 13:54:13,881 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 2 days, 15:39:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9281, loss_cls: 4.8610, loss: 4.8610 +2025-06-27 13:54:59,899 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 2 days, 15:38:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9275, loss_cls: 4.8184, loss: 4.8184 +2025-06-27 13:55:45,920 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 2 days, 15:37:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6669, top5_acc: 0.9087, loss_cls: 4.9153, loss: 4.9153 +2025-06-27 13:56:31,906 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 2 days, 15:36:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9100, loss_cls: 4.9729, loss: 4.9729 +2025-06-27 13:57:17,855 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 2 days, 15:35:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6575, top5_acc: 0.9200, loss_cls: 4.8175, loss: 4.8175 +2025-06-27 13:58:03,869 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 2 days, 15:34:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9306, loss_cls: 4.8157, loss: 4.8157 +2025-06-27 13:58:49,872 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 2 days, 15:33:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6425, top5_acc: 0.9225, loss_cls: 4.9063, loss: 4.9063 +2025-06-27 13:59:35,895 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 2 days, 15:32:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6488, top5_acc: 0.9156, loss_cls: 4.8643, loss: 4.8643 +2025-06-27 14:00:21,898 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 2 days, 15:31:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6819, top5_acc: 0.9225, loss_cls: 4.7213, loss: 4.7213 +2025-06-27 14:01:07,870 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 2 days, 15:30:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6681, top5_acc: 0.9156, loss_cls: 4.8641, loss: 4.8641 +2025-06-27 14:01:53,838 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 2 days, 15:29:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6750, top5_acc: 0.9213, loss_cls: 4.8500, loss: 4.8500 +2025-06-27 14:02:39,823 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 2 days, 15:28:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6781, top5_acc: 0.9219, loss_cls: 4.7717, loss: 4.7717 +2025-06-27 14:03:25,801 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 2 days, 15:27:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6581, top5_acc: 0.9287, loss_cls: 4.7381, loss: 4.7381 +2025-06-27 14:04:11,749 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 2 days, 15:26:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6613, top5_acc: 0.9087, loss_cls: 4.7965, loss: 4.7965 +2025-06-27 14:04:57,795 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 2 days, 15:25:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6800, top5_acc: 0.9319, loss_cls: 4.7827, loss: 4.7827 +2025-06-27 14:05:43,774 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 2 days, 15:24:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9256, loss_cls: 4.7024, loss: 4.7024 +2025-06-27 14:06:29,719 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 2 days, 15:23:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9413, loss_cls: 4.5774, loss: 4.5774 +2025-06-27 14:07:15,675 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 2 days, 15:22:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9294, loss_cls: 4.7468, loss: 4.7468 +2025-06-27 14:08:01,658 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 2 days, 15:21:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9256, loss_cls: 4.7645, loss: 4.7645 +2025-06-27 14:08:47,688 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 2 days, 15:20:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6656, top5_acc: 0.9144, loss_cls: 4.8539, loss: 4.8539 +2025-06-27 14:09:33,577 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 2 days, 15:19:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9337, loss_cls: 4.7996, loss: 4.7996 +2025-06-27 14:09:36,271 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-06-27 14:13:48,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:13:49,336 - pyskl - INFO - +top1_acc 0.6298 +top5_acc 0.9051 +2025-06-27 14:13:49,388 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_5.pth was removed +2025-06-27 14:13:50,436 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-06-27 14:13:50,437 - pyskl - INFO - Best top1_acc is 0.6298 at 6 epoch. +2025-06-27 14:13:50,458 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6298, top5_acc: 0.9051 +2025-06-27 14:14:59,277 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 2 days, 15:26:43, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.6850, top5_acc: 0.9319, loss_cls: 4.7159, loss: 4.7159 +2025-06-27 14:15:45,200 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 2 days, 15:25:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6700, top5_acc: 0.9250, loss_cls: 4.6224, loss: 4.6224 +2025-06-27 14:16:31,177 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 2 days, 15:24:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9269, loss_cls: 4.6446, loss: 4.6446 +2025-06-27 14:17:17,190 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 2 days, 15:23:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9344, loss_cls: 4.7469, loss: 4.7469 +2025-06-27 14:18:03,151 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 2 days, 15:22:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9281, loss_cls: 4.6642, loss: 4.6642 +2025-06-27 14:18:49,123 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 2 days, 15:21:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6981, top5_acc: 0.9356, loss_cls: 4.4982, loss: 4.4982 +2025-06-27 14:19:35,136 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 2 days, 15:20:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6775, top5_acc: 0.9331, loss_cls: 4.7235, loss: 4.7235 +2025-06-27 14:20:21,075 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 2 days, 15:19:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6813, top5_acc: 0.9244, loss_cls: 4.7843, loss: 4.7843 +2025-06-27 14:21:06,993 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 2 days, 15:18:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9325, loss_cls: 4.5704, loss: 4.5704 +2025-06-27 14:21:52,970 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 2 days, 15:17:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9363, loss_cls: 4.5640, loss: 4.5640 +2025-06-27 14:22:38,882 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 2 days, 15:16:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9313, loss_cls: 4.6490, loss: 4.6490 +2025-06-27 14:23:24,786 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 2 days, 15:15:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9269, loss_cls: 4.6318, loss: 4.6318 +2025-06-27 14:24:10,729 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 2 days, 15:14:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6731, top5_acc: 0.9169, loss_cls: 4.7660, loss: 4.7660 +2025-06-27 14:24:56,755 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 2 days, 15:13:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9294, loss_cls: 4.5820, loss: 4.5820 +2025-06-27 14:25:42,661 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 2 days, 15:12:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9344, loss_cls: 4.5729, loss: 4.5729 +2025-06-27 14:26:28,550 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 2 days, 15:11:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9363, loss_cls: 4.6035, loss: 4.6035 +2025-06-27 14:27:14,514 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 2 days, 15:10:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9363, loss_cls: 4.5575, loss: 4.5575 +2025-06-27 14:28:00,492 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 2 days, 15:09:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9256, loss_cls: 4.5926, loss: 4.5926 +2025-06-27 14:28:46,452 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 2 days, 15:08:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6919, top5_acc: 0.9387, loss_cls: 4.6687, loss: 4.6687 +2025-06-27 14:29:32,393 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 2 days, 15:07:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6644, top5_acc: 0.9375, loss_cls: 4.7378, loss: 4.7378 +2025-06-27 14:30:18,352 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 2 days, 15:06:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7019, top5_acc: 0.9244, loss_cls: 4.6266, loss: 4.6266 +2025-06-27 14:31:04,238 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 2 days, 15:05:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7081, top5_acc: 0.9350, loss_cls: 4.6141, loss: 4.6141 +2025-06-27 14:31:50,200 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 2 days, 15:04:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6844, top5_acc: 0.9281, loss_cls: 4.7779, loss: 4.7779 +2025-06-27 14:32:36,214 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 2 days, 15:03:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9250, loss_cls: 4.6267, loss: 4.6267 +2025-06-27 14:33:22,224 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 2 days, 15:02:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6756, top5_acc: 0.9250, loss_cls: 4.6545, loss: 4.6545 +2025-06-27 14:34:08,240 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 2 days, 15:01:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6794, top5_acc: 0.9213, loss_cls: 4.7718, loss: 4.7718 +2025-06-27 14:34:54,293 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 2 days, 15:00:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6950, top5_acc: 0.9344, loss_cls: 4.6297, loss: 4.6297 +2025-06-27 14:35:40,565 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 2 days, 14:59:54, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9325, loss_cls: 4.5434, loss: 4.5434 +2025-06-27 14:36:26,570 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 2 days, 14:58:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6675, top5_acc: 0.9187, loss_cls: 4.7126, loss: 4.7126 +2025-06-27 14:37:12,675 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 2 days, 14:58:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7037, top5_acc: 0.9325, loss_cls: 4.5652, loss: 4.5652 +2025-06-27 14:37:58,868 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 2 days, 14:57:09, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9306, loss_cls: 4.5810, loss: 4.5810 +2025-06-27 14:38:44,905 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 2 days, 14:56:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6881, top5_acc: 0.9294, loss_cls: 4.6988, loss: 4.6988 +2025-06-27 14:39:31,052 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 2 days, 14:55:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6856, top5_acc: 0.9294, loss_cls: 4.7345, loss: 4.7345 +2025-06-27 14:40:17,030 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 2 days, 14:54:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 4.5927, loss: 4.5927 +2025-06-27 14:40:19,697 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-06-27 14:44:32,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 14:44:32,988 - pyskl - INFO - +top1_acc 0.6623 +top5_acc 0.9187 +2025-06-27 14:44:33,044 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_6.pth was removed +2025-06-27 14:44:34,133 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-06-27 14:44:34,135 - pyskl - INFO - Best top1_acc is 0.6623 at 7 epoch. +2025-06-27 14:44:34,159 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6623, top5_acc: 0.9187 +2025-06-27 14:45:43,326 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 2 days, 15:00:26, time: 0.692, data_time: 0.230, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9387, loss_cls: 4.5662, loss: 4.5662 +2025-06-27 14:46:29,289 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 2 days, 14:59:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6837, top5_acc: 0.9344, loss_cls: 4.5814, loss: 4.5814 +2025-06-27 14:47:15,159 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 2 days, 14:58:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9344, loss_cls: 4.5361, loss: 4.5361 +2025-06-27 14:48:01,021 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 2 days, 14:57:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9387, loss_cls: 4.2993, loss: 4.2993 +2025-06-27 14:48:46,864 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 2 days, 14:56:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9363, loss_cls: 4.5617, loss: 4.5617 +2025-06-27 14:49:32,674 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 2 days, 14:55:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9419, loss_cls: 4.5420, loss: 4.5420 +2025-06-27 14:50:18,564 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 2 days, 14:54:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9369, loss_cls: 4.4252, loss: 4.4252 +2025-06-27 14:51:04,366 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 2 days, 14:53:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9344, loss_cls: 4.5793, loss: 4.5793 +2025-06-27 14:51:50,156 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 2 days, 14:52:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 4.6016, loss: 4.6016 +2025-06-27 14:52:36,222 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 2 days, 14:51:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9331, loss_cls: 4.4781, loss: 4.4781 +2025-06-27 14:53:22,089 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 2 days, 14:50:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6987, top5_acc: 0.9387, loss_cls: 4.5287, loss: 4.5287 +2025-06-27 14:54:07,936 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 2 days, 14:49:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7100, top5_acc: 0.9300, loss_cls: 4.5576, loss: 4.5576 +2025-06-27 14:54:53,797 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 2 days, 14:48:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9281, loss_cls: 4.6816, loss: 4.6816 +2025-06-27 14:55:39,622 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 2 days, 14:47:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6906, top5_acc: 0.9325, loss_cls: 4.5379, loss: 4.5379 +2025-06-27 14:56:25,434 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 2 days, 14:46:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6900, top5_acc: 0.9219, loss_cls: 4.5978, loss: 4.5978 +2025-06-27 14:57:11,317 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 2 days, 14:45:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7031, top5_acc: 0.9425, loss_cls: 4.5236, loss: 4.5236 +2025-06-27 14:57:57,154 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 2 days, 14:44:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9344, loss_cls: 4.5541, loss: 4.5541 +2025-06-27 14:58:42,993 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 2 days, 14:43:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9437, loss_cls: 4.4752, loss: 4.4752 +2025-06-27 14:59:28,835 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 2 days, 14:42:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9281, loss_cls: 4.5257, loss: 4.5257 +2025-06-27 15:00:14,664 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 2 days, 14:41:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9319, loss_cls: 4.5664, loss: 4.5664 +2025-06-27 15:01:00,641 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 2 days, 14:40:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9363, loss_cls: 4.5551, loss: 4.5551 +2025-06-27 15:01:46,795 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 2 days, 14:39:28, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9275, loss_cls: 4.6158, loss: 4.6158 +2025-06-27 15:02:32,817 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 2 days, 14:38:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6925, top5_acc: 0.9344, loss_cls: 4.5768, loss: 4.5768 +2025-06-27 15:03:19,022 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 2 days, 14:37:39, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9313, loss_cls: 4.6541, loss: 4.6541 +2025-06-27 15:04:05,049 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 2 days, 14:36:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9363, loss_cls: 4.5331, loss: 4.5331 +2025-06-27 15:04:51,039 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 2 days, 14:35:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9344, loss_cls: 4.4788, loss: 4.4788 +2025-06-27 15:05:36,944 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 2 days, 14:34:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 4.4339, loss: 4.4339 +2025-06-27 15:06:22,884 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 2 days, 14:33:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 4.5179, loss: 4.5179 +2025-06-27 15:07:09,059 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 2 days, 14:32:59, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7006, top5_acc: 0.9406, loss_cls: 4.4248, loss: 4.4248 +2025-06-27 15:07:55,062 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 2 days, 14:32:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9337, loss_cls: 4.4019, loss: 4.4019 +2025-06-27 15:08:41,209 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 2 days, 14:31:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9444, loss_cls: 4.5724, loss: 4.5724 +2025-06-27 15:09:27,135 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 2 days, 14:30:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7044, top5_acc: 0.9381, loss_cls: 4.4556, loss: 4.4556 +2025-06-27 15:10:13,383 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 2 days, 14:29:21, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.6875, top5_acc: 0.9306, loss_cls: 4.5640, loss: 4.5640 +2025-06-27 15:10:59,608 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 2 days, 14:28:29, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9350, loss_cls: 4.5228, loss: 4.5228 +2025-06-27 15:11:02,339 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-06-27 15:15:14,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:15:14,989 - pyskl - INFO - +top1_acc 0.6150 +top5_acc 0.8866 +2025-06-27 15:15:15,012 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6150, top5_acc: 0.8866 +2025-06-27 15:16:23,845 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 2 days, 14:33:34, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 4.4041, loss: 4.4041 +2025-06-27 15:17:09,807 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 2 days, 14:32:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9375, loss_cls: 4.4462, loss: 4.4462 +2025-06-27 15:17:55,815 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 2 days, 14:31:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9406, loss_cls: 4.4453, loss: 4.4453 +2025-06-27 15:18:41,936 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 2 days, 14:30:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7125, top5_acc: 0.9431, loss_cls: 4.4050, loss: 4.4050 +2025-06-27 15:19:28,253 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 2 days, 14:29:54, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9463, loss_cls: 4.4783, loss: 4.4783 +2025-06-27 15:20:14,387 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 2 days, 14:28:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 4.2124, loss: 4.2124 +2025-06-27 15:21:00,369 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 2 days, 14:28:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6763, top5_acc: 0.9294, loss_cls: 4.5958, loss: 4.5958 +2025-06-27 15:21:46,331 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 2 days, 14:27:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 4.3858, loss: 4.3858 +2025-06-27 15:22:32,318 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 2 days, 14:26:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.6937, top5_acc: 0.9281, loss_cls: 4.5274, loss: 4.5274 +2025-06-27 15:23:18,347 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 2 days, 14:25:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 4.3799, loss: 4.3799 +2025-06-27 15:24:04,438 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 2 days, 14:24:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6963, top5_acc: 0.9381, loss_cls: 4.4862, loss: 4.4862 +2025-06-27 15:24:50,451 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 2 days, 14:23:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9281, loss_cls: 4.4216, loss: 4.4216 +2025-06-27 15:25:36,439 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 2 days, 14:22:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9344, loss_cls: 4.4572, loss: 4.4572 +2025-06-27 15:26:22,419 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 2 days, 14:21:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 4.4542, loss: 4.4542 +2025-06-27 15:27:08,394 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 2 days, 14:20:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9406, loss_cls: 4.4426, loss: 4.4426 +2025-06-27 15:27:54,366 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 2 days, 14:19:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9269, loss_cls: 4.4302, loss: 4.4302 +2025-06-27 15:28:40,372 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 2 days, 14:18:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 4.5058, loss: 4.5058 +2025-06-27 15:29:26,363 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 2 days, 14:17:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7069, top5_acc: 0.9337, loss_cls: 4.4770, loss: 4.4770 +2025-06-27 15:30:12,408 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 2 days, 14:16:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9400, loss_cls: 4.3521, loss: 4.3521 +2025-06-27 15:30:58,432 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 2 days, 14:15:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9300, loss_cls: 4.4544, loss: 4.4544 +2025-06-27 15:31:44,492 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 2 days, 14:14:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9437, loss_cls: 4.2958, loss: 4.2958 +2025-06-27 15:32:30,591 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 2 days, 14:14:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7050, top5_acc: 0.9287, loss_cls: 4.5521, loss: 4.5521 +2025-06-27 15:33:16,826 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 2 days, 14:13:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 4.3534, loss: 4.3534 +2025-06-27 15:34:02,923 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 2 days, 14:12:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 4.3458, loss: 4.3458 +2025-06-27 15:34:49,011 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 2 days, 14:11:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7025, top5_acc: 0.9356, loss_cls: 4.4849, loss: 4.4849 +2025-06-27 15:35:35,045 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 2 days, 14:10:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9431, loss_cls: 4.4472, loss: 4.4472 +2025-06-27 15:36:21,303 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 2 days, 14:09:40, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 4.2539, loss: 4.2539 +2025-06-27 15:37:07,579 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 2 days, 14:08:49, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7113, top5_acc: 0.9506, loss_cls: 4.4473, loss: 4.4473 +2025-06-27 15:37:53,704 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 2 days, 14:07:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9400, loss_cls: 4.4632, loss: 4.4632 +2025-06-27 15:38:39,758 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 2 days, 14:07:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.6994, top5_acc: 0.9331, loss_cls: 4.5151, loss: 4.5151 +2025-06-27 15:39:25,815 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 2 days, 14:06:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7087, top5_acc: 0.9356, loss_cls: 4.5168, loss: 4.5168 +2025-06-27 15:40:11,779 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 2 days, 14:05:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7137, top5_acc: 0.9356, loss_cls: 4.4890, loss: 4.4890 +2025-06-27 15:40:57,977 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 2 days, 14:04:20, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7200, top5_acc: 0.9419, loss_cls: 4.4028, loss: 4.4028 +2025-06-27 15:41:43,999 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 2 days, 14:03:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9413, loss_cls: 4.4108, loss: 4.4108 +2025-06-27 15:41:46,683 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-06-27 15:45:59,321 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 15:45:59,866 - pyskl - INFO - +top1_acc 0.6118 +top5_acc 0.8912 +2025-06-27 15:45:59,886 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6118, top5_acc: 0.8912 +2025-06-27 15:47:09,030 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 2 days, 14:07:53, time: 0.691, data_time: 0.233, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9506, loss_cls: 4.3068, loss: 4.3068 +2025-06-27 15:47:54,822 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 2 days, 14:06:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9431, loss_cls: 4.2089, loss: 4.2089 +2025-06-27 15:48:40,717 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 2 days, 14:05:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 4.2590, loss: 4.2590 +2025-06-27 15:49:26,637 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 2 days, 14:05:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 4.3915, loss: 4.3915 +2025-06-27 15:50:12,482 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 2 days, 14:04:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 4.3778, loss: 4.3778 +2025-06-27 15:50:58,297 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 2 days, 14:03:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 4.3571, loss: 4.3571 +2025-06-27 15:51:44,032 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 2 days, 14:02:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9444, loss_cls: 4.2921, loss: 4.2921 +2025-06-27 15:52:29,814 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 2 days, 14:01:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9413, loss_cls: 4.4703, loss: 4.4703 +2025-06-27 15:53:15,701 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 2 days, 14:00:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7175, top5_acc: 0.9450, loss_cls: 4.3959, loss: 4.3959 +2025-06-27 15:54:01,457 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 2 days, 13:59:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 4.3572, loss: 4.3572 +2025-06-27 15:54:47,208 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 2 days, 13:58:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9506, loss_cls: 4.3762, loss: 4.3762 +2025-06-27 15:55:32,866 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 2 days, 13:57:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 4.4126, loss: 4.4126 +2025-06-27 15:56:18,615 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 2 days, 13:56:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 4.1488, loss: 4.1488 +2025-06-27 15:57:04,501 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 2 days, 13:55:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9356, loss_cls: 4.4576, loss: 4.4576 +2025-06-27 15:57:50,727 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 2 days, 13:54:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9481, loss_cls: 4.2968, loss: 4.2968 +2025-06-27 15:58:36,527 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 2 days, 13:53:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9394, loss_cls: 4.3650, loss: 4.3650 +2025-06-27 15:59:22,392 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 2 days, 13:52:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9363, loss_cls: 4.3077, loss: 4.3077 +2025-06-27 16:00:08,162 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 2 days, 13:51:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 4.4113, loss: 4.4113 +2025-06-27 16:00:53,907 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 2 days, 13:50:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 4.1578, loss: 4.1578 +2025-06-27 16:01:39,692 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 2 days, 13:49:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9331, loss_cls: 4.4425, loss: 4.4425 +2025-06-27 16:02:25,722 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 2 days, 13:48:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9369, loss_cls: 4.2806, loss: 4.2806 +2025-06-27 16:03:11,522 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 2 days, 13:47:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9425, loss_cls: 4.4339, loss: 4.4339 +2025-06-27 16:03:57,298 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 2 days, 13:46:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 4.4806, loss: 4.4806 +2025-06-27 16:04:43,024 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 2 days, 13:45:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9450, loss_cls: 4.3494, loss: 4.3494 +2025-06-27 16:05:28,716 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 2 days, 13:44:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9500, loss_cls: 4.3630, loss: 4.3630 +2025-06-27 16:06:14,413 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 2 days, 13:43:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9337, loss_cls: 4.3160, loss: 4.3160 +2025-06-27 16:07:00,150 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 2 days, 13:42:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7194, top5_acc: 0.9406, loss_cls: 4.3504, loss: 4.3504 +2025-06-27 16:07:45,809 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 2 days, 13:41:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7163, top5_acc: 0.9437, loss_cls: 4.3440, loss: 4.3440 +2025-06-27 16:08:31,482 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 2 days, 13:40:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9413, loss_cls: 4.2869, loss: 4.2869 +2025-06-27 16:09:17,146 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 2 days, 13:39:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7169, top5_acc: 0.9563, loss_cls: 4.3204, loss: 4.3204 +2025-06-27 16:10:02,915 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 2 days, 13:38:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9387, loss_cls: 4.3467, loss: 4.3467 +2025-06-27 16:10:48,691 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 2 days, 13:37:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9506, loss_cls: 4.2114, loss: 4.2114 +2025-06-27 16:11:34,412 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 2 days, 13:37:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9444, loss_cls: 4.3492, loss: 4.3492 +2025-06-27 16:12:20,016 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 2 days, 13:36:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9437, loss_cls: 4.2316, loss: 4.2316 +2025-06-27 16:12:22,654 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-06-27 16:31:36,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 16:31:36,704 - pyskl - INFO - +top1_acc 0.6920 +top5_acc 0.9288 +2025-06-27 16:31:36,758 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_7.pth was removed +2025-06-27 16:31:37,771 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2025-06-27 16:31:37,773 - pyskl - INFO - Best top1_acc is 0.6920 at 10 epoch. +2025-06-27 16:31:37,793 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6920, top5_acc: 0.9288 +2025-06-27 16:32:46,288 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 2 days, 13:39:46, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 4.2812, loss: 4.2812 +2025-06-27 16:33:31,962 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 2 days, 13:38:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9606, loss_cls: 4.1127, loss: 4.1127 +2025-06-27 16:34:17,755 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 2 days, 13:37:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 4.2510, loss: 4.2510 +2025-06-27 16:35:03,492 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 2 days, 13:36:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.3361, loss: 4.3361 +2025-06-27 16:35:49,370 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 2 days, 13:35:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7144, top5_acc: 0.9369, loss_cls: 4.3591, loss: 4.3591 +2025-06-27 16:36:35,141 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 2 days, 13:34:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 4.4867, loss: 4.4867 +2025-06-27 16:37:20,861 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 2 days, 13:33:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9425, loss_cls: 4.2475, loss: 4.2475 +2025-06-27 16:38:06,635 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 2 days, 13:33:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9494, loss_cls: 4.1720, loss: 4.1720 +2025-06-27 16:38:52,410 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 2 days, 13:32:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9494, loss_cls: 4.2655, loss: 4.2655 +2025-06-27 16:39:37,998 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 2 days, 13:31:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7156, top5_acc: 0.9419, loss_cls: 4.3405, loss: 4.3405 +2025-06-27 16:40:23,730 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 2 days, 13:30:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9431, loss_cls: 4.2738, loss: 4.2738 +2025-06-27 16:41:09,338 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 2 days, 13:29:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 4.2467, loss: 4.2467 +2025-06-27 16:41:55,036 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 2 days, 13:28:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9406, loss_cls: 4.1440, loss: 4.1440 +2025-06-27 16:42:40,778 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 2 days, 13:27:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 4.2839, loss: 4.2839 +2025-06-27 16:43:26,478 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 2 days, 13:26:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9394, loss_cls: 4.3678, loss: 4.3678 +2025-06-27 16:44:12,189 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 2 days, 13:25:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9406, loss_cls: 4.3694, loss: 4.3694 +2025-06-27 16:44:57,963 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 2 days, 13:24:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 4.2486, loss: 4.2486 +2025-06-27 16:45:43,859 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 2 days, 13:23:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9319, loss_cls: 4.3287, loss: 4.3287 +2025-06-27 16:46:29,658 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 2 days, 13:22:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7344, top5_acc: 0.9494, loss_cls: 4.3020, loss: 4.3020 +2025-06-27 16:47:15,489 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 2 days, 13:21:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7206, top5_acc: 0.9481, loss_cls: 4.2654, loss: 4.2654 +2025-06-27 16:48:01,275 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 2 days, 13:20:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9413, loss_cls: 4.3532, loss: 4.3532 +2025-06-27 16:48:47,049 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 2 days, 13:19:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7225, top5_acc: 0.9475, loss_cls: 4.3487, loss: 4.3487 +2025-06-27 16:49:32,865 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 2 days, 13:18:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 4.2695, loss: 4.2695 +2025-06-27 16:50:18,571 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 2 days, 13:17:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9469, loss_cls: 4.2594, loss: 4.2594 +2025-06-27 16:51:04,389 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 2 days, 13:16:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9431, loss_cls: 4.4151, loss: 4.4151 +2025-06-27 16:51:50,278 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 2 days, 13:15:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7063, top5_acc: 0.9431, loss_cls: 4.3735, loss: 4.3735 +2025-06-27 16:52:36,255 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 2 days, 13:15:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9369, loss_cls: 4.2577, loss: 4.2577 +2025-06-27 16:53:22,177 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 2 days, 13:14:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7106, top5_acc: 0.9356, loss_cls: 4.4278, loss: 4.4278 +2025-06-27 16:54:08,036 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 2 days, 13:13:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 4.2085, loss: 4.2085 +2025-06-27 16:54:53,982 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 2 days, 13:12:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9350, loss_cls: 4.3306, loss: 4.3306 +2025-06-27 16:55:39,939 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 2 days, 13:11:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 4.1003, loss: 4.1003 +2025-06-27 16:56:25,745 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 2 days, 13:10:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7075, top5_acc: 0.9463, loss_cls: 4.4881, loss: 4.4881 +2025-06-27 16:57:11,434 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 2 days, 13:09:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9456, loss_cls: 4.3204, loss: 4.3204 +2025-06-27 16:57:57,124 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 2 days, 13:08:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9550, loss_cls: 4.1622, loss: 4.1622 +2025-06-27 16:57:59,771 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-06-27 17:02:14,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:02:15,341 - pyskl - INFO - +top1_acc 0.7136 +top5_acc 0.9356 +2025-06-27 17:02:15,392 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_10.pth was removed +2025-06-27 17:02:16,433 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-06-27 17:02:16,434 - pyskl - INFO - Best top1_acc is 0.7136 at 11 epoch. +2025-06-27 17:02:16,455 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.7136, top5_acc: 0.9356 +2025-06-27 17:03:25,225 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 2 days, 13:12:00, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 4.1611, loss: 4.1611 +2025-06-27 17:04:11,064 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 2 days, 13:11:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 4.3265, loss: 4.3265 +2025-06-27 17:04:56,837 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 2 days, 13:10:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9387, loss_cls: 4.3023, loss: 4.3023 +2025-06-27 17:05:42,677 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 2 days, 13:09:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7306, top5_acc: 0.9463, loss_cls: 4.3210, loss: 4.3210 +2025-06-27 17:06:28,448 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 2 days, 13:08:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 4.0350, loss: 4.0350 +2025-06-27 17:07:14,266 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 2 days, 13:07:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7150, top5_acc: 0.9450, loss_cls: 4.2875, loss: 4.2875 +2025-06-27 17:08:00,034 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 2 days, 13:06:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9394, loss_cls: 4.3291, loss: 4.3291 +2025-06-27 17:08:45,774 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 2 days, 13:05:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 4.2210, loss: 4.2210 +2025-06-27 17:09:31,536 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 2 days, 13:04:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 4.1250, loss: 4.1250 +2025-06-27 17:10:17,490 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 2 days, 13:03:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.1673, loss: 4.1673 +2025-06-27 17:11:03,201 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 2 days, 13:02:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 4.2620, loss: 4.2620 +2025-06-27 17:11:48,942 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 2 days, 13:01:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 4.2153, loss: 4.2153 +2025-06-27 17:12:34,692 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 2 days, 13:00:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7212, top5_acc: 0.9387, loss_cls: 4.2730, loss: 4.2730 +2025-06-27 17:13:20,483 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 2 days, 12:59:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9506, loss_cls: 4.1249, loss: 4.1249 +2025-06-27 17:14:06,213 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 2 days, 12:58:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 4.3043, loss: 4.3043 +2025-06-27 17:14:51,960 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 2 days, 12:58:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9475, loss_cls: 4.1706, loss: 4.1706 +2025-06-27 17:15:37,804 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 2 days, 12:57:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9494, loss_cls: 4.1529, loss: 4.1529 +2025-06-27 17:16:23,502 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 2 days, 12:56:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 4.3410, loss: 4.3410 +2025-06-27 17:17:09,227 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 2 days, 12:55:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9450, loss_cls: 4.2091, loss: 4.2091 +2025-06-27 17:17:55,004 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 2 days, 12:54:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9525, loss_cls: 4.1488, loss: 4.1488 +2025-06-27 17:18:40,870 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 2 days, 12:53:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7431, top5_acc: 0.9456, loss_cls: 4.2935, loss: 4.2935 +2025-06-27 17:19:26,724 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 2 days, 12:52:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7412, top5_acc: 0.9413, loss_cls: 4.2411, loss: 4.2411 +2025-06-27 17:20:12,472 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 2 days, 12:51:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9563, loss_cls: 4.0514, loss: 4.0514 +2025-06-27 17:20:58,287 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 2 days, 12:50:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9450, loss_cls: 4.2868, loss: 4.2868 +2025-06-27 17:21:44,472 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 2 days, 12:49:48, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9563, loss_cls: 4.2117, loss: 4.2117 +2025-06-27 17:22:30,646 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 2 days, 12:48:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 4.2987, loss: 4.2987 +2025-06-27 17:23:16,758 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 2 days, 12:48:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9469, loss_cls: 4.2133, loss: 4.2133 +2025-06-27 17:24:02,843 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 2 days, 12:47:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9469, loss_cls: 4.2328, loss: 4.2328 +2025-06-27 17:24:48,862 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 2 days, 12:46:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9444, loss_cls: 4.2004, loss: 4.2004 +2025-06-27 17:25:34,826 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 2 days, 12:45:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9444, loss_cls: 4.2580, loss: 4.2580 +2025-06-27 17:26:20,527 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 2 days, 12:44:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9525, loss_cls: 4.0819, loss: 4.0819 +2025-06-27 17:27:06,247 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 2 days, 12:43:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7294, top5_acc: 0.9450, loss_cls: 4.2747, loss: 4.2747 +2025-06-27 17:27:51,961 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 2 days, 12:42:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9431, loss_cls: 4.4070, loss: 4.4070 +2025-06-27 17:28:37,755 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 2 days, 12:41:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7269, top5_acc: 0.9537, loss_cls: 4.3728, loss: 4.3728 +2025-06-27 17:28:40,414 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-06-27 17:32:55,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 17:32:55,682 - pyskl - INFO - +top1_acc 0.6720 +top5_acc 0.9114 +2025-06-27 17:32:55,704 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6720, top5_acc: 0.9114 +2025-06-27 17:34:04,501 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 2 days, 12:44:48, time: 0.688, data_time: 0.228, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 4.0729, loss: 4.0729 +2025-06-27 17:34:50,270 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 2 days, 12:43:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.2043, loss: 4.2043 +2025-06-27 17:35:36,050 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 2 days, 12:42:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9406, loss_cls: 4.2824, loss: 4.2824 +2025-06-27 17:36:21,843 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 2 days, 12:42:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.2295, loss: 4.2295 +2025-06-27 17:37:07,741 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 2 days, 12:41:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.1610, loss: 4.1610 +2025-06-27 17:37:53,589 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 2 days, 12:40:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 4.1245, loss: 4.1245 +2025-06-27 17:38:39,361 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 2 days, 12:39:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.1248, loss: 4.1248 +2025-06-27 17:39:25,177 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 2 days, 12:38:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9506, loss_cls: 4.1873, loss: 4.1873 +2025-06-27 17:40:10,910 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 2 days, 12:37:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.0996, loss: 4.0996 +2025-06-27 17:40:56,652 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 2 days, 12:36:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9575, loss_cls: 4.1464, loss: 4.1464 +2025-06-27 17:41:42,455 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 2 days, 12:35:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7256, top5_acc: 0.9431, loss_cls: 4.2211, loss: 4.2211 +2025-06-27 17:42:28,197 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 2 days, 12:34:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 4.0785, loss: 4.0785 +2025-06-27 17:43:13,936 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 2 days, 12:33:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 4.1818, loss: 4.1818 +2025-06-27 17:43:59,633 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 2 days, 12:32:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9400, loss_cls: 4.2361, loss: 4.2361 +2025-06-27 17:44:45,528 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 2 days, 12:31:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9463, loss_cls: 4.2855, loss: 4.2855 +2025-06-27 17:45:31,457 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 2 days, 12:31:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9475, loss_cls: 4.1441, loss: 4.1441 +2025-06-27 17:46:17,234 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 2 days, 12:30:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 4.1537, loss: 4.1537 +2025-06-27 17:47:02,952 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 2 days, 12:29:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9431, loss_cls: 4.2439, loss: 4.2439 +2025-06-27 17:47:48,913 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 2 days, 12:28:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 4.1956, loss: 4.1956 +2025-06-27 17:48:34,713 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 2 days, 12:27:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 4.0797, loss: 4.0797 +2025-06-27 17:49:20,728 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 2 days, 12:26:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9487, loss_cls: 4.2086, loss: 4.2086 +2025-06-27 17:50:06,503 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 2 days, 12:25:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 4.1556, loss: 4.1556 +2025-06-27 17:50:52,277 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 2 days, 12:24:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9506, loss_cls: 4.1859, loss: 4.1859 +2025-06-27 17:51:38,176 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 2 days, 12:23:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9494, loss_cls: 4.0134, loss: 4.0134 +2025-06-27 17:52:24,077 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 2 days, 12:23:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9469, loss_cls: 4.2147, loss: 4.2147 +2025-06-27 17:53:09,848 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 2 days, 12:22:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7244, top5_acc: 0.9525, loss_cls: 4.2334, loss: 4.2334 +2025-06-27 17:53:55,597 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 2 days, 12:21:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9431, loss_cls: 4.1956, loss: 4.1956 +2025-06-27 17:54:41,350 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 2 days, 12:20:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7325, top5_acc: 0.9456, loss_cls: 4.2061, loss: 4.2061 +2025-06-27 17:55:27,142 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 2 days, 12:19:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7250, top5_acc: 0.9444, loss_cls: 4.2978, loss: 4.2978 +2025-06-27 17:56:12,888 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 2 days, 12:18:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9400, loss_cls: 4.1195, loss: 4.1195 +2025-06-27 17:56:58,623 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 2 days, 12:17:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 4.1577, loss: 4.1577 +2025-06-27 17:57:44,392 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 2 days, 12:16:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7231, top5_acc: 0.9363, loss_cls: 4.2674, loss: 4.2674 +2025-06-27 17:58:30,118 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 2 days, 12:15:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9413, loss_cls: 4.2635, loss: 4.2635 +2025-06-27 17:59:15,848 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 2 days, 12:14:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9456, loss_cls: 4.0931, loss: 4.0931 +2025-06-27 17:59:18,528 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-06-27 18:03:30,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 18:03:30,764 - pyskl - INFO - +top1_acc 0.7009 +top5_acc 0.9278 +2025-06-27 18:03:30,784 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.7009, top5_acc: 0.9278 +2025-06-27 18:04:40,263 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 2 days, 12:17:38, time: 0.695, data_time: 0.235, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9606, loss_cls: 3.9939, loss: 3.9939 +2025-06-27 18:05:26,267 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 2 days, 12:16:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 4.0999, loss: 4.0999 +2025-06-27 18:06:12,145 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 2 days, 12:15:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 4.0834, loss: 4.0834 +2025-06-27 18:06:58,029 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 2 days, 12:14:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 4.0893, loss: 4.0893 +2025-06-27 18:07:43,921 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 2 days, 12:14:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9613, loss_cls: 4.1665, loss: 4.1665 +2025-06-27 18:08:29,824 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 2 days, 12:13:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9556, loss_cls: 4.0812, loss: 4.0812 +2025-06-27 18:09:15,650 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 2 days, 12:12:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9544, loss_cls: 4.1286, loss: 4.1286 +2025-06-27 18:10:01,536 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 2 days, 12:11:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9487, loss_cls: 4.1007, loss: 4.1007 +2025-06-27 18:10:47,232 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 2 days, 12:10:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9631, loss_cls: 4.0312, loss: 4.0312 +2025-06-27 18:11:32,773 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 2 days, 12:09:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9494, loss_cls: 4.0594, loss: 4.0594 +2025-06-27 18:12:18,466 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 2 days, 12:08:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 4.1711, loss: 4.1711 +2025-06-27 18:13:04,405 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 2 days, 12:07:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9550, loss_cls: 4.1041, loss: 4.1041 +2025-06-27 18:13:50,242 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 2 days, 12:06:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 4.1355, loss: 4.1355 +2025-06-27 18:14:36,321 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 2 days, 12:06:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9463, loss_cls: 4.2266, loss: 4.2266 +2025-06-27 18:15:22,102 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 2 days, 12:05:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9525, loss_cls: 4.1047, loss: 4.1047 +2025-06-27 18:16:07,840 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 2 days, 12:04:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 4.2362, loss: 4.2362 +2025-06-27 18:16:53,593 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 2 days, 12:03:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9537, loss_cls: 4.0090, loss: 4.0090 +2025-06-27 18:17:39,551 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 2 days, 12:02:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 4.0383, loss: 4.0383 +2025-06-27 18:18:25,625 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 2 days, 12:01:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9519, loss_cls: 4.0705, loss: 4.0705 +2025-06-27 18:19:11,386 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 2 days, 12:00:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9513, loss_cls: 4.1674, loss: 4.1674 +2025-06-27 18:19:57,122 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 2 days, 11:59:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 4.1715, loss: 4.1715 +2025-06-27 18:20:42,883 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 2 days, 11:58:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9369, loss_cls: 4.1864, loss: 4.1864 +2025-06-27 18:21:28,665 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 2 days, 11:58:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9550, loss_cls: 4.1814, loss: 4.1814 +2025-06-27 18:22:14,392 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 2 days, 11:57:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7338, top5_acc: 0.9394, loss_cls: 4.3020, loss: 4.3020 +2025-06-27 18:23:00,110 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 2 days, 11:56:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9513, loss_cls: 4.0936, loss: 4.0936 +2025-06-27 18:23:45,829 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 2 days, 11:55:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9456, loss_cls: 4.1494, loss: 4.1494 +2025-06-27 18:24:31,633 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 2 days, 11:54:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 4.3339, loss: 4.3339 +2025-06-27 18:25:17,578 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 2 days, 11:53:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7312, top5_acc: 0.9425, loss_cls: 4.1522, loss: 4.1522 +2025-06-27 18:26:03,361 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 2 days, 11:52:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9594, loss_cls: 4.0564, loss: 4.0564 +2025-06-27 18:26:49,205 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 2 days, 11:51:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9406, loss_cls: 4.2295, loss: 4.2295 +2025-06-27 18:27:34,939 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 2 days, 11:50:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 4.1258, loss: 4.1258 +2025-06-27 18:28:20,635 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 2 days, 11:49:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.1243, loss: 4.1243 +2025-06-27 18:29:06,475 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 2 days, 11:49:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9413, loss_cls: 4.2670, loss: 4.2670 +2025-06-27 18:29:52,196 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 2 days, 11:48:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 4.1750, loss: 4.1750 +2025-06-27 18:29:55,010 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-06-27 18:34:06,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 18:34:07,006 - pyskl - INFO - +top1_acc 0.6921 +top5_acc 0.9295 +2025-06-27 18:34:07,027 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6921, top5_acc: 0.9295 +2025-06-27 18:35:15,745 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 2 days, 11:50:34, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 3.9783, loss: 3.9783 +2025-06-27 18:36:01,558 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 2 days, 11:49:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9575, loss_cls: 4.0360, loss: 4.0360 +2025-06-27 18:36:47,432 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 2 days, 11:48:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9550, loss_cls: 4.0579, loss: 4.0579 +2025-06-27 18:37:33,331 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 2 days, 11:47:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9500, loss_cls: 4.0312, loss: 4.0312 +2025-06-27 18:38:19,209 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 2 days, 11:47:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9481, loss_cls: 4.1562, loss: 4.1562 +2025-06-27 18:39:05,078 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 2 days, 11:46:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.0622, loss: 4.0622 +2025-06-27 18:39:50,934 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 2 days, 11:45:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 4.0156, loss: 4.0156 +2025-06-27 18:40:36,786 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 2 days, 11:44:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9437, loss_cls: 4.1871, loss: 4.1871 +2025-06-27 18:41:22,689 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 2 days, 11:43:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.1931, loss: 4.1931 +2025-06-27 18:42:08,630 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 2 days, 11:42:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9637, loss_cls: 4.1914, loss: 4.1914 +2025-06-27 18:42:54,578 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 2 days, 11:41:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 4.1544, loss: 4.1544 +2025-06-27 18:43:40,417 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 2 days, 11:40:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9531, loss_cls: 4.0449, loss: 4.0449 +2025-06-27 18:44:26,195 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 2 days, 11:40:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9419, loss_cls: 4.1182, loss: 4.1182 +2025-06-27 18:45:12,111 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 2 days, 11:39:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9419, loss_cls: 4.3170, loss: 4.3170 +2025-06-27 18:45:58,200 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 2 days, 11:38:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7381, top5_acc: 0.9437, loss_cls: 4.2677, loss: 4.2677 +2025-06-27 18:46:44,546 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 2 days, 11:37:30, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 4.0685, loss: 4.0685 +2025-06-27 18:47:30,658 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 2 days, 11:36:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9519, loss_cls: 4.1165, loss: 4.1165 +2025-06-27 18:48:16,350 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 2 days, 11:35:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 4.1150, loss: 4.1150 +2025-06-27 18:49:01,936 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 2 days, 11:34:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.0731, loss: 4.0731 +2025-06-27 18:49:47,589 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 2 days, 11:33:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 4.0232, loss: 4.0232 +2025-06-27 18:50:33,393 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 2 days, 11:33:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7275, top5_acc: 0.9519, loss_cls: 4.1928, loss: 4.1928 +2025-06-27 18:51:19,353 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 2 days, 11:32:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9437, loss_cls: 4.1786, loss: 4.1786 +2025-06-27 18:52:04,987 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 2 days, 11:31:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9550, loss_cls: 3.9602, loss: 3.9602 +2025-06-27 18:52:50,711 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 2 days, 11:30:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9556, loss_cls: 4.0538, loss: 4.0538 +2025-06-27 18:53:36,450 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 2 days, 11:29:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7438, top5_acc: 0.9444, loss_cls: 4.1689, loss: 4.1689 +2025-06-27 18:54:22,145 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 2 days, 11:28:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 4.0707, loss: 4.0707 +2025-06-27 18:55:07,878 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 2 days, 11:27:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 4.1604, loss: 4.1604 +2025-06-27 18:55:53,585 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 2 days, 11:26:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9506, loss_cls: 4.0124, loss: 4.0124 +2025-06-27 18:56:39,411 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 2 days, 11:25:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9513, loss_cls: 4.0754, loss: 4.0754 +2025-06-27 18:57:25,118 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 2 days, 11:25:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.8785, loss: 3.8785 +2025-06-27 18:58:10,842 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 2 days, 11:24:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9525, loss_cls: 4.1731, loss: 4.1731 +2025-06-27 18:58:56,635 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 2 days, 11:23:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 4.0544, loss: 4.0544 +2025-06-27 18:59:42,271 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 2 days, 11:22:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9487, loss_cls: 4.1426, loss: 4.1426 +2025-06-27 19:00:27,905 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 2 days, 11:21:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9437, loss_cls: 4.2246, loss: 4.2246 +2025-06-27 19:00:30,544 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-06-27 19:19:23,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:19:24,514 - pyskl - INFO - +top1_acc 0.7179 +top5_acc 0.9391 +2025-06-27 19:19:24,567 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_11.pth was removed +2025-06-27 19:19:25,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2025-06-27 19:19:25,604 - pyskl - INFO - Best top1_acc is 0.7179 at 15 epoch. +2025-06-27 19:19:25,626 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.7179, top5_acc: 0.9391 +2025-06-27 19:20:34,366 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 2 days, 11:23:38, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9437, loss_cls: 4.2129, loss: 4.2129 +2025-06-27 19:21:20,322 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 2 days, 11:22:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 4.0291, loss: 4.0291 +2025-06-27 19:22:06,310 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 2 days, 11:21:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7388, top5_acc: 0.9444, loss_cls: 4.2255, loss: 4.2255 +2025-06-27 19:22:52,281 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 2 days, 11:21:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9631, loss_cls: 3.9620, loss: 3.9620 +2025-06-27 19:23:38,268 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 2 days, 11:20:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 3.9715, loss: 3.9715 +2025-06-27 19:24:24,222 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 2 days, 11:19:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9544, loss_cls: 4.0851, loss: 4.0851 +2025-06-27 19:25:10,162 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 2 days, 11:18:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 4.1298, loss: 4.1298 +2025-06-27 19:25:56,106 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 2 days, 11:17:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 3.9910, loss: 3.9910 +2025-06-27 19:26:42,103 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 2 days, 11:16:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 4.1667, loss: 4.1667 +2025-06-27 19:27:28,103 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 2 days, 11:15:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 4.0346, loss: 4.0346 +2025-06-27 19:28:14,126 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 2 days, 11:15:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9481, loss_cls: 4.1303, loss: 4.1303 +2025-06-27 19:29:00,172 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 2 days, 11:14:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9519, loss_cls: 4.1089, loss: 4.1089 +2025-06-27 19:29:46,156 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 2 days, 11:13:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9506, loss_cls: 4.0519, loss: 4.0519 +2025-06-27 19:30:32,162 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 2 days, 11:12:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9369, loss_cls: 4.1646, loss: 4.1646 +2025-06-27 19:31:18,219 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 2 days, 11:11:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 4.1806, loss: 4.1806 +2025-06-27 19:32:04,448 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 2 days, 11:10:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 3.9686, loss: 3.9686 +2025-06-27 19:32:50,655 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 2 days, 11:10:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 4.1159, loss: 4.1159 +2025-06-27 19:33:36,602 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 2 days, 11:09:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7188, top5_acc: 0.9394, loss_cls: 4.2971, loss: 4.2971 +2025-06-27 19:34:22,546 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 2 days, 11:08:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 3.9943, loss: 3.9943 +2025-06-27 19:35:08,505 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 2 days, 11:07:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9444, loss_cls: 4.1309, loss: 4.1309 +2025-06-27 19:35:54,496 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 2 days, 11:06:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 4.0766, loss: 4.0766 +2025-06-27 19:36:40,495 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 2 days, 11:05:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 4.1523, loss: 4.1523 +2025-06-27 19:37:26,597 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 2 days, 11:04:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 4.0865, loss: 4.0865 +2025-06-27 19:38:12,739 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 2 days, 11:04:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9481, loss_cls: 4.0927, loss: 4.0927 +2025-06-27 19:38:58,809 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 2 days, 11:03:17, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9506, loss_cls: 4.0234, loss: 4.0234 +2025-06-27 19:39:44,936 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 2 days, 11:02:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9544, loss_cls: 3.9944, loss: 3.9944 +2025-06-27 19:40:31,091 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 2 days, 11:01:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9413, loss_cls: 4.0561, loss: 4.0561 +2025-06-27 19:41:17,038 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 2 days, 11:00:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9606, loss_cls: 4.0019, loss: 4.0019 +2025-06-27 19:42:02,997 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 2 days, 10:59:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9463, loss_cls: 4.0968, loss: 4.0968 +2025-06-27 19:42:49,018 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 2 days, 10:59:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9550, loss_cls: 3.9821, loss: 3.9821 +2025-06-27 19:43:35,085 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 2 days, 10:58:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 4.0004, loss: 4.0004 +2025-06-27 19:44:21,080 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 2 days, 10:57:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9513, loss_cls: 4.1449, loss: 4.1449 +2025-06-27 19:45:07,281 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 2 days, 10:56:35, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7331, top5_acc: 0.9469, loss_cls: 4.1939, loss: 4.1939 +2025-06-27 19:45:53,286 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 2 days, 10:55:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9506, loss_cls: 4.0874, loss: 4.0874 +2025-06-27 19:45:55,996 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-06-27 19:50:11,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 19:50:11,929 - pyskl - INFO - +top1_acc 0.7414 +top5_acc 0.9456 +2025-06-27 19:50:11,981 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_15.pth was removed +2025-06-27 19:50:13,003 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2025-06-27 19:50:13,005 - pyskl - INFO - Best top1_acc is 0.7414 at 16 epoch. +2025-06-27 19:50:13,023 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.7414, top5_acc: 0.9456 +2025-06-27 19:51:22,388 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 2 days, 10:57:48, time: 0.694, data_time: 0.231, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 3.9048, loss: 3.9048 +2025-06-27 19:52:08,409 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 2 days, 10:56:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9569, loss_cls: 3.9450, loss: 3.9450 +2025-06-27 19:52:54,387 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 2 days, 10:56:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9500, loss_cls: 4.0634, loss: 4.0634 +2025-06-27 19:53:40,511 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 2 days, 10:55:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 4.0053, loss: 4.0053 +2025-06-27 19:54:26,623 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 2 days, 10:54:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 4.1511, loss: 4.1511 +2025-06-27 19:55:12,648 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 2 days, 10:53:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 4.0961, loss: 4.0961 +2025-06-27 19:55:58,753 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 2 days, 10:52:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 4.1241, loss: 4.1241 +2025-06-27 19:56:44,810 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 2 days, 10:51:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9525, loss_cls: 4.0194, loss: 4.0194 +2025-06-27 19:57:30,848 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 2 days, 10:51:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 3.9689, loss: 3.9689 +2025-06-27 19:58:16,974 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 2 days, 10:50:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9500, loss_cls: 4.1104, loss: 4.1104 +2025-06-27 19:59:02,950 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 2 days, 10:49:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 4.0036, loss: 4.0036 +2025-06-27 19:59:49,167 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 2 days, 10:48:34, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 4.0976, loss: 4.0976 +2025-06-27 20:00:35,243 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 2 days, 10:47:44, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 3.9154, loss: 3.9154 +2025-06-27 20:01:21,405 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 2 days, 10:46:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 4.0529, loss: 4.0529 +2025-06-27 20:02:07,446 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 2 days, 10:46:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9506, loss_cls: 4.0443, loss: 4.0443 +2025-06-27 20:02:53,432 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 2 days, 10:45:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9569, loss_cls: 4.0291, loss: 4.0291 +2025-06-27 20:03:39,425 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 2 days, 10:44:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 4.0773, loss: 4.0773 +2025-06-27 20:04:25,430 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 2 days, 10:43:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 4.1567, loss: 4.1567 +2025-06-27 20:05:11,678 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 2 days, 10:42:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9519, loss_cls: 4.1241, loss: 4.1241 +2025-06-27 20:05:57,755 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 2 days, 10:41:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 4.0208, loss: 4.0208 +2025-06-27 20:06:43,833 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 2 days, 10:41:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9544, loss_cls: 4.0579, loss: 4.0579 +2025-06-27 20:07:29,859 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 2 days, 10:40:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.8472, loss: 3.8472 +2025-06-27 20:08:15,811 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 2 days, 10:39:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9500, loss_cls: 4.0549, loss: 4.0549 +2025-06-27 20:09:01,749 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 2 days, 10:38:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 3.9823, loss: 3.9823 +2025-06-27 20:09:47,760 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 2 days, 10:37:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 4.0573, loss: 4.0573 +2025-06-27 20:10:33,928 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 2 days, 10:36:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 4.1071, loss: 4.1071 +2025-06-27 20:11:19,961 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 2 days, 10:36:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 4.1079, loss: 4.1079 +2025-06-27 20:12:06,022 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 2 days, 10:35:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 3.9878, loss: 3.9878 +2025-06-27 20:12:52,036 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 2 days, 10:34:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9419, loss_cls: 4.0887, loss: 4.0887 +2025-06-27 20:13:38,054 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 2 days, 10:33:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7506, top5_acc: 0.9487, loss_cls: 4.1888, loss: 4.1888 +2025-06-27 20:14:24,059 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 2 days, 10:32:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 4.0262, loss: 4.0262 +2025-06-27 20:15:10,042 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 2 days, 10:31:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9513, loss_cls: 3.9810, loss: 3.9810 +2025-06-27 20:15:56,051 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 2 days, 10:30:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9587, loss_cls: 3.9581, loss: 3.9581 +2025-06-27 20:16:41,995 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 2 days, 10:30:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9437, loss_cls: 4.0309, loss: 4.0309 +2025-06-27 20:16:44,686 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-06-27 20:20:59,493 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:21:00,043 - pyskl - INFO - +top1_acc 0.7221 +top5_acc 0.9383 +2025-06-27 20:21:00,066 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.7221, top5_acc: 0.9383 +2025-06-27 20:22:08,680 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 2 days, 10:31:52, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 3.9220, loss: 3.9220 +2025-06-27 20:22:54,483 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 2 days, 10:31:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9544, loss_cls: 3.9654, loss: 3.9654 +2025-06-27 20:23:40,287 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 2 days, 10:30:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9487, loss_cls: 4.0609, loss: 4.0609 +2025-06-27 20:24:26,156 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 2 days, 10:29:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 3.9559, loss: 3.9559 +2025-06-27 20:25:11,962 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 2 days, 10:28:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9475, loss_cls: 4.0881, loss: 4.0881 +2025-06-27 20:25:57,840 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 2 days, 10:27:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.9133, loss: 3.9133 +2025-06-27 20:26:43,705 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 2 days, 10:26:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 3.9085, loss: 3.9085 +2025-06-27 20:27:29,675 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 2 days, 10:25:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 3.8651, loss: 3.8651 +2025-06-27 20:28:15,594 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 2 days, 10:24:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 3.9533, loss: 3.9533 +2025-06-27 20:29:01,665 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 2 days, 10:24:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 4.1172, loss: 4.1172 +2025-06-27 20:29:47,598 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 2 days, 10:23:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 4.0997, loss: 4.0997 +2025-06-27 20:30:33,512 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 2 days, 10:22:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 4.0041, loss: 4.0041 +2025-06-27 20:31:19,499 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 2 days, 10:21:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.9414, loss: 3.9414 +2025-06-27 20:32:05,378 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 2 days, 10:20:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 3.9208, loss: 3.9208 +2025-06-27 20:32:51,206 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 2 days, 10:19:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 3.9916, loss: 3.9916 +2025-06-27 20:33:37,082 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 2 days, 10:19:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.9887, loss: 3.9887 +2025-06-27 20:34:22,945 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 2 days, 10:18:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 4.0287, loss: 4.0287 +2025-06-27 20:35:08,746 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 2 days, 10:17:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 3.9385, loss: 3.9385 +2025-06-27 20:35:54,656 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 2 days, 10:16:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9563, loss_cls: 3.9454, loss: 3.9454 +2025-06-27 20:36:40,591 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 2 days, 10:15:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7406, top5_acc: 0.9544, loss_cls: 4.0958, loss: 4.0958 +2025-06-27 20:37:26,537 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 2 days, 10:14:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 4.0792, loss: 4.0792 +2025-06-27 20:38:12,364 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 2 days, 10:13:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 4.1301, loss: 4.1301 +2025-06-27 20:38:58,173 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 2 days, 10:13:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 3.9697, loss: 3.9697 +2025-06-27 20:39:43,981 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 2 days, 10:12:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 4.0474, loss: 4.0474 +2025-06-27 20:40:29,961 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 2 days, 10:11:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 4.1381, loss: 4.1381 +2025-06-27 20:41:15,883 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 2 days, 10:10:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.9005, loss: 3.9005 +2025-06-27 20:42:01,701 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 2 days, 10:09:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 3.8607, loss: 3.8607 +2025-06-27 20:42:47,455 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 2 days, 10:08:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 4.0980, loss: 4.0980 +2025-06-27 20:43:33,253 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 2 days, 10:07:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9519, loss_cls: 3.9650, loss: 3.9650 +2025-06-27 20:44:19,106 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 2 days, 10:07:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 4.1518, loss: 4.1518 +2025-06-27 20:45:05,044 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 2 days, 10:06:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9437, loss_cls: 4.1862, loss: 4.1862 +2025-06-27 20:45:50,908 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 2 days, 10:05:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 3.8501, loss: 3.8501 +2025-06-27 20:46:36,799 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 2 days, 10:04:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 4.0583, loss: 4.0583 +2025-06-27 20:47:22,561 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 2 days, 10:03:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 3.9696, loss: 3.9696 +2025-06-27 20:47:25,261 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-06-27 20:51:37,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 20:51:38,060 - pyskl - INFO - +top1_acc 0.7287 +top5_acc 0.9388 +2025-06-27 20:51:38,083 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7287, top5_acc: 0.9388 +2025-06-27 20:52:46,978 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 2 days, 10:05:14, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 3.9494, loss: 3.9494 +2025-06-27 20:53:32,827 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 2 days, 10:04:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.8421, loss: 3.8421 +2025-06-27 20:54:18,705 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 2 days, 10:03:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 3.8746, loss: 3.8746 +2025-06-27 20:55:04,451 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 2 days, 10:02:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9594, loss_cls: 3.9126, loss: 3.9126 +2025-06-27 20:55:50,215 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 2 days, 10:01:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 4.0017, loss: 4.0017 +2025-06-27 20:56:36,037 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 2 days, 10:00:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 4.0663, loss: 4.0663 +2025-06-27 20:57:21,877 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 2 days, 10:00:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.9438, loss: 3.9438 +2025-06-27 20:58:07,751 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 2 days, 9:59:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 3.9518, loss: 3.9518 +2025-06-27 20:58:53,635 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 2 days, 9:58:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 4.0055, loss: 4.0055 +2025-06-27 20:59:39,578 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 2 days, 9:57:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9663, loss_cls: 3.9802, loss: 3.9802 +2025-06-27 21:00:25,576 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 2 days, 9:56:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9600, loss_cls: 4.0021, loss: 4.0021 +2025-06-27 21:01:11,521 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 2 days, 9:55:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 3.8843, loss: 3.8843 +2025-06-27 21:01:57,265 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 2 days, 9:54:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0081, loss: 4.0081 +2025-06-27 21:02:43,149 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 2 days, 9:54:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 4.0204, loss: 4.0204 +2025-06-27 21:03:29,103 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 2 days, 9:53:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.9739, loss: 3.9739 +2025-06-27 21:04:14,906 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 2 days, 9:52:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9481, loss_cls: 4.1250, loss: 4.1250 +2025-06-27 21:05:00,578 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 2 days, 9:51:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.9149, loss: 3.9149 +2025-06-27 21:05:46,243 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 2 days, 9:50:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 4.0521, loss: 4.0521 +2025-06-27 21:06:32,067 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 2 days, 9:49:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 4.0674, loss: 4.0674 +2025-06-27 21:07:17,772 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 2 days, 9:48:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 3.9481, loss: 3.9481 +2025-06-27 21:08:03,486 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 2 days, 9:48:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.8587, loss: 3.8587 +2025-06-27 21:08:49,497 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 2 days, 9:47:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9481, loss_cls: 3.9419, loss: 3.9419 +2025-06-27 21:09:35,226 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 2 days, 9:46:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 3.9622, loss: 3.9622 +2025-06-27 21:10:21,127 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 2 days, 9:45:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 3.8586, loss: 3.8586 +2025-06-27 21:11:06,961 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 2 days, 9:44:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9344, loss_cls: 4.1104, loss: 4.1104 +2025-06-27 21:11:52,616 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 2 days, 9:43:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 3.9343, loss: 3.9343 +2025-06-27 21:12:38,455 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 2 days, 9:42:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9594, loss_cls: 4.0187, loss: 4.0187 +2025-06-27 21:13:24,201 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 2 days, 9:42:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 4.0250, loss: 4.0250 +2025-06-27 21:14:09,904 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 2 days, 9:41:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9500, loss_cls: 4.1647, loss: 4.1647 +2025-06-27 21:14:55,650 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 2 days, 9:40:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9506, loss_cls: 4.0827, loss: 4.0827 +2025-06-27 21:15:41,372 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 2 days, 9:39:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 4.0984, loss: 4.0984 +2025-06-27 21:16:27,040 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 2 days, 9:38:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7444, top5_acc: 0.9481, loss_cls: 4.0461, loss: 4.0461 +2025-06-27 21:17:12,757 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 2 days, 9:37:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9556, loss_cls: 3.9992, loss: 3.9992 +2025-06-27 21:17:58,419 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 2 days, 9:36:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9437, loss_cls: 4.1210, loss: 4.1210 +2025-06-27 21:18:01,060 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-06-27 21:22:16,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 21:22:16,926 - pyskl - INFO - +top1_acc 0.7239 +top5_acc 0.9405 +2025-06-27 21:22:16,945 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.7239, top5_acc: 0.9405 +2025-06-27 21:23:25,670 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 2 days, 9:38:19, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 4.0092, loss: 4.0092 +2025-06-27 21:24:11,595 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 2 days, 9:37:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9656, loss_cls: 3.9009, loss: 3.9009 +2025-06-27 21:24:57,695 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 2 days, 9:36:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.8553, loss: 3.8553 +2025-06-27 21:25:43,799 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 2 days, 9:35:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 4.0474, loss: 4.0474 +2025-06-27 21:26:29,766 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 2 days, 9:34:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 4.0578, loss: 4.0578 +2025-06-27 21:27:15,694 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 2 days, 9:34:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9487, loss_cls: 4.1060, loss: 4.1060 +2025-06-27 21:28:01,587 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 2 days, 9:33:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 4.1038, loss: 4.1038 +2025-06-27 21:28:47,728 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 2 days, 9:32:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9637, loss_cls: 3.9007, loss: 3.9007 +2025-06-27 21:29:34,159 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 2 days, 9:31:41, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 3.8751, loss: 3.8751 +2025-06-27 21:30:20,342 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 2 days, 9:30:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 3.9142, loss: 3.9142 +2025-06-27 21:31:06,242 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 2 days, 9:30:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 3.9673, loss: 3.9673 +2025-06-27 21:31:52,052 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 2 days, 9:29:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 3.9188, loss: 3.9188 +2025-06-27 21:32:37,739 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 2 days, 9:28:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.9714, loss: 3.9714 +2025-06-27 21:33:23,370 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 2 days, 9:27:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9513, loss_cls: 3.9441, loss: 3.9441 +2025-06-27 21:34:08,991 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 2 days, 9:26:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9469, loss_cls: 4.0299, loss: 4.0299 +2025-06-27 21:34:54,659 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 2 days, 9:25:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 3.9128, loss: 3.9128 +2025-06-27 21:35:40,581 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 2 days, 9:24:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9600, loss_cls: 3.8372, loss: 3.8372 +2025-06-27 21:36:26,718 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 2 days, 9:24:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7369, top5_acc: 0.9569, loss_cls: 3.9636, loss: 3.9636 +2025-06-27 21:37:12,555 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 2 days, 9:23:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.9756, loss: 3.9756 +2025-06-27 21:37:58,331 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 2 days, 9:22:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9594, loss_cls: 3.9867, loss: 3.9867 +2025-06-27 21:38:44,122 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 2 days, 9:21:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 3.9380, loss: 3.9380 +2025-06-27 21:39:29,908 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 2 days, 9:20:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 3.9988, loss: 3.9988 +2025-06-27 21:40:15,698 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 2 days, 9:19:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.8369, loss: 3.8369 +2025-06-27 21:41:01,498 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 2 days, 9:18:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 4.0236, loss: 4.0236 +2025-06-27 21:41:47,436 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 2 days, 9:18:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7525, top5_acc: 0.9475, loss_cls: 4.0583, loss: 4.0583 +2025-06-27 21:42:33,527 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 2 days, 9:17:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9606, loss_cls: 4.0570, loss: 4.0570 +2025-06-27 21:43:19,605 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 2 days, 9:16:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9513, loss_cls: 3.9081, loss: 3.9081 +2025-06-27 21:44:05,679 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 2 days, 9:15:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.9302, loss: 3.9302 +2025-06-27 21:44:51,740 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 2 days, 9:14:46, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 3.8520, loss: 3.8520 +2025-06-27 21:45:37,487 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 2 days, 9:13:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9544, loss_cls: 3.9456, loss: 3.9456 +2025-06-27 21:46:23,410 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 2 days, 9:13:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9550, loss_cls: 4.0735, loss: 4.0735 +2025-06-27 21:47:09,198 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 2 days, 9:12:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7519, top5_acc: 0.9525, loss_cls: 4.0458, loss: 4.0458 +2025-06-27 21:47:55,460 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 2 days, 9:11:25, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7531, top5_acc: 0.9450, loss_cls: 3.9564, loss: 3.9564 +2025-06-27 21:48:41,554 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 2 days, 9:10:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 4.0539, loss: 4.0539 +2025-06-27 21:48:44,172 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-06-27 22:08:38,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:08:38,932 - pyskl - INFO - +top1_acc 0.7427 +top5_acc 0.9442 +2025-06-27 22:08:38,989 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_16.pth was removed +2025-06-27 22:08:40,061 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2025-06-27 22:08:40,063 - pyskl - INFO - Best top1_acc is 0.7427 at 20 epoch. +2025-06-27 22:08:40,085 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.7427, top5_acc: 0.9442 +2025-06-27 22:09:49,607 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 2 days, 9:12:02, time: 0.695, data_time: 0.237, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 3.8234, loss: 3.8234 +2025-06-27 22:10:35,406 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 2 days, 9:11:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9619, loss_cls: 3.8728, loss: 3.8728 +2025-06-27 22:11:21,299 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 2 days, 9:10:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 3.9422, loss: 3.9422 +2025-06-27 22:12:07,203 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 2 days, 9:09:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 3.9612, loss: 3.9612 +2025-06-27 22:12:52,948 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 2 days, 9:08:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 3.9132, loss: 3.9132 +2025-06-27 22:13:38,811 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 2 days, 9:07:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9625, loss_cls: 3.8390, loss: 3.8390 +2025-06-27 22:14:24,666 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 2 days, 9:06:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 3.9418, loss: 3.9418 +2025-06-27 22:15:10,409 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 2 days, 9:06:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9581, loss_cls: 3.8079, loss: 3.8079 +2025-06-27 22:15:56,166 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 2 days, 9:05:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.8428, loss: 3.8428 +2025-06-27 22:16:42,177 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 2 days, 9:04:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.8863, loss: 3.8863 +2025-06-27 22:17:28,065 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 2 days, 9:03:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 3.9521, loss: 3.9521 +2025-06-27 22:18:13,841 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 2 days, 9:02:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.9830, loss: 3.9830 +2025-06-27 22:18:59,502 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 2 days, 9:01:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.8618, loss: 3.8618 +2025-06-27 22:19:45,174 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 2 days, 9:00:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9644, loss_cls: 3.8724, loss: 3.8724 +2025-06-27 22:20:31,147 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 2 days, 9:00:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 3.8197, loss: 3.8197 +2025-06-27 22:21:17,100 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 2 days, 8:59:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 4.0114, loss: 4.0114 +2025-06-27 22:22:02,836 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 2 days, 8:58:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 4.0346, loss: 4.0346 +2025-06-27 22:22:48,617 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 2 days, 8:57:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7569, top5_acc: 0.9531, loss_cls: 3.9780, loss: 3.9780 +2025-06-27 22:23:34,390 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 2 days, 8:56:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 3.9775, loss: 3.9775 +2025-06-27 22:24:20,149 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 2 days, 8:55:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 3.9459, loss: 3.9459 +2025-06-27 22:25:05,903 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 2 days, 8:55:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 3.9094, loss: 3.9094 +2025-06-27 22:25:51,648 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 2 days, 8:54:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9519, loss_cls: 3.9141, loss: 3.9141 +2025-06-27 22:26:37,423 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 2 days, 8:53:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9581, loss_cls: 3.9965, loss: 3.9965 +2025-06-27 22:27:23,275 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 2 days, 8:52:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 3.8850, loss: 3.8850 +2025-06-27 22:28:09,015 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 2 days, 8:51:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 3.9317, loss: 3.9317 +2025-06-27 22:28:54,767 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 2 days, 8:50:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 4.0023, loss: 4.0023 +2025-06-27 22:29:40,521 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 2 days, 8:49:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 4.0701, loss: 4.0701 +2025-06-27 22:30:26,260 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 2 days, 8:49:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9569, loss_cls: 3.9822, loss: 3.9822 +2025-06-27 22:31:12,193 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 2 days, 8:48:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9556, loss_cls: 3.9354, loss: 3.9354 +2025-06-27 22:31:57,966 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 2 days, 8:47:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9519, loss_cls: 3.9177, loss: 3.9177 +2025-06-27 22:32:43,660 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 2 days, 8:46:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9556, loss_cls: 3.9429, loss: 3.9429 +2025-06-27 22:33:29,320 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 2 days, 8:45:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9487, loss_cls: 3.9991, loss: 3.9991 +2025-06-27 22:34:14,956 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 2 days, 8:44:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9481, loss_cls: 3.9779, loss: 3.9779 +2025-06-27 22:35:00,627 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 2 days, 8:43:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9537, loss_cls: 3.8902, loss: 3.8902 +2025-06-27 22:35:03,330 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-06-27 22:39:15,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 22:39:16,428 - pyskl - INFO - +top1_acc 0.7376 +top5_acc 0.9383 +2025-06-27 22:39:16,449 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.7376, top5_acc: 0.9383 +2025-06-27 22:40:25,608 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 2 days, 8:45:11, time: 0.692, data_time: 0.232, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.9427, loss: 3.9427 +2025-06-27 22:41:11,563 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 2 days, 8:44:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8417, loss: 3.8417 +2025-06-27 22:41:57,471 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 2 days, 8:43:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 3.9229, loss: 3.9229 +2025-06-27 22:42:43,486 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 2 days, 8:42:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 3.9136, loss: 3.9136 +2025-06-27 22:43:29,607 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 2 days, 8:41:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 3.9522, loss: 3.9522 +2025-06-27 22:44:15,522 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 2 days, 8:41:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 3.8107, loss: 3.8107 +2025-06-27 22:45:01,321 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 2 days, 8:40:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 3.9003, loss: 3.9003 +2025-06-27 22:45:47,174 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 2 days, 8:39:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 3.8551, loss: 3.8551 +2025-06-27 22:46:33,317 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 2 days, 8:38:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9525, loss_cls: 3.9280, loss: 3.9280 +2025-06-27 22:47:19,229 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 2 days, 8:37:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9519, loss_cls: 3.9408, loss: 3.9408 +2025-06-27 22:48:05,273 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 2 days, 8:36:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7581, top5_acc: 0.9637, loss_cls: 3.8566, loss: 3.8566 +2025-06-27 22:48:51,156 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 2 days, 8:36:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9625, loss_cls: 3.9387, loss: 3.9387 +2025-06-27 22:49:37,037 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 2 days, 8:35:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 3.9487, loss: 3.9487 +2025-06-27 22:50:23,006 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 2 days, 8:34:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.9307, loss: 3.9307 +2025-06-27 22:51:08,881 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 2 days, 8:33:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.9239, loss: 3.9239 +2025-06-27 22:51:54,688 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 2 days, 8:32:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 3.7622, loss: 3.7622 +2025-06-27 22:52:40,529 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 2 days, 8:31:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9644, loss_cls: 3.8212, loss: 3.8212 +2025-06-27 22:53:26,356 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 2 days, 8:31:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9625, loss_cls: 3.9782, loss: 3.9782 +2025-06-27 22:54:12,300 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 2 days, 8:30:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9575, loss_cls: 3.9069, loss: 3.9069 +2025-06-27 22:54:58,027 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 2 days, 8:29:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9569, loss_cls: 3.9852, loss: 3.9852 +2025-06-27 22:55:43,795 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 2 days, 8:28:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 3.9830, loss: 3.9830 +2025-06-27 22:56:29,642 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 2 days, 8:27:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.7992, loss: 3.7992 +2025-06-27 22:57:15,473 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 2 days, 8:26:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 3.9223, loss: 3.9223 +2025-06-27 22:58:01,243 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 2 days, 8:25:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9481, loss_cls: 4.0441, loss: 4.0441 +2025-06-27 22:58:47,033 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 2 days, 8:25:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9644, loss_cls: 3.7860, loss: 3.7860 +2025-06-27 22:59:32,880 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 2 days, 8:24:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9550, loss_cls: 3.9569, loss: 3.9569 +2025-06-27 23:00:18,680 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 2 days, 8:23:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9669, loss_cls: 3.9167, loss: 3.9167 +2025-06-27 23:01:04,447 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 2 days, 8:22:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 3.8588, loss: 3.8588 +2025-06-27 23:01:50,345 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 2 days, 8:21:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 4.1032, loss: 4.1032 +2025-06-27 23:02:36,127 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 2 days, 8:20:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 3.9465, loss: 3.9465 +2025-06-27 23:03:21,846 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 2 days, 8:20:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 3.8682, loss: 3.8682 +2025-06-27 23:04:07,746 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 2 days, 8:19:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9537, loss_cls: 3.8141, loss: 3.8141 +2025-06-27 23:04:53,481 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 2 days, 8:18:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9475, loss_cls: 3.9484, loss: 3.9484 +2025-06-27 23:05:39,266 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 2 days, 8:17:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 3.9556, loss: 3.9556 +2025-06-27 23:05:41,942 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-06-27 23:09:54,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:09:54,605 - pyskl - INFO - +top1_acc 0.7353 +top5_acc 0.9393 +2025-06-27 23:09:54,628 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.7353, top5_acc: 0.9393 +2025-06-27 23:11:03,904 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 2 days, 8:18:40, time: 0.693, data_time: 0.234, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 3.8664, loss: 3.8664 +2025-06-27 23:11:49,873 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 2 days, 8:17:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9563, loss_cls: 3.9227, loss: 3.9227 +2025-06-27 23:12:35,991 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 2 days, 8:17:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 3.8818, loss: 3.8818 +2025-06-27 23:13:22,055 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 2 days, 8:16:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 3.9218, loss: 3.9218 +2025-06-27 23:14:07,991 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 2 days, 8:15:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.7740, loss: 3.7740 +2025-06-27 23:14:53,821 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 2 days, 8:14:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.7659, loss: 3.7659 +2025-06-27 23:15:39,753 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 2 days, 8:13:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9581, loss_cls: 3.9027, loss: 3.9027 +2025-06-27 23:16:25,583 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 2 days, 8:12:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9625, loss_cls: 3.8513, loss: 3.8513 +2025-06-27 23:17:11,426 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 2 days, 8:12:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9519, loss_cls: 3.7980, loss: 3.7980 +2025-06-27 23:17:57,553 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 2 days, 8:11:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9506, loss_cls: 3.9341, loss: 3.9341 +2025-06-27 23:18:43,505 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 2 days, 8:10:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 4.0494, loss: 4.0494 +2025-06-27 23:19:29,510 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 2 days, 8:09:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 3.9042, loss: 3.9042 +2025-06-27 23:20:15,401 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 2 days, 8:08:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.8736, loss: 3.8736 +2025-06-27 23:21:01,221 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 2 days, 8:07:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.8628, loss: 3.8628 +2025-06-27 23:21:47,167 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 2 days, 8:07:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9506, loss_cls: 3.9186, loss: 3.9186 +2025-06-27 23:22:33,072 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 2 days, 8:06:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9525, loss_cls: 3.9450, loss: 3.9450 +2025-06-27 23:23:18,862 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 2 days, 8:05:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.8130, loss: 3.8130 +2025-06-27 23:24:04,779 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 2 days, 8:04:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.8958, loss: 3.8958 +2025-06-27 23:24:50,623 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 2 days, 8:03:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 3.8769, loss: 3.8769 +2025-06-27 23:25:36,449 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 2 days, 8:02:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9613, loss_cls: 3.9338, loss: 3.9338 +2025-06-27 23:26:22,238 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 2 days, 8:02:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.9217, loss: 3.9217 +2025-06-27 23:27:08,165 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 2 days, 8:01:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9700, loss_cls: 3.7564, loss: 3.7564 +2025-06-27 23:27:53,978 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 2 days, 8:00:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.9454, loss: 3.9454 +2025-06-27 23:28:39,699 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 2 days, 7:59:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 4.0210, loss: 4.0210 +2025-06-27 23:29:25,379 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 2 days, 7:58:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.8930, loss: 3.8930 +2025-06-27 23:30:11,159 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 2 days, 7:57:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.8338, loss: 3.8338 +2025-06-27 23:30:56,967 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 2 days, 7:56:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 4.0242, loss: 4.0242 +2025-06-27 23:31:42,670 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 2 days, 7:56:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9619, loss_cls: 3.8138, loss: 3.8138 +2025-06-27 23:32:28,499 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 2 days, 7:55:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7538, top5_acc: 0.9594, loss_cls: 3.9862, loss: 3.9862 +2025-06-27 23:33:14,303 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 2 days, 7:54:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 3.8792, loss: 3.8792 +2025-06-27 23:33:59,974 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 2 days, 7:53:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 3.9041, loss: 3.9041 +2025-06-27 23:34:45,701 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 2 days, 7:52:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9506, loss_cls: 3.9480, loss: 3.9480 +2025-06-27 23:35:31,382 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 2 days, 7:51:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9531, loss_cls: 3.9270, loss: 3.9270 +2025-06-27 23:36:17,112 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 2 days, 7:51:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9600, loss_cls: 3.9119, loss: 3.9119 +2025-06-27 23:36:19,771 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-06-27 23:40:34,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-27 23:40:35,454 - pyskl - INFO - +top1_acc 0.7165 +top5_acc 0.9322 +2025-06-27 23:40:35,473 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7165, top5_acc: 0.9322 +2025-06-27 23:41:44,840 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 2 days, 7:52:07, time: 0.694, data_time: 0.233, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.6943, loss: 3.6943 +2025-06-27 23:42:30,897 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 2 days, 7:51:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 3.9194, loss: 3.9194 +2025-06-27 23:43:16,800 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 2 days, 7:50:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.7308, loss: 3.7308 +2025-06-27 23:44:02,550 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 2 days, 7:49:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 3.7964, loss: 3.7964 +2025-06-27 23:44:48,313 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 2 days, 7:48:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 3.8540, loss: 3.8540 +2025-06-27 23:45:34,418 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 2 days, 7:47:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9650, loss_cls: 3.9126, loss: 3.9126 +2025-06-27 23:46:20,314 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 2 days, 7:47:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 3.8852, loss: 3.8852 +2025-06-27 23:47:06,149 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 2 days, 7:46:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 3.8649, loss: 3.8649 +2025-06-27 23:47:51,942 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 2 days, 7:45:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 3.8353, loss: 3.8353 +2025-06-27 23:48:37,710 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 2 days, 7:44:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7594, top5_acc: 0.9487, loss_cls: 3.9436, loss: 3.9436 +2025-06-27 23:49:23,451 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 2 days, 7:43:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7375, top5_acc: 0.9437, loss_cls: 4.1206, loss: 4.1206 +2025-06-27 23:50:09,269 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 2 days, 7:42:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 3.8949, loss: 3.8949 +2025-06-27 23:50:55,189 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 2 days, 7:42:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8920, loss: 3.8920 +2025-06-27 23:51:41,174 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 2 days, 7:41:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 3.8002, loss: 3.8002 +2025-06-27 23:52:27,188 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 2 days, 7:40:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 3.7774, loss: 3.7774 +2025-06-27 23:53:13,138 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 2 days, 7:39:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.8364, loss: 3.8364 +2025-06-27 23:53:59,118 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 2 days, 7:38:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9537, loss_cls: 3.9217, loss: 3.9217 +2025-06-27 23:54:45,222 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 2 days, 7:38:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.8717, loss: 3.8717 +2025-06-27 23:55:31,163 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 2 days, 7:37:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7512, top5_acc: 0.9619, loss_cls: 4.0240, loss: 4.0240 +2025-06-27 23:56:17,060 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 2 days, 7:36:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9700, loss_cls: 3.8772, loss: 3.8772 +2025-06-27 23:57:02,879 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 2 days, 7:35:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9600, loss_cls: 3.8559, loss: 3.8559 +2025-06-27 23:57:48,703 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 2 days, 7:34:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9556, loss_cls: 3.9739, loss: 3.9739 +2025-06-27 23:58:34,533 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 2 days, 7:33:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 3.8536, loss: 3.8536 +2025-06-27 23:59:20,335 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 2 days, 7:33:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.9284, loss: 3.9284 +2025-06-28 00:00:06,107 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 2 days, 7:32:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 3.9424, loss: 3.9424 +2025-06-28 00:00:51,906 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 2 days, 7:31:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9537, loss_cls: 3.9433, loss: 3.9433 +2025-06-28 00:01:37,756 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 2 days, 7:30:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 3.8391, loss: 3.8391 +2025-06-28 00:02:23,598 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 2 days, 7:29:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 4.0318, loss: 4.0318 +2025-06-28 00:03:09,494 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 2 days, 7:28:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7469, top5_acc: 0.9456, loss_cls: 3.9740, loss: 3.9740 +2025-06-28 00:03:55,327 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 2 days, 7:27:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.7905, loss: 3.7905 +2025-06-28 00:04:41,124 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 2 days, 7:27:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 3.8886, loss: 3.8886 +2025-06-28 00:05:26,966 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 2 days, 7:26:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7606, top5_acc: 0.9531, loss_cls: 3.9064, loss: 3.9064 +2025-06-28 00:06:12,784 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 2 days, 7:25:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 4.0469, loss: 4.0469 +2025-06-28 00:06:58,587 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 2 days, 7:24:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.8326, loss: 3.8326 +2025-06-28 00:07:01,272 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-06-28 00:11:13,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:11:13,741 - pyskl - INFO - +top1_acc 0.7418 +top5_acc 0.9452 +2025-06-28 00:11:13,763 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7418, top5_acc: 0.9452 +2025-06-28 00:12:21,952 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 2 days, 7:25:32, time: 0.682, data_time: 0.224, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.7997, loss: 3.7997 +2025-06-28 00:13:07,834 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 2 days, 7:24:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 3.7647, loss: 3.7647 +2025-06-28 00:13:53,698 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 2 days, 7:23:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 3.7659, loss: 3.7659 +2025-06-28 00:14:39,597 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 2 days, 7:23:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.7503, loss: 3.7503 +2025-06-28 00:15:25,464 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 2 days, 7:22:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9669, loss_cls: 3.8682, loss: 3.8682 +2025-06-28 00:16:11,317 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 2 days, 7:21:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.9492, loss: 3.9492 +2025-06-28 00:16:57,171 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 2 days, 7:20:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 3.8615, loss: 3.8615 +2025-06-28 00:17:43,062 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 2 days, 7:19:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 3.8495, loss: 3.8495 +2025-06-28 00:18:28,920 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 2 days, 7:18:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9575, loss_cls: 3.9881, loss: 3.9881 +2025-06-28 00:19:14,735 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 2 days, 7:18:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 3.8970, loss: 3.8970 +2025-06-28 00:20:00,549 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 2 days, 7:17:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 3.8114, loss: 3.8114 +2025-06-28 00:20:46,360 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 2 days, 7:16:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 3.8512, loss: 3.8512 +2025-06-28 00:21:32,179 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 2 days, 7:15:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.9672, loss: 3.9672 +2025-06-28 00:22:18,002 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 2 days, 7:14:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9606, loss_cls: 3.8182, loss: 3.8182 +2025-06-28 00:23:03,906 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 2 days, 7:13:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9606, loss_cls: 3.6928, loss: 3.6928 +2025-06-28 00:23:49,742 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 2 days, 7:13:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 3.9073, loss: 3.9073 +2025-06-28 00:24:35,671 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 2 days, 7:12:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.9012, loss: 3.9012 +2025-06-28 00:25:21,609 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 2 days, 7:11:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 3.7810, loss: 3.7810 +2025-06-28 00:26:07,532 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 2 days, 7:10:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9575, loss_cls: 3.8507, loss: 3.8507 +2025-06-28 00:26:53,448 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 2 days, 7:09:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 3.8668, loss: 3.8668 +2025-06-28 00:27:39,787 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 2 days, 7:08:58, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7588, top5_acc: 0.9613, loss_cls: 3.9442, loss: 3.9442 +2025-06-28 00:28:26,070 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 2 days, 7:08:10, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 3.9421, loss: 3.9421 +2025-06-28 00:29:12,292 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 2 days, 7:07:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9506, loss_cls: 3.9821, loss: 3.9821 +2025-06-28 00:29:58,432 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 2 days, 7:06:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 3.9263, loss: 3.9263 +2025-06-28 00:30:44,560 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 2 days, 7:05:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9525, loss_cls: 3.9132, loss: 3.9132 +2025-06-28 00:31:30,539 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 2 days, 7:04:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9663, loss_cls: 3.7568, loss: 3.7568 +2025-06-28 00:32:16,555 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 2 days, 7:04:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9606, loss_cls: 3.7374, loss: 3.7374 +2025-06-28 00:33:02,525 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 2 days, 7:03:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 3.7675, loss: 3.7675 +2025-06-28 00:33:48,605 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 2 days, 7:02:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9569, loss_cls: 3.8750, loss: 3.8750 +2025-06-28 00:34:34,625 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 2 days, 7:01:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.7490, loss: 3.7490 +2025-06-28 00:35:20,700 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 2 days, 7:00:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.8241, loss: 3.8241 +2025-06-28 00:36:06,682 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 2 days, 7:00:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9587, loss_cls: 3.8433, loss: 3.8433 +2025-06-28 00:36:52,805 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 2 days, 6:59:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9550, loss_cls: 3.8466, loss: 3.8466 +2025-06-28 00:37:38,630 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 2 days, 6:58:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9550, loss_cls: 3.9082, loss: 3.9082 +2025-06-28 00:37:41,292 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-06-28 00:56:44,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 00:56:45,188 - pyskl - INFO - +top1_acc 0.7639 +top5_acc 0.9490 +2025-06-28 00:56:45,240 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_20.pth was removed +2025-06-28 00:56:46,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2025-06-28 00:56:46,258 - pyskl - INFO - Best top1_acc is 0.7639 at 25 epoch. +2025-06-28 00:56:46,278 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7639, top5_acc: 0.9490 +2025-06-28 00:57:55,719 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 2 days, 6:59:19, time: 0.694, data_time: 0.234, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 3.7124, loss: 3.7124 +2025-06-28 00:58:41,821 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 2 days, 6:58:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.8590, loss: 3.8590 +2025-06-28 00:59:27,850 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 2 days, 6:57:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 3.8058, loss: 3.8058 +2025-06-28 01:00:14,088 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 2 days, 6:56:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 3.8257, loss: 3.8257 +2025-06-28 01:01:00,212 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 2 days, 6:56:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.7911, loss: 3.7911 +2025-06-28 01:01:46,414 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 2 days, 6:55:16, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9587, loss_cls: 3.9545, loss: 3.9545 +2025-06-28 01:02:32,461 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 2 days, 6:54:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.7503, loss: 3.7503 +2025-06-28 01:03:18,375 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 2 days, 6:53:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9525, loss_cls: 3.7389, loss: 3.7389 +2025-06-28 01:04:04,318 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 2 days, 6:52:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 3.9265, loss: 3.9265 +2025-06-28 01:04:50,294 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 2 days, 6:52:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 3.8189, loss: 3.8189 +2025-06-28 01:05:36,326 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 2 days, 6:51:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 3.8691, loss: 3.8691 +2025-06-28 01:06:22,324 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 2 days, 6:50:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.9912, loss: 3.9912 +2025-06-28 01:07:08,322 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 2 days, 6:49:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 3.8734, loss: 3.8734 +2025-06-28 01:07:54,291 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 2 days, 6:48:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9631, loss_cls: 3.8143, loss: 3.8143 +2025-06-28 01:08:40,432 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 2 days, 6:47:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9556, loss_cls: 3.9380, loss: 3.9380 +2025-06-28 01:09:26,585 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 2 days, 6:47:07, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9619, loss_cls: 3.8205, loss: 3.8205 +2025-06-28 01:10:12,560 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 2 days, 6:46:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9619, loss_cls: 3.8405, loss: 3.8405 +2025-06-28 01:10:58,477 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 2 days, 6:45:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9619, loss_cls: 3.8446, loss: 3.8446 +2025-06-28 01:11:44,357 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 2 days, 6:44:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9531, loss_cls: 3.7919, loss: 3.7919 +2025-06-28 01:12:30,241 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 2 days, 6:43:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 3.7699, loss: 3.7699 +2025-06-28 01:13:16,172 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 2 days, 6:43:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 3.8553, loss: 3.8553 +2025-06-28 01:14:02,036 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 2 days, 6:42:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 3.9384, loss: 3.9384 +2025-06-28 01:14:47,916 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 2 days, 6:41:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 3.8419, loss: 3.8419 +2025-06-28 01:15:33,843 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 2 days, 6:40:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 3.8430, loss: 3.8430 +2025-06-28 01:16:19,809 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 2 days, 6:39:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 3.9112, loss: 3.9112 +2025-06-28 01:17:05,717 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 2 days, 6:38:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 3.9189, loss: 3.9189 +2025-06-28 01:17:51,670 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 2 days, 6:38:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 3.8086, loss: 3.8086 +2025-06-28 01:18:37,654 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 2 days, 6:37:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.8202, loss: 3.8202 +2025-06-28 01:19:23,702 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 2 days, 6:36:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9550, loss_cls: 3.8532, loss: 3.8532 +2025-06-28 01:20:09,703 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 2 days, 6:35:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7644, top5_acc: 0.9556, loss_cls: 3.8380, loss: 3.8380 +2025-06-28 01:20:55,653 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 2 days, 6:34:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9544, loss_cls: 3.8632, loss: 3.8632 +2025-06-28 01:21:41,664 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 2 days, 6:33:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 3.7956, loss: 3.7956 +2025-06-28 01:22:27,816 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 2 days, 6:33:11, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 3.8583, loss: 3.8583 +2025-06-28 01:23:13,821 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 2 days, 6:32:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7462, top5_acc: 0.9556, loss_cls: 4.0028, loss: 4.0028 +2025-06-28 01:23:16,518 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-06-28 01:27:31,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:27:32,106 - pyskl - INFO - +top1_acc 0.7162 +top5_acc 0.9415 +2025-06-28 01:27:32,129 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7162, top5_acc: 0.9415 +2025-06-28 01:28:40,965 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 2 days, 6:33:08, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 3.8637, loss: 3.8637 +2025-06-28 01:29:26,930 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 2 days, 6:32:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9631, loss_cls: 3.7633, loss: 3.7633 +2025-06-28 01:30:12,786 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 2 days, 6:31:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9563, loss_cls: 3.7854, loss: 3.7854 +2025-06-28 01:30:58,768 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 2 days, 6:30:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.8740, loss: 3.8740 +2025-06-28 01:31:44,665 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 2 days, 6:29:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 3.7784, loss: 3.7784 +2025-06-28 01:32:30,563 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 2 days, 6:29:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9481, loss_cls: 3.8197, loss: 3.8197 +2025-06-28 01:33:16,567 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 2 days, 6:28:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 3.7572, loss: 3.7572 +2025-06-28 01:34:02,544 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 2 days, 6:27:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9575, loss_cls: 3.7649, loss: 3.7649 +2025-06-28 01:34:48,406 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 2 days, 6:26:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.6994, loss: 3.6994 +2025-06-28 01:35:34,139 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 2 days, 6:25:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 3.9298, loss: 3.9298 +2025-06-28 01:36:19,904 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 2 days, 6:24:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9537, loss_cls: 3.9412, loss: 3.9412 +2025-06-28 01:37:05,665 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 2 days, 6:24:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 3.8730, loss: 3.8730 +2025-06-28 01:37:51,416 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 2 days, 6:23:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 3.8671, loss: 3.8671 +2025-06-28 01:38:37,201 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 2 days, 6:22:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 3.8292, loss: 3.8292 +2025-06-28 01:39:23,001 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 2 days, 6:21:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9675, loss_cls: 3.6741, loss: 3.6741 +2025-06-28 01:40:08,768 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 2 days, 6:20:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 3.8647, loss: 3.8647 +2025-06-28 01:40:54,536 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 2 days, 6:19:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9712, loss_cls: 3.8402, loss: 3.8402 +2025-06-28 01:41:40,306 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 2 days, 6:19:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 3.9584, loss: 3.9584 +2025-06-28 01:42:26,097 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 2 days, 6:18:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 3.7532, loss: 3.7532 +2025-06-28 01:43:11,858 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 2 days, 6:17:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9506, loss_cls: 3.8436, loss: 3.8436 +2025-06-28 01:43:57,604 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 2 days, 6:16:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.8482, loss: 3.8482 +2025-06-28 01:44:43,354 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 2 days, 6:15:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.8344, loss: 3.8344 +2025-06-28 01:45:29,110 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 2 days, 6:14:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9525, loss_cls: 3.7632, loss: 3.7632 +2025-06-28 01:46:14,884 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 2 days, 6:14:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9650, loss_cls: 3.8459, loss: 3.8459 +2025-06-28 01:47:00,592 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 2 days, 6:13:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 3.8416, loss: 3.8416 +2025-06-28 01:47:46,379 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 2 days, 6:12:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 3.7907, loss: 3.7907 +2025-06-28 01:48:32,322 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 2 days, 6:11:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9669, loss_cls: 3.8285, loss: 3.8285 +2025-06-28 01:49:18,097 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 2 days, 6:10:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 3.7422, loss: 3.7422 +2025-06-28 01:50:03,954 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 2 days, 6:09:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9563, loss_cls: 3.8126, loss: 3.8126 +2025-06-28 01:50:49,690 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 2 days, 6:09:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 4.0036, loss: 4.0036 +2025-06-28 01:51:35,466 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 2 days, 6:08:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 3.8489, loss: 3.8489 +2025-06-28 01:52:21,324 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 2 days, 6:07:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 3.9692, loss: 3.9692 +2025-06-28 01:53:07,162 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 2 days, 6:06:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9619, loss_cls: 3.9058, loss: 3.9058 +2025-06-28 01:53:52,874 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 2 days, 6:05:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 3.9210, loss: 3.9210 +2025-06-28 01:53:55,553 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-06-28 01:58:10,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 01:58:10,808 - pyskl - INFO - +top1_acc 0.7204 +top5_acc 0.9362 +2025-06-28 01:58:10,831 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7204, top5_acc: 0.9362 +2025-06-28 01:59:19,891 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 2 days, 6:06:29, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9556, loss_cls: 3.8638, loss: 3.8638 +2025-06-28 02:00:05,946 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 2 days, 6:05:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 3.6824, loss: 3.6824 +2025-06-28 02:00:52,203 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 2 days, 6:04:53, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.7449, loss: 3.7449 +2025-06-28 02:01:38,326 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 2 days, 6:04:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.7791, loss: 3.7791 +2025-06-28 02:02:24,343 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 2 days, 6:03:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.7134, loss: 3.7134 +2025-06-28 02:03:10,318 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 2 days, 6:02:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 3.8905, loss: 3.8905 +2025-06-28 02:03:56,313 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 2 days, 6:01:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.7002, loss: 3.7002 +2025-06-28 02:04:42,563 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 2 days, 6:00:50, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9719, loss_cls: 3.8156, loss: 3.8156 +2025-06-28 02:05:28,737 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 2 days, 6:00:02, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 3.8363, loss: 3.8363 +2025-06-28 02:06:14,927 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 2 days, 5:59:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9688, loss_cls: 3.7582, loss: 3.7582 +2025-06-28 02:07:01,070 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 2 days, 5:58:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 3.7584, loss: 3.7584 +2025-06-28 02:07:47,051 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 2 days, 5:57:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.7175, loss: 3.7175 +2025-06-28 02:08:33,061 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 2 days, 5:56:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 3.8096, loss: 3.8096 +2025-06-28 02:09:18,992 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 2 days, 5:55:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 3.8566, loss: 3.8566 +2025-06-28 02:10:04,965 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 2 days, 5:55:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.8124, loss: 3.8124 +2025-06-28 02:10:50,855 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 2 days, 5:54:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 3.8045, loss: 3.8045 +2025-06-28 02:11:36,799 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 2 days, 5:53:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9569, loss_cls: 3.6765, loss: 3.6765 +2025-06-28 02:12:22,787 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 2 days, 5:52:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7133, loss: 3.7133 +2025-06-28 02:13:08,812 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 2 days, 5:51:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 3.7080, loss: 3.7080 +2025-06-28 02:13:54,729 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 2 days, 5:51:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9531, loss_cls: 3.7834, loss: 3.7834 +2025-06-28 02:14:40,640 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 2 days, 5:50:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.7401, loss: 3.7401 +2025-06-28 02:15:26,547 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 2 days, 5:49:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9650, loss_cls: 3.7652, loss: 3.7652 +2025-06-28 02:16:12,450 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 2 days, 5:48:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9731, loss_cls: 3.7900, loss: 3.7900 +2025-06-28 02:16:58,415 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 2 days, 5:47:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.8275, loss: 3.8275 +2025-06-28 02:17:44,322 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 2 days, 5:47:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7650, top5_acc: 0.9525, loss_cls: 3.9077, loss: 3.9077 +2025-06-28 02:18:30,212 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 2 days, 5:46:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 3.9084, loss: 3.9084 +2025-06-28 02:19:16,293 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 2 days, 5:45:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7544, top5_acc: 0.9594, loss_cls: 3.9461, loss: 3.9461 +2025-06-28 02:20:02,350 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 2 days, 5:44:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7181, top5_acc: 0.9469, loss_cls: 4.0763, loss: 4.0763 +2025-06-28 02:20:48,286 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 2 days, 5:43:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 3.7548, loss: 3.7548 +2025-06-28 02:21:34,395 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 2 days, 5:42:56, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 3.7648, loss: 3.7648 +2025-06-28 02:22:20,453 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 2 days, 5:42:08, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 3.7850, loss: 3.7850 +2025-06-28 02:23:06,344 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 2 days, 5:41:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9469, loss_cls: 3.9518, loss: 3.9518 +2025-06-28 02:23:52,296 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 2 days, 5:40:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 3.8429, loss: 3.8429 +2025-06-28 02:24:38,330 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 2 days, 5:39:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9606, loss_cls: 3.7911, loss: 3.7911 +2025-06-28 02:24:40,985 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-06-28 02:28:53,542 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:28:54,101 - pyskl - INFO - +top1_acc 0.7470 +top5_acc 0.9475 +2025-06-28 02:28:54,123 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7470, top5_acc: 0.9475 +2025-06-28 02:30:03,565 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 2 days, 5:40:22, time: 0.694, data_time: 0.235, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 3.5629, loss: 3.5629 +2025-06-28 02:30:49,508 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 2 days, 5:39:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9600, loss_cls: 3.7608, loss: 3.7608 +2025-06-28 02:31:35,398 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 2 days, 5:38:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.7646, loss: 3.7646 +2025-06-28 02:32:21,406 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 2 days, 5:37:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9619, loss_cls: 3.9056, loss: 3.9056 +2025-06-28 02:33:07,438 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 2 days, 5:37:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 3.7994, loss: 3.7994 +2025-06-28 02:33:53,469 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 2 days, 5:36:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 3.8173, loss: 3.8173 +2025-06-28 02:34:39,533 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 2 days, 5:35:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 3.8003, loss: 3.8003 +2025-06-28 02:35:25,460 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 2 days, 5:34:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 3.8242, loss: 3.8242 +2025-06-28 02:36:11,412 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 2 days, 5:33:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.7878, loss: 3.7878 +2025-06-28 02:36:57,379 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 2 days, 5:33:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 3.7616, loss: 3.7616 +2025-06-28 02:37:43,317 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 2 days, 5:32:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.8504, loss: 3.8504 +2025-06-28 02:38:29,358 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 2 days, 5:31:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.8089, loss: 3.8089 +2025-06-28 02:39:15,383 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 2 days, 5:30:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 3.9056, loss: 3.9056 +2025-06-28 02:40:01,437 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 2 days, 5:29:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.7449, loss: 3.7449 +2025-06-28 02:40:47,438 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 2 days, 5:28:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9606, loss_cls: 3.7844, loss: 3.7844 +2025-06-28 02:41:33,450 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 2 days, 5:28:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9594, loss_cls: 3.7181, loss: 3.7181 +2025-06-28 02:42:19,378 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 2 days, 5:27:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 3.8493, loss: 3.8493 +2025-06-28 02:43:05,253 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 2 days, 5:26:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9575, loss_cls: 3.7516, loss: 3.7516 +2025-06-28 02:43:51,185 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 2 days, 5:25:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7562, top5_acc: 0.9600, loss_cls: 3.9430, loss: 3.9430 +2025-06-28 02:44:37,102 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 2 days, 5:24:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9506, loss_cls: 3.8734, loss: 3.8734 +2025-06-28 02:45:23,034 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 2 days, 5:24:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 3.8614, loss: 3.8614 +2025-06-28 02:46:08,974 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 2 days, 5:23:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7362, top5_acc: 0.9481, loss_cls: 4.0168, loss: 4.0168 +2025-06-28 02:46:54,906 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 2 days, 5:22:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 3.8149, loss: 3.8149 +2025-06-28 02:47:40,862 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 2 days, 5:21:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 3.7287, loss: 3.7287 +2025-06-28 02:48:26,814 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 2 days, 5:20:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 3.9137, loss: 3.9137 +2025-06-28 02:49:12,844 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 2 days, 5:20:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.7197, loss: 3.7197 +2025-06-28 02:49:58,849 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 2 days, 5:19:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7500, top5_acc: 0.9619, loss_cls: 3.7854, loss: 3.7854 +2025-06-28 02:50:45,009 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 2 days, 5:18:24, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 3.8093, loss: 3.8093 +2025-06-28 02:51:30,982 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 2 days, 5:17:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9600, loss_cls: 3.8330, loss: 3.8330 +2025-06-28 02:52:16,862 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 2 days, 5:16:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.8149, loss: 3.8149 +2025-06-28 02:53:02,774 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 2 days, 5:15:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 3.7854, loss: 3.7854 +2025-06-28 02:53:48,754 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 2 days, 5:15:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 3.6981, loss: 3.6981 +2025-06-28 02:54:34,635 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 2 days, 5:14:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.7519, loss: 3.7519 +2025-06-28 02:55:20,464 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 2 days, 5:13:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.8032, loss: 3.8032 +2025-06-28 02:55:23,048 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-06-28 02:59:33,465 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 02:59:34,013 - pyskl - INFO - +top1_acc 0.7581 +top5_acc 0.9455 +2025-06-28 02:59:34,036 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.7581, top5_acc: 0.9455 +2025-06-28 03:00:42,904 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 2 days, 5:14:04, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.8091, loss: 3.8091 +2025-06-28 03:01:28,641 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 2 days, 5:13:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9606, loss_cls: 3.7203, loss: 3.7203 +2025-06-28 03:02:14,431 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 2 days, 5:12:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9731, loss_cls: 3.7407, loss: 3.7407 +2025-06-28 03:03:00,260 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 2 days, 5:11:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9600, loss_cls: 3.8152, loss: 3.8152 +2025-06-28 03:03:46,129 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 2 days, 5:10:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.6754, loss: 3.6754 +2025-06-28 03:04:32,010 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 2 days, 5:09:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.7534, loss: 3.7534 +2025-06-28 03:05:17,850 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 2 days, 5:09:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 3.8035, loss: 3.8035 +2025-06-28 03:06:03,714 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 2 days, 5:08:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9519, loss_cls: 3.7593, loss: 3.7593 +2025-06-28 03:06:49,581 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 2 days, 5:07:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9569, loss_cls: 3.8683, loss: 3.8683 +2025-06-28 03:07:35,449 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 2 days, 5:06:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9537, loss_cls: 3.8117, loss: 3.8117 +2025-06-28 03:08:21,330 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 2 days, 5:05:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 3.7263, loss: 3.7263 +2025-06-28 03:09:07,216 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 2 days, 5:05:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 3.7402, loss: 3.7402 +2025-06-28 03:09:53,129 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 2 days, 5:04:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.7429, loss: 3.7429 +2025-06-28 03:10:39,018 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 2 days, 5:03:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 3.8896, loss: 3.8896 +2025-06-28 03:11:24,938 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 2 days, 5:02:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 3.7736, loss: 3.7736 +2025-06-28 03:12:10,958 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 2 days, 5:01:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 3.6799, loss: 3.6799 +2025-06-28 03:12:57,029 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 2 days, 5:00:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.7998, loss: 3.7998 +2025-06-28 03:13:43,151 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 2 days, 5:00:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 3.8508, loss: 3.8508 +2025-06-28 03:14:29,099 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 2 days, 4:59:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 3.7402, loss: 3.7402 +2025-06-28 03:15:15,174 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 2 days, 4:58:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 3.8756, loss: 3.8756 +2025-06-28 03:16:01,142 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 2 days, 4:57:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 3.8529, loss: 3.8529 +2025-06-28 03:16:47,057 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 2 days, 4:56:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.8263, loss: 3.8263 +2025-06-28 03:17:32,954 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 2 days, 4:56:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9563, loss_cls: 3.7978, loss: 3.7978 +2025-06-28 03:18:18,880 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 2 days, 4:55:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 3.8190, loss: 3.8190 +2025-06-28 03:19:04,809 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 2 days, 4:54:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9681, loss_cls: 3.7963, loss: 3.7963 +2025-06-28 03:19:51,020 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 2 days, 4:53:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9606, loss_cls: 3.7380, loss: 3.7380 +2025-06-28 03:20:37,241 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 2 days, 4:52:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9537, loss_cls: 3.9005, loss: 3.9005 +2025-06-28 03:21:23,271 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 2 days, 4:52:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 3.7325, loss: 3.7325 +2025-06-28 03:22:09,278 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 2 days, 4:51:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 3.8582, loss: 3.8582 +2025-06-28 03:22:55,475 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 2 days, 4:50:28, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9706, loss_cls: 3.7109, loss: 3.7109 +2025-06-28 03:23:41,666 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 2 days, 4:49:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.7601, loss: 3.7601 +2025-06-28 03:24:27,679 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 2 days, 4:48:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 3.7482, loss: 3.7482 +2025-06-28 03:25:13,597 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 2 days, 4:48:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7631, top5_acc: 0.9656, loss_cls: 3.8057, loss: 3.8057 +2025-06-28 03:25:59,570 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 2 days, 4:47:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.7615, loss: 3.7615 +2025-06-28 03:26:02,215 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-06-28 03:45:25,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 03:45:25,921 - pyskl - INFO - +top1_acc 0.7572 +top5_acc 0.9507 +2025-06-28 03:45:25,943 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7572, top5_acc: 0.9507 +2025-06-28 03:46:34,852 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 2 days, 4:47:45, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 3.8117, loss: 3.8117 +2025-06-28 03:47:20,634 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 2 days, 4:46:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.7078, loss: 3.7078 +2025-06-28 03:48:06,457 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 2 days, 4:46:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 3.6224, loss: 3.6224 +2025-06-28 03:48:52,220 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 2 days, 4:45:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 3.8144, loss: 3.8144 +2025-06-28 03:49:38,271 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 2 days, 4:44:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.6864, loss: 3.6864 +2025-06-28 03:50:24,090 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 2 days, 4:43:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9600, loss_cls: 3.6442, loss: 3.6442 +2025-06-28 03:51:09,904 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 2 days, 4:42:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 3.7642, loss: 3.7642 +2025-06-28 03:51:55,749 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 2 days, 4:42:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7127, loss: 3.7127 +2025-06-28 03:52:41,566 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 2 days, 4:41:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.8213, loss: 3.8213 +2025-06-28 03:53:27,137 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 2 days, 4:40:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9675, loss_cls: 3.6953, loss: 3.6953 +2025-06-28 03:54:12,906 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 2 days, 4:39:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 3.8338, loss: 3.8338 +2025-06-28 03:54:58,642 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 2 days, 4:38:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 3.6763, loss: 3.6763 +2025-06-28 03:55:44,766 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 2 days, 4:37:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.6991, loss: 3.6991 +2025-06-28 03:56:30,650 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 2 days, 4:37:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 3.8021, loss: 3.8021 +2025-06-28 03:57:16,523 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 2 days, 4:36:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 3.6670, loss: 3.6670 +2025-06-28 03:58:02,442 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 2 days, 4:35:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9531, loss_cls: 3.8499, loss: 3.8499 +2025-06-28 03:58:48,328 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 2 days, 4:34:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.8622, loss: 3.8622 +2025-06-28 03:59:34,335 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 2 days, 4:33:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9587, loss_cls: 3.7241, loss: 3.7241 +2025-06-28 04:00:20,349 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 2 days, 4:33:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 3.8448, loss: 3.8448 +2025-06-28 04:01:06,246 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 2 days, 4:32:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 3.7329, loss: 3.7329 +2025-06-28 04:01:52,071 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 2 days, 4:31:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 3.8141, loss: 3.8141 +2025-06-28 04:02:37,827 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 2 days, 4:30:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 3.8231, loss: 3.8231 +2025-06-28 04:03:23,513 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 2 days, 4:29:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 3.8820, loss: 3.8820 +2025-06-28 04:04:09,443 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 2 days, 4:28:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 3.7859, loss: 3.7859 +2025-06-28 04:04:55,514 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 2 days, 4:28:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.7716, loss: 3.7716 +2025-06-28 04:05:41,431 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 2 days, 4:27:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 3.7737, loss: 3.7737 +2025-06-28 04:06:27,433 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 2 days, 4:26:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 3.6752, loss: 3.6752 +2025-06-28 04:07:13,267 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 2 days, 4:25:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9513, loss_cls: 3.8501, loss: 3.8501 +2025-06-28 04:07:59,061 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 2 days, 4:24:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9494, loss_cls: 3.8182, loss: 3.8182 +2025-06-28 04:08:45,106 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 2 days, 4:24:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.6168, loss: 3.6168 +2025-06-28 04:09:31,185 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 2 days, 4:23:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9644, loss_cls: 3.7973, loss: 3.7973 +2025-06-28 04:10:17,205 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 2 days, 4:22:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9544, loss_cls: 3.7576, loss: 3.7576 +2025-06-28 04:11:03,082 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 2 days, 4:21:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 3.8514, loss: 3.8514 +2025-06-28 04:11:48,929 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 2 days, 4:20:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.8078, loss: 3.8078 +2025-06-28 04:11:51,613 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-06-28 04:16:03,038 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:16:03,593 - pyskl - INFO - +top1_acc 0.7672 +top5_acc 0.9518 +2025-06-28 04:16:03,646 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_25.pth was removed +2025-06-28 04:16:04,724 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2025-06-28 04:16:04,725 - pyskl - INFO - Best top1_acc is 0.7672 at 31 epoch. +2025-06-28 04:16:04,747 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7672, top5_acc: 0.9518 +2025-06-28 04:17:13,478 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 2 days, 4:21:15, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.6544, loss: 3.6544 +2025-06-28 04:17:59,161 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 2 days, 4:20:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9625, loss_cls: 3.6616, loss: 3.6616 +2025-06-28 04:18:44,993 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 2 days, 4:19:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 3.7996, loss: 3.7996 +2025-06-28 04:19:31,017 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 2 days, 4:18:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.6310, loss: 3.6310 +2025-06-28 04:20:16,897 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 2 days, 4:17:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.6192, loss: 3.6192 +2025-06-28 04:21:02,655 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 2 days, 4:17:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.8755, loss: 3.8755 +2025-06-28 04:21:48,366 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 2 days, 4:16:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9706, loss_cls: 3.7434, loss: 3.7434 +2025-06-28 04:22:34,072 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 2 days, 4:15:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 3.7446, loss: 3.7446 +2025-06-28 04:23:19,845 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 2 days, 4:14:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 3.8019, loss: 3.8019 +2025-06-28 04:24:05,533 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 2 days, 4:13:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.8670, loss: 3.8670 +2025-06-28 04:24:51,242 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 2 days, 4:13:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.6226, loss: 3.6226 +2025-06-28 04:25:36,939 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 2 days, 4:12:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.7240, loss: 3.7240 +2025-06-28 04:26:22,639 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 2 days, 4:11:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.6539, loss: 3.6539 +2025-06-28 04:27:08,287 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 2 days, 4:10:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.7795, loss: 3.7795 +2025-06-28 04:27:54,059 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 2 days, 4:09:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 3.7877, loss: 3.7877 +2025-06-28 04:28:39,909 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 2 days, 4:08:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.7599, loss: 3.7599 +2025-06-28 04:29:25,673 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 2 days, 4:08:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9563, loss_cls: 3.7414, loss: 3.7414 +2025-06-28 04:30:11,370 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 2 days, 4:07:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 3.7893, loss: 3.7893 +2025-06-28 04:30:57,154 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 2 days, 4:06:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.8150, loss: 3.8150 +2025-06-28 04:31:42,809 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 2 days, 4:05:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 3.7872, loss: 3.7872 +2025-06-28 04:32:28,510 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 2 days, 4:04:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 3.5968, loss: 3.5968 +2025-06-28 04:33:14,457 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 2 days, 4:03:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.8128, loss: 3.8128 +2025-06-28 04:34:00,256 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 2 days, 4:03:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 3.7699, loss: 3.7699 +2025-06-28 04:34:46,102 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 2 days, 4:02:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 3.7307, loss: 3.7307 +2025-06-28 04:35:31,897 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 2 days, 4:01:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6508, loss: 3.6508 +2025-06-28 04:36:17,744 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 2 days, 4:00:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9556, loss_cls: 3.7606, loss: 3.7606 +2025-06-28 04:37:03,509 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 2 days, 3:59:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9513, loss_cls: 3.8576, loss: 3.8576 +2025-06-28 04:37:49,321 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 2 days, 3:59:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 3.8540, loss: 3.8540 +2025-06-28 04:38:35,020 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 2 days, 3:58:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 3.8567, loss: 3.8567 +2025-06-28 04:39:20,826 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 2 days, 3:57:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.7126, loss: 3.7126 +2025-06-28 04:40:06,704 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 2 days, 3:56:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 3.6733, loss: 3.6733 +2025-06-28 04:40:52,508 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 2 days, 3:55:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7719, top5_acc: 0.9587, loss_cls: 3.7714, loss: 3.7714 +2025-06-28 04:41:38,355 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 2 days, 3:54:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 3.8631, loss: 3.8631 +2025-06-28 04:42:24,217 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 2 days, 3:54:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.7461, loss: 3.7461 +2025-06-28 04:42:26,875 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-06-28 04:46:38,260 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 04:46:38,798 - pyskl - INFO - +top1_acc 0.7259 +top5_acc 0.9373 +2025-06-28 04:46:38,818 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7259, top5_acc: 0.9373 +2025-06-28 04:47:47,207 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 2 days, 3:54:32, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9675, loss_cls: 3.6764, loss: 3.6764 +2025-06-28 04:48:32,934 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 2 days, 3:53:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.6967, loss: 3.6967 +2025-06-28 04:49:18,707 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 2 days, 3:52:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.7976, loss: 3.7976 +2025-06-28 04:50:04,426 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 2 days, 3:52:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 3.7189, loss: 3.7189 +2025-06-28 04:50:50,051 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 2 days, 3:51:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 3.7711, loss: 3.7711 +2025-06-28 04:51:35,691 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 2 days, 3:50:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9600, loss_cls: 3.7523, loss: 3.7523 +2025-06-28 04:52:21,350 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 2 days, 3:49:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 3.8178, loss: 3.8178 +2025-06-28 04:53:07,213 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 2 days, 3:48:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 3.6835, loss: 3.6835 +2025-06-28 04:53:52,936 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 2 days, 3:47:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.8288, loss: 3.8288 +2025-06-28 04:54:38,599 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 2 days, 3:47:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.6129, loss: 3.6129 +2025-06-28 04:55:24,275 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 2 days, 3:46:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 3.6944, loss: 3.6944 +2025-06-28 04:56:09,943 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 2 days, 3:45:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.7360, loss: 3.7360 +2025-06-28 04:56:55,671 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 2 days, 3:44:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 3.9057, loss: 3.9057 +2025-06-28 04:57:41,335 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 2 days, 3:43:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 3.6442, loss: 3.6442 +2025-06-28 04:58:26,957 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 2 days, 3:42:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 3.8290, loss: 3.8290 +2025-06-28 04:59:12,540 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 2 days, 3:42:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.7356, loss: 3.7356 +2025-06-28 04:59:58,288 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 2 days, 3:41:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.8063, loss: 3.8063 +2025-06-28 05:00:43,757 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 2 days, 3:40:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 3.8048, loss: 3.8048 +2025-06-28 05:01:29,397 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 2 days, 3:39:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9619, loss_cls: 3.7304, loss: 3.7304 +2025-06-28 05:02:15,045 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 2 days, 3:38:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.6838, loss: 3.6838 +2025-06-28 05:03:00,702 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 2 days, 3:38:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.7790, loss: 3.7790 +2025-06-28 05:03:46,450 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 2 days, 3:37:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 3.9005, loss: 3.9005 +2025-06-28 05:04:32,164 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 2 days, 3:36:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9587, loss_cls: 3.7516, loss: 3.7516 +2025-06-28 05:05:17,938 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 2 days, 3:35:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 3.7626, loss: 3.7626 +2025-06-28 05:06:03,673 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 2 days, 3:34:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9537, loss_cls: 3.8279, loss: 3.8279 +2025-06-28 05:06:49,423 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 2 days, 3:33:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 3.8516, loss: 3.8516 +2025-06-28 05:07:35,505 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 2 days, 3:33:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 3.6857, loss: 3.6857 +2025-06-28 05:08:21,310 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 2 days, 3:32:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 3.8142, loss: 3.8142 +2025-06-28 05:09:07,147 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 2 days, 3:31:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.6410, loss: 3.6410 +2025-06-28 05:09:52,911 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 2 days, 3:30:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 3.7779, loss: 3.7779 +2025-06-28 05:10:38,728 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 2 days, 3:29:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7669, top5_acc: 0.9600, loss_cls: 3.9379, loss: 3.9379 +2025-06-28 05:11:24,506 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 2 days, 3:29:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 3.6646, loss: 3.6646 +2025-06-28 05:12:10,246 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 2 days, 3:28:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.7803, loss: 3.7803 +2025-06-28 05:12:56,091 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 2 days, 3:27:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9700, loss_cls: 3.6354, loss: 3.6354 +2025-06-28 05:12:58,735 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-06-28 05:17:12,526 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:17:13,077 - pyskl - INFO - +top1_acc 0.7459 +top5_acc 0.9441 +2025-06-28 05:17:13,100 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7459, top5_acc: 0.9441 +2025-06-28 05:18:21,528 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 2 days, 3:27:44, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.5830, loss: 3.5830 +2025-06-28 05:19:07,410 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 2 days, 3:26:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.6039, loss: 3.6039 +2025-06-28 05:19:53,177 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 2 days, 3:26:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7662, top5_acc: 0.9675, loss_cls: 3.8281, loss: 3.8281 +2025-06-28 05:20:38,906 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 2 days, 3:25:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 3.7044, loss: 3.7044 +2025-06-28 05:21:24,653 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 2 days, 3:24:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.7308, loss: 3.7308 +2025-06-28 05:22:10,446 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 2 days, 3:23:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 3.7775, loss: 3.7775 +2025-06-28 05:22:56,264 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 2 days, 3:22:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9613, loss_cls: 3.7374, loss: 3.7374 +2025-06-28 05:23:42,054 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 2 days, 3:22:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9712, loss_cls: 3.6841, loss: 3.6841 +2025-06-28 05:24:27,842 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 2 days, 3:21:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 3.5434, loss: 3.5434 +2025-06-28 05:25:13,631 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 2 days, 3:20:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 3.6724, loss: 3.6724 +2025-06-28 05:25:59,344 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 2 days, 3:19:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.7386, loss: 3.7386 +2025-06-28 05:26:45,071 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 2 days, 3:18:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9569, loss_cls: 3.7762, loss: 3.7762 +2025-06-28 05:27:30,734 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 2 days, 3:17:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 3.7078, loss: 3.7078 +2025-06-28 05:28:16,397 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 2 days, 3:17:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 3.6435, loss: 3.6435 +2025-06-28 05:29:02,103 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 2 days, 3:16:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.7440, loss: 3.7440 +2025-06-28 05:29:47,858 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 2 days, 3:15:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.5777, loss: 3.5777 +2025-06-28 05:30:33,585 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 2 days, 3:14:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7732, loss: 3.7732 +2025-06-28 05:31:19,287 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 2 days, 3:13:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7430, loss: 3.7430 +2025-06-28 05:32:05,006 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 2 days, 3:12:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 3.6945, loss: 3.6945 +2025-06-28 05:32:50,786 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 2 days, 3:12:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 3.6224, loss: 3.6224 +2025-06-28 05:33:36,447 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 2 days, 3:11:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 3.7269, loss: 3.7269 +2025-06-28 05:34:22,143 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 2 days, 3:10:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9619, loss_cls: 3.6874, loss: 3.6874 +2025-06-28 05:35:07,850 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 2 days, 3:09:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 3.6685, loss: 3.6685 +2025-06-28 05:35:53,514 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 2 days, 3:08:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9525, loss_cls: 3.8965, loss: 3.8965 +2025-06-28 05:36:39,306 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 2 days, 3:08:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.7797, loss: 3.7797 +2025-06-28 05:37:25,065 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 2 days, 3:07:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.8527, loss: 3.8527 +2025-06-28 05:38:10,719 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 2 days, 3:06:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9575, loss_cls: 3.8433, loss: 3.8433 +2025-06-28 05:38:56,197 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 2 days, 3:05:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9688, loss_cls: 3.7255, loss: 3.7255 +2025-06-28 05:39:41,745 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 2 days, 3:04:46, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9525, loss_cls: 3.8494, loss: 3.8494 +2025-06-28 05:40:27,292 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 2 days, 3:03:56, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.7000, loss: 3.7000 +2025-06-28 05:41:12,836 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 2 days, 3:03:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7712, top5_acc: 0.9525, loss_cls: 3.8530, loss: 3.8530 +2025-06-28 05:41:58,524 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 2 days, 3:02:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 3.8088, loss: 3.8088 +2025-06-28 05:42:44,233 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 2 days, 3:01:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9575, loss_cls: 3.8261, loss: 3.8261 +2025-06-28 05:43:29,760 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 2 days, 3:00:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7128, loss: 3.7128 +2025-06-28 05:43:32,351 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-06-28 05:47:42,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 05:47:43,409 - pyskl - INFO - +top1_acc 0.7709 +top5_acc 0.9538 +2025-06-28 05:47:43,462 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_31.pth was removed +2025-06-28 05:47:44,435 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. +2025-06-28 05:47:44,437 - pyskl - INFO - Best top1_acc is 0.7709 at 34 epoch. +2025-06-28 05:47:44,458 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7709, top5_acc: 0.9538 +2025-06-28 05:48:52,970 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 2 days, 3:00:56, time: 0.685, data_time: 0.226, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9644, loss_cls: 3.6596, loss: 3.6596 +2025-06-28 05:49:38,685 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 2 days, 3:00:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 3.5958, loss: 3.5958 +2025-06-28 05:50:24,475 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 2 days, 2:59:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 3.6692, loss: 3.6692 +2025-06-28 05:51:10,264 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 2 days, 2:58:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.6602, loss: 3.6602 +2025-06-28 05:51:56,052 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 2 days, 2:57:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.6289, loss: 3.6289 +2025-06-28 05:52:41,828 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 2 days, 2:56:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9587, loss_cls: 3.7516, loss: 3.7516 +2025-06-28 05:53:27,654 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 2 days, 2:56:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 3.7211, loss: 3.7211 +2025-06-28 05:54:13,482 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 2 days, 2:55:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.7457, loss: 3.7457 +2025-06-28 05:54:59,377 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 2 days, 2:54:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 3.5660, loss: 3.5660 +2025-06-28 05:55:45,367 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 2 days, 2:53:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9563, loss_cls: 3.7792, loss: 3.7792 +2025-06-28 05:56:31,367 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 2 days, 2:52:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 3.6687, loss: 3.6687 +2025-06-28 05:57:17,251 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 2 days, 2:52:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 3.7688, loss: 3.7688 +2025-06-28 05:58:03,150 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 2 days, 2:51:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.8049, loss: 3.8049 +2025-06-28 05:58:49,068 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 2 days, 2:50:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 3.6442, loss: 3.6442 +2025-06-28 05:59:34,930 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 2 days, 2:49:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 3.6605, loss: 3.6605 +2025-06-28 06:00:20,717 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 2 days, 2:48:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 3.7108, loss: 3.7108 +2025-06-28 06:01:06,582 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 2 days, 2:47:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 3.7363, loss: 3.7363 +2025-06-28 06:01:52,466 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 2 days, 2:47:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7619, top5_acc: 0.9550, loss_cls: 3.8943, loss: 3.8943 +2025-06-28 06:02:38,322 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 2 days, 2:46:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9619, loss_cls: 3.6690, loss: 3.6690 +2025-06-28 06:03:24,210 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 2 days, 2:45:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 3.6854, loss: 3.6854 +2025-06-28 06:04:10,110 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 2 days, 2:44:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 3.7654, loss: 3.7654 +2025-06-28 06:04:56,072 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 2 days, 2:43:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9663, loss_cls: 3.6490, loss: 3.6490 +2025-06-28 06:05:42,103 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 2 days, 2:43:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 3.5735, loss: 3.5735 +2025-06-28 06:06:28,229 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 2 days, 2:42:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 3.6866, loss: 3.6866 +2025-06-28 06:07:14,202 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 2 days, 2:41:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 3.8236, loss: 3.8236 +2025-06-28 06:08:00,410 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 2 days, 2:40:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 3.8051, loss: 3.8051 +2025-06-28 06:08:46,461 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 2 days, 2:39:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9688, loss_cls: 3.7873, loss: 3.7873 +2025-06-28 06:09:32,406 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 2 days, 2:39:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.7674, loss: 3.7674 +2025-06-28 06:10:18,270 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 2 days, 2:38:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 3.8281, loss: 3.8281 +2025-06-28 06:11:04,078 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 2 days, 2:37:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9631, loss_cls: 3.6535, loss: 3.6535 +2025-06-28 06:11:49,864 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 2 days, 2:36:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 3.7434, loss: 3.7434 +2025-06-28 06:12:35,714 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 2 days, 2:35:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.6521, loss: 3.6521 +2025-06-28 06:13:21,511 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 2 days, 2:35:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 3.7896, loss: 3.7896 +2025-06-28 06:14:07,456 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 2 days, 2:34:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 3.6824, loss: 3.6824 +2025-06-28 06:14:10,111 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-06-28 06:32:51,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 06:32:52,431 - pyskl - INFO - +top1_acc 0.7607 +top5_acc 0.9494 +2025-06-28 06:32:52,452 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7607, top5_acc: 0.9494 +2025-06-28 06:34:01,641 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 2 days, 2:34:33, time: 0.692, data_time: 0.231, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 3.6402, loss: 3.6402 +2025-06-28 06:34:47,661 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 2 days, 2:33:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 3.6666, loss: 3.6666 +2025-06-28 06:35:33,519 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 2 days, 2:32:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9644, loss_cls: 3.4610, loss: 3.4610 +2025-06-28 06:36:19,279 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 2 days, 2:32:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 3.6577, loss: 3.6577 +2025-06-28 06:37:05,030 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 2 days, 2:31:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9500, loss_cls: 3.6757, loss: 3.6757 +2025-06-28 06:37:50,924 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 2 days, 2:30:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 3.6917, loss: 3.6917 +2025-06-28 06:38:36,775 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 2 days, 2:29:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.6867, loss: 3.6867 +2025-06-28 06:39:22,637 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 2 days, 2:28:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9631, loss_cls: 3.6293, loss: 3.6293 +2025-06-28 06:40:08,386 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 2 days, 2:28:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 3.6719, loss: 3.6719 +2025-06-28 06:40:54,259 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 2 days, 2:27:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 3.7358, loss: 3.7358 +2025-06-28 06:41:40,047 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 2 days, 2:26:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.7115, loss: 3.7115 +2025-06-28 06:42:25,921 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 2 days, 2:25:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9587, loss_cls: 3.6237, loss: 3.6237 +2025-06-28 06:43:11,889 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 2 days, 2:24:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9637, loss_cls: 3.6712, loss: 3.6712 +2025-06-28 06:43:57,809 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 2 days, 2:24:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 3.5490, loss: 3.5490 +2025-06-28 06:44:43,576 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 2 days, 2:23:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.7676, loss: 3.7676 +2025-06-28 06:45:29,265 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 2 days, 2:22:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.7361, loss: 3.7361 +2025-06-28 06:46:14,989 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 2 days, 2:21:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 3.7301, loss: 3.7301 +2025-06-28 06:47:00,790 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 2 days, 2:20:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 3.6665, loss: 3.6665 +2025-06-28 06:47:46,592 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 2 days, 2:19:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.5820, loss: 3.5820 +2025-06-28 06:48:32,393 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 2 days, 2:19:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.6288, loss: 3.6288 +2025-06-28 06:49:18,156 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 2 days, 2:18:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 3.6977, loss: 3.6977 +2025-06-28 06:50:03,962 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 2 days, 2:17:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.7571, loss: 3.7571 +2025-06-28 06:50:49,836 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 2 days, 2:16:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.7069, loss: 3.7069 +2025-06-28 06:51:35,670 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 2 days, 2:15:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.7725, loss: 3.7725 +2025-06-28 06:52:21,497 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 2 days, 2:15:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 3.8410, loss: 3.8410 +2025-06-28 06:53:07,333 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 2 days, 2:14:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 3.8581, loss: 3.8581 +2025-06-28 06:53:53,218 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 2 days, 2:13:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 3.7787, loss: 3.7787 +2025-06-28 06:54:39,141 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 2 days, 2:12:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 3.7867, loss: 3.7867 +2025-06-28 06:55:25,470 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 2 days, 2:11:52, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 3.6310, loss: 3.6310 +2025-06-28 06:56:11,301 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 2 days, 2:11:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.7532, loss: 3.7532 +2025-06-28 06:56:57,088 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 2 days, 2:10:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.6433, loss: 3.6433 +2025-06-28 06:57:42,963 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 2 days, 2:09:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7694, top5_acc: 0.9631, loss_cls: 3.8027, loss: 3.8027 +2025-06-28 06:58:28,796 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 2 days, 2:08:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 3.7365, loss: 3.7365 +2025-06-28 06:59:14,554 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 2 days, 2:07:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7681, top5_acc: 0.9606, loss_cls: 3.7739, loss: 3.7739 +2025-06-28 06:59:17,226 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-06-28 07:03:28,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:03:29,348 - pyskl - INFO - +top1_acc 0.7716 +top5_acc 0.9538 +2025-06-28 07:03:29,398 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_34.pth was removed +2025-06-28 07:03:30,418 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2025-06-28 07:03:30,420 - pyskl - INFO - Best top1_acc is 0.7716 at 36 epoch. +2025-06-28 07:03:30,439 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7716, top5_acc: 0.9538 +2025-06-28 07:04:39,107 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 2 days, 2:08:02, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.5399, loss: 3.5399 +2025-06-28 07:05:24,783 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 2 days, 2:07:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 3.7008, loss: 3.7008 +2025-06-28 07:06:10,499 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 2 days, 2:06:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.6995, loss: 3.6995 +2025-06-28 07:06:56,210 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 2 days, 2:05:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 3.5363, loss: 3.5363 +2025-06-28 07:07:41,940 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 2 days, 2:04:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 3.8654, loss: 3.8654 +2025-06-28 07:08:27,602 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 2 days, 2:03:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 3.6825, loss: 3.6825 +2025-06-28 07:09:13,223 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 2 days, 2:03:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 3.6859, loss: 3.6859 +2025-06-28 07:09:58,875 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 2 days, 2:02:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 3.6237, loss: 3.6237 +2025-06-28 07:10:44,591 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 2 days, 2:01:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.5840, loss: 3.5840 +2025-06-28 07:11:30,244 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 2 days, 2:00:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.6169, loss: 3.6169 +2025-06-28 07:12:16,048 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 2 days, 1:59:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 3.6908, loss: 3.6908 +2025-06-28 07:13:01,746 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 2 days, 1:59:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 3.7452, loss: 3.7452 +2025-06-28 07:13:47,405 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 2 days, 1:58:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 3.6868, loss: 3.6868 +2025-06-28 07:14:33,020 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 2 days, 1:57:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.5837, loss: 3.5837 +2025-06-28 07:15:18,770 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 2 days, 1:56:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 3.7836, loss: 3.7836 +2025-06-28 07:16:04,709 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 2 days, 1:55:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.5100, loss: 3.5100 +2025-06-28 07:16:50,554 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 2 days, 1:54:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9744, loss_cls: 3.5665, loss: 3.5665 +2025-06-28 07:17:36,254 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 2 days, 1:54:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.6388, loss: 3.6388 +2025-06-28 07:18:21,993 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 2 days, 1:53:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.6712, loss: 3.6712 +2025-06-28 07:19:07,754 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 2 days, 1:52:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 3.7150, loss: 3.7150 +2025-06-28 07:19:53,744 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 2 days, 1:51:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.5826, loss: 3.5826 +2025-06-28 07:20:39,551 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 2 days, 1:50:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 3.7445, loss: 3.7445 +2025-06-28 07:21:25,395 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 2 days, 1:50:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9625, loss_cls: 3.6963, loss: 3.6963 +2025-06-28 07:22:11,313 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 2 days, 1:49:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9606, loss_cls: 3.6186, loss: 3.6186 +2025-06-28 07:22:57,188 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 2 days, 1:48:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9731, loss_cls: 3.6988, loss: 3.6988 +2025-06-28 07:23:43,054 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 2 days, 1:47:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9581, loss_cls: 3.6366, loss: 3.6366 +2025-06-28 07:24:28,940 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 2 days, 1:46:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.6650, loss: 3.6650 +2025-06-28 07:25:14,658 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 2 days, 1:46:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.5480, loss: 3.5480 +2025-06-28 07:26:00,401 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 2 days, 1:45:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 3.8040, loss: 3.8040 +2025-06-28 07:26:46,162 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 2 days, 1:44:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 3.7486, loss: 3.7486 +2025-06-28 07:27:31,802 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 2 days, 1:43:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 3.6357, loss: 3.6357 +2025-06-28 07:28:17,579 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 2 days, 1:42:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 3.6760, loss: 3.6760 +2025-06-28 07:29:03,334 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 2 days, 1:42:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 3.6580, loss: 3.6580 +2025-06-28 07:29:49,049 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 2 days, 1:41:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9537, loss_cls: 3.6899, loss: 3.6899 +2025-06-28 07:29:51,680 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-06-28 07:34:02,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 07:34:03,247 - pyskl - INFO - +top1_acc 0.7575 +top5_acc 0.9498 +2025-06-28 07:34:03,268 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7575, top5_acc: 0.9498 +2025-06-28 07:35:11,904 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 2 days, 1:41:23, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.4936, loss: 3.4936 +2025-06-28 07:35:57,661 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 2 days, 1:40:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 3.6404, loss: 3.6404 +2025-06-28 07:36:43,508 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 2 days, 1:39:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.5442, loss: 3.5442 +2025-06-28 07:37:29,326 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 2 days, 1:38:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 3.7183, loss: 3.7183 +2025-06-28 07:38:15,197 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 2 days, 1:38:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.7582, loss: 3.7582 +2025-06-28 07:39:00,987 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 2 days, 1:37:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.6793, loss: 3.6793 +2025-06-28 07:39:46,855 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 2 days, 1:36:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9650, loss_cls: 3.5725, loss: 3.5725 +2025-06-28 07:40:32,701 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 2 days, 1:35:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.5909, loss: 3.5909 +2025-06-28 07:41:18,512 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 2 days, 1:34:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.6326, loss: 3.6326 +2025-06-28 07:42:04,262 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 2 days, 1:34:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 3.6259, loss: 3.6259 +2025-06-28 07:42:49,968 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 2 days, 1:33:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 3.7461, loss: 3.7461 +2025-06-28 07:43:35,746 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 2 days, 1:32:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 3.6906, loss: 3.6906 +2025-06-28 07:44:21,494 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 2 days, 1:31:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 3.7563, loss: 3.7563 +2025-06-28 07:45:07,209 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 2 days, 1:30:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.7135, loss: 3.7135 +2025-06-28 07:45:53,026 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 2 days, 1:30:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 3.7356, loss: 3.7356 +2025-06-28 07:46:38,886 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 2 days, 1:29:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 3.6997, loss: 3.6997 +2025-06-28 07:47:24,682 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 2 days, 1:28:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9569, loss_cls: 3.6695, loss: 3.6695 +2025-06-28 07:48:10,499 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 2 days, 1:27:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 3.6937, loss: 3.6937 +2025-06-28 07:48:56,486 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 2 days, 1:26:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9525, loss_cls: 3.7965, loss: 3.7965 +2025-06-28 07:49:42,685 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 2 days, 1:26:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 3.6703, loss: 3.6703 +2025-06-28 07:50:28,620 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 2 days, 1:25:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5294, loss: 3.5294 +2025-06-28 07:51:14,467 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 2 days, 1:24:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.6797, loss: 3.6797 +2025-06-28 07:52:00,310 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 2 days, 1:23:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 3.6409, loss: 3.6409 +2025-06-28 07:52:46,176 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 2 days, 1:22:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.5961, loss: 3.5961 +2025-06-28 07:53:32,006 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 2 days, 1:22:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 3.6230, loss: 3.6230 +2025-06-28 07:54:17,833 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 2 days, 1:21:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 3.7522, loss: 3.7522 +2025-06-28 07:55:03,638 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 2 days, 1:20:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.7354, loss: 3.7354 +2025-06-28 07:55:49,404 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 2 days, 1:19:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9594, loss_cls: 3.6912, loss: 3.6912 +2025-06-28 07:56:35,090 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 2 days, 1:18:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7413, loss: 3.7413 +2025-06-28 07:57:20,797 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 2 days, 1:17:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7688, top5_acc: 0.9600, loss_cls: 3.6858, loss: 3.6858 +2025-06-28 07:58:06,864 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 2 days, 1:17:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9494, loss_cls: 3.7514, loss: 3.7514 +2025-06-28 07:58:52,998 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 2 days, 1:16:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9575, loss_cls: 3.7037, loss: 3.7037 +2025-06-28 07:59:38,958 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 2 days, 1:15:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9613, loss_cls: 3.6527, loss: 3.6527 +2025-06-28 08:00:24,833 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 2 days, 1:14:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 3.7688, loss: 3.7688 +2025-06-28 08:00:27,489 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-06-28 08:04:41,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:04:42,080 - pyskl - INFO - +top1_acc 0.7422 +top5_acc 0.9375 +2025-06-28 08:04:42,103 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7422, top5_acc: 0.9375 +2025-06-28 08:05:50,577 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 2 days, 1:14:54, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 3.6461, loss: 3.6461 +2025-06-28 08:06:36,200 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 2 days, 1:14:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.5923, loss: 3.5923 +2025-06-28 08:07:22,080 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 2 days, 1:13:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 3.5859, loss: 3.5859 +2025-06-28 08:08:07,711 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 2 days, 1:12:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.5879, loss: 3.5879 +2025-06-28 08:08:53,370 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 2 days, 1:11:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9756, loss_cls: 3.7158, loss: 3.7158 +2025-06-28 08:09:38,982 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 2 days, 1:10:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.5563, loss: 3.5563 +2025-06-28 08:10:24,592 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 2 days, 1:10:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9725, loss_cls: 3.6903, loss: 3.6903 +2025-06-28 08:11:10,146 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 2 days, 1:09:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.5580, loss: 3.5580 +2025-06-28 08:11:55,804 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 2 days, 1:08:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9600, loss_cls: 3.6808, loss: 3.6808 +2025-06-28 08:12:41,456 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 2 days, 1:07:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.5808, loss: 3.5808 +2025-06-28 08:13:27,113 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 2 days, 1:06:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.6505, loss: 3.6505 +2025-06-28 08:14:12,791 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 2 days, 1:05:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 3.6642, loss: 3.6642 +2025-06-28 08:14:58,565 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 2 days, 1:05:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 3.6555, loss: 3.6555 +2025-06-28 08:15:44,217 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 2 days, 1:04:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7806, top5_acc: 0.9563, loss_cls: 3.7779, loss: 3.7779 +2025-06-28 08:16:29,848 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 2 days, 1:03:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 3.6879, loss: 3.6879 +2025-06-28 08:17:15,447 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 2 days, 1:02:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 3.5302, loss: 3.5302 +2025-06-28 08:18:00,982 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 2 days, 1:01:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.7179, loss: 3.7179 +2025-06-28 08:18:46,541 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 2 days, 1:01:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9631, loss_cls: 3.7134, loss: 3.7134 +2025-06-28 08:19:32,257 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 2 days, 1:00:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 3.6685, loss: 3.6685 +2025-06-28 08:20:18,073 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 2 days, 0:59:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.7398, loss: 3.7398 +2025-06-28 08:21:03,520 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 2 days, 0:58:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9744, loss_cls: 3.6094, loss: 3.6094 +2025-06-28 08:21:48,910 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 2 days, 0:57:45, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9637, loss_cls: 3.5168, loss: 3.5168 +2025-06-28 08:22:34,365 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 2 days, 0:56:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 3.7132, loss: 3.7132 +2025-06-28 08:23:19,875 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 2 days, 0:56:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.6202, loss: 3.6202 +2025-06-28 08:24:05,504 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 2 days, 0:55:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 3.7818, loss: 3.7818 +2025-06-28 08:24:51,150 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 2 days, 0:54:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.6990, loss: 3.6990 +2025-06-28 08:25:36,771 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 2 days, 0:53:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5780, loss: 3.5780 +2025-06-28 08:26:22,232 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 2 days, 0:52:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.6285, loss: 3.6285 +2025-06-28 08:27:07,653 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 2 days, 0:52:00, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 3.7225, loss: 3.7225 +2025-06-28 08:27:53,154 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 2 days, 0:51:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 3.6523, loss: 3.6523 +2025-06-28 08:28:38,642 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 2 days, 0:50:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9669, loss_cls: 3.7217, loss: 3.7217 +2025-06-28 08:29:24,135 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 2 days, 0:49:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.6120, loss: 3.6120 +2025-06-28 08:30:09,621 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 2 days, 0:48:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.6100, loss: 3.6100 +2025-06-28 08:30:55,217 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 2 days, 0:47:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 3.7252, loss: 3.7252 +2025-06-28 08:30:57,836 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-06-28 08:35:07,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 08:35:08,517 - pyskl - INFO - +top1_acc 0.7617 +top5_acc 0.9504 +2025-06-28 08:35:08,539 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7617, top5_acc: 0.9504 +2025-06-28 08:36:17,559 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 2 days, 0:48:03, time: 0.690, data_time: 0.229, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9719, loss_cls: 3.5925, loss: 3.5925 +2025-06-28 08:37:03,498 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 2 days, 0:47:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9631, loss_cls: 3.4961, loss: 3.4961 +2025-06-28 08:37:49,498 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 2 days, 0:46:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.5998, loss: 3.5998 +2025-06-28 08:38:35,326 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 2 days, 0:45:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9719, loss_cls: 3.5657, loss: 3.5657 +2025-06-28 08:39:21,069 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 2 days, 0:44:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.5767, loss: 3.5767 +2025-06-28 08:40:06,874 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 2 days, 0:44:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.5802, loss: 3.5802 +2025-06-28 08:40:52,657 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 2 days, 0:43:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9606, loss_cls: 3.6597, loss: 3.6597 +2025-06-28 08:41:38,432 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 2 days, 0:42:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.5445, loss: 3.5445 +2025-06-28 08:42:24,218 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 2 days, 0:41:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.6547, loss: 3.6547 +2025-06-28 08:43:10,005 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 2 days, 0:40:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 3.6510, loss: 3.6510 +2025-06-28 08:43:55,822 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 2 days, 0:39:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.6919, loss: 3.6919 +2025-06-28 08:44:41,612 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 2 days, 0:39:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9637, loss_cls: 3.7069, loss: 3.7069 +2025-06-28 08:45:27,413 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 2 days, 0:38:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.5916, loss: 3.5916 +2025-06-28 08:46:13,206 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 2 days, 0:37:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 3.6439, loss: 3.6439 +2025-06-28 08:46:58,987 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 2 days, 0:36:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.7137, loss: 3.7137 +2025-06-28 08:47:44,801 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 2 days, 0:35:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 3.7070, loss: 3.7070 +2025-06-28 08:48:30,611 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 2 days, 0:35:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 3.6194, loss: 3.6194 +2025-06-28 08:49:16,371 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 2 days, 0:34:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9594, loss_cls: 3.7011, loss: 3.7011 +2025-06-28 08:50:02,091 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 2 days, 0:33:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 3.6597, loss: 3.6597 +2025-06-28 08:50:47,855 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 2 days, 0:32:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 3.7516, loss: 3.7516 +2025-06-28 08:51:33,773 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 2 days, 0:31:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 3.6568, loss: 3.6568 +2025-06-28 08:52:19,558 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 2 days, 0:31:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 3.5934, loss: 3.5934 +2025-06-28 08:53:05,319 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 2 days, 0:30:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9625, loss_cls: 3.6911, loss: 3.6911 +2025-06-28 08:53:51,080 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 2 days, 0:29:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.6088, loss: 3.6088 +2025-06-28 08:54:36,861 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 2 days, 0:28:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 3.5867, loss: 3.5867 +2025-06-28 08:55:22,738 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 2 days, 0:27:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 3.6535, loss: 3.6535 +2025-06-28 08:56:08,513 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 2 days, 0:27:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.7283, loss: 3.7283 +2025-06-28 08:56:54,286 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 2 days, 0:26:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.7016, loss: 3.7016 +2025-06-28 08:57:40,100 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 2 days, 0:25:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9575, loss_cls: 3.6607, loss: 3.6607 +2025-06-28 08:58:25,885 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 2 days, 0:24:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 3.7383, loss: 3.7383 +2025-06-28 08:59:11,701 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 2 days, 0:23:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.5605, loss: 3.5605 +2025-06-28 08:59:57,555 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 2 days, 0:23:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 3.7074, loss: 3.7074 +2025-06-28 09:00:43,450 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 2 days, 0:22:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 3.7113, loss: 3.7113 +2025-06-28 09:01:29,345 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 2 days, 0:21:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.6644, loss: 3.6644 +2025-06-28 09:01:32,007 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-06-28 09:21:11,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:21:11,670 - pyskl - INFO - +top1_acc 0.7707 +top5_acc 0.9533 +2025-06-28 09:21:11,694 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7707, top5_acc: 0.9533 +2025-06-28 09:22:20,247 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 2 days, 0:21:32, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9663, loss_cls: 3.5439, loss: 3.5439 +2025-06-28 09:23:06,000 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 2 days, 0:20:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9750, loss_cls: 3.5501, loss: 3.5501 +2025-06-28 09:23:51,732 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 2 days, 0:19:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 3.4647, loss: 3.4647 +2025-06-28 09:24:37,474 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 2 days, 0:19:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9594, loss_cls: 3.6150, loss: 3.6150 +2025-06-28 09:25:23,211 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 2 days, 0:18:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9663, loss_cls: 3.6328, loss: 3.6328 +2025-06-28 09:26:08,875 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 2 days, 0:17:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.5270, loss: 3.5270 +2025-06-28 09:26:54,623 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 2 days, 0:16:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 3.6729, loss: 3.6729 +2025-06-28 09:27:40,365 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 2 days, 0:15:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 3.5619, loss: 3.5619 +2025-06-28 09:28:26,092 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 2 days, 0:15:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9731, loss_cls: 3.6677, loss: 3.6677 +2025-06-28 09:29:11,825 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 2 days, 0:14:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.6256, loss: 3.6256 +2025-06-28 09:29:57,635 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 2 days, 0:13:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9631, loss_cls: 3.6888, loss: 3.6888 +2025-06-28 09:30:43,302 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 2 days, 0:12:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.6135, loss: 3.6135 +2025-06-28 09:31:28,978 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 2 days, 0:11:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 3.5723, loss: 3.5723 +2025-06-28 09:32:14,636 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 2 days, 0:11:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.5031, loss: 3.5031 +2025-06-28 09:33:00,617 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 2 days, 0:10:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 3.7178, loss: 3.7178 +2025-06-28 09:33:46,501 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 2 days, 0:09:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.6784, loss: 3.6784 +2025-06-28 09:34:32,303 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 2 days, 0:08:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 3.6755, loss: 3.6755 +2025-06-28 09:35:17,979 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 2 days, 0:07:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9631, loss_cls: 3.7051, loss: 3.7051 +2025-06-28 09:36:03,661 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 2 days, 0:06:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.7926, loss: 3.7926 +2025-06-28 09:36:49,427 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 2 days, 0:06:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 3.6104, loss: 3.6104 +2025-06-28 09:37:35,245 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 2 days, 0:05:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 3.6083, loss: 3.6083 +2025-06-28 09:38:20,968 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 2 days, 0:04:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9769, loss_cls: 3.5546, loss: 3.5546 +2025-06-28 09:39:06,700 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 2 days, 0:03:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9519, loss_cls: 3.6937, loss: 3.6937 +2025-06-28 09:39:52,430 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 2 days, 0:02:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 3.6678, loss: 3.6678 +2025-06-28 09:40:38,049 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 2 days, 0:02:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 3.6275, loss: 3.6275 +2025-06-28 09:41:23,661 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 2 days, 0:01:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.6215, loss: 3.6215 +2025-06-28 09:42:09,313 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 2 days, 0:00:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9688, loss_cls: 3.4840, loss: 3.4840 +2025-06-28 09:42:55,014 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 23:59:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 3.5462, loss: 3.5462 +2025-06-28 09:43:40,738 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 23:58:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9600, loss_cls: 3.6862, loss: 3.6862 +2025-06-28 09:44:26,362 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 23:58:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.5485, loss: 3.5485 +2025-06-28 09:45:12,021 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 23:57:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 3.7894, loss: 3.7894 +2025-06-28 09:45:57,733 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 23:56:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 3.6139, loss: 3.6139 +2025-06-28 09:46:43,515 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 23:55:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 3.7408, loss: 3.7408 +2025-06-28 09:47:29,424 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 23:54:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9700, loss_cls: 3.6215, loss: 3.6215 +2025-06-28 09:47:32,090 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-06-28 09:51:44,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 09:51:45,360 - pyskl - INFO - +top1_acc 0.7353 +top5_acc 0.9344 +2025-06-28 09:51:45,380 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7353, top5_acc: 0.9344 +2025-06-28 09:52:54,064 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 23:54:55, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.6193, loss: 3.6193 +2025-06-28 09:53:39,838 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 23:54:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.7383, loss: 3.7383 +2025-06-28 09:54:25,641 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 23:53:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 3.6028, loss: 3.6028 +2025-06-28 09:55:11,371 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 23:52:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.5393, loss: 3.5393 +2025-06-28 09:55:57,105 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 23:51:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 3.5355, loss: 3.5355 +2025-06-28 09:56:42,853 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 23:50:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 3.6369, loss: 3.6369 +2025-06-28 09:57:28,587 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 23:50:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 3.5134, loss: 3.5134 +2025-06-28 09:58:14,313 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 23:49:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.6447, loss: 3.6447 +2025-06-28 09:59:00,155 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 23:48:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9700, loss_cls: 3.6583, loss: 3.6583 +2025-06-28 09:59:45,996 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 23:47:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9613, loss_cls: 3.7674, loss: 3.7674 +2025-06-28 10:00:31,734 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 23:46:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.4478, loss: 3.4478 +2025-06-28 10:01:17,475 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 23:46:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.5101, loss: 3.5101 +2025-06-28 10:02:03,220 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 23:45:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9587, loss_cls: 3.6645, loss: 3.6645 +2025-06-28 10:02:49,027 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 23:44:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 3.5313, loss: 3.5313 +2025-06-28 10:03:35,110 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 23:43:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 3.5585, loss: 3.5585 +2025-06-28 10:04:20,989 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 23:42:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 3.7522, loss: 3.7522 +2025-06-28 10:05:06,922 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 23:42:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9681, loss_cls: 3.5592, loss: 3.5592 +2025-06-28 10:05:52,898 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 23:41:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 3.8133, loss: 3.8133 +2025-06-28 10:06:38,859 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 23:40:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7812, top5_acc: 0.9594, loss_cls: 3.6614, loss: 3.6614 +2025-06-28 10:07:24,762 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 23:39:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 3.6289, loss: 3.6289 +2025-06-28 10:08:10,674 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 23:38:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 3.6222, loss: 3.6222 +2025-06-28 10:08:56,639 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 23:38:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.6078, loss: 3.6078 +2025-06-28 10:09:42,400 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 23:37:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9619, loss_cls: 3.5339, loss: 3.5339 +2025-06-28 10:10:28,305 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 23:36:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9581, loss_cls: 3.6694, loss: 3.6694 +2025-06-28 10:11:14,141 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 23:35:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.5746, loss: 3.5746 +2025-06-28 10:11:59,977 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 23:34:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.5580, loss: 3.5580 +2025-06-28 10:12:45,799 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 23:34:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 3.5930, loss: 3.5930 +2025-06-28 10:13:31,534 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 23:33:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9637, loss_cls: 3.7034, loss: 3.7034 +2025-06-28 10:14:17,223 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 23:32:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.6243, loss: 3.6243 +2025-06-28 10:15:02,949 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 23:31:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.7231, loss: 3.7231 +2025-06-28 10:15:48,657 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 23:30:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.6569, loss: 3.6569 +2025-06-28 10:16:34,439 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 23:30:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 3.7152, loss: 3.7152 +2025-06-28 10:17:20,262 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 23:29:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.6084, loss: 3.6084 +2025-06-28 10:18:06,018 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 23:28:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 3.5513, loss: 3.5513 +2025-06-28 10:18:08,639 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-06-28 10:22:20,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:22:21,301 - pyskl - INFO - +top1_acc 0.7744 +top5_acc 0.9533 +2025-06-28 10:22:21,352 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_36.pth was removed +2025-06-28 10:22:22,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-06-28 10:22:22,365 - pyskl - INFO - Best top1_acc is 0.7744 at 42 epoch. +2025-06-28 10:22:22,385 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7744, top5_acc: 0.9533 +2025-06-28 10:23:30,930 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 23:28:25, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.5092, loss: 3.5092 +2025-06-28 10:24:16,702 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 23:27:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 3.4892, loss: 3.4892 +2025-06-28 10:25:02,470 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 23:26:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 3.6288, loss: 3.6288 +2025-06-28 10:25:48,259 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 23:26:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 3.5299, loss: 3.5299 +2025-06-28 10:26:34,017 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 23:25:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 3.6219, loss: 3.6219 +2025-06-28 10:27:19,777 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 23:24:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9575, loss_cls: 3.6165, loss: 3.6165 +2025-06-28 10:28:05,531 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 23:23:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.4773, loss: 3.4773 +2025-06-28 10:28:51,440 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 23:22:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.5948, loss: 3.5948 +2025-06-28 10:29:37,318 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 23:21:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.6025, loss: 3.6025 +2025-06-28 10:30:23,151 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 23:21:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.5362, loss: 3.5362 +2025-06-28 10:31:08,975 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 23:20:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 3.6730, loss: 3.6730 +2025-06-28 10:31:54,754 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 23:19:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 3.5487, loss: 3.5487 +2025-06-28 10:32:40,630 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 23:18:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 3.6140, loss: 3.6140 +2025-06-28 10:33:26,427 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 23:17:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 3.5504, loss: 3.5504 +2025-06-28 10:34:12,234 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 23:17:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 3.4751, loss: 3.4751 +2025-06-28 10:34:58,252 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 23:16:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 3.5352, loss: 3.5352 +2025-06-28 10:35:44,062 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 23:15:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.7133, loss: 3.7133 +2025-06-28 10:36:29,957 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 23:14:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.5421, loss: 3.5421 +2025-06-28 10:37:15,772 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 23:13:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 3.7893, loss: 3.7893 +2025-06-28 10:38:01,594 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 23:13:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 3.5334, loss: 3.5334 +2025-06-28 10:38:47,410 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 23:12:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7819, top5_acc: 0.9587, loss_cls: 3.6539, loss: 3.6539 +2025-06-28 10:39:33,236 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 23:11:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.6131, loss: 3.6131 +2025-06-28 10:40:19,013 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 23:10:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7762, top5_acc: 0.9575, loss_cls: 3.6918, loss: 3.6918 +2025-06-28 10:41:04,770 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 23:09:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.6580, loss: 3.6580 +2025-06-28 10:41:50,662 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 23:09:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 3.5689, loss: 3.5689 +2025-06-28 10:42:36,509 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 23:08:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.5381, loss: 3.5381 +2025-06-28 10:43:22,280 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 23:07:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 3.5996, loss: 3.5996 +2025-06-28 10:44:08,045 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 23:06:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9587, loss_cls: 3.6239, loss: 3.6239 +2025-06-28 10:44:53,832 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 23:05:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.5601, loss: 3.5601 +2025-06-28 10:45:39,941 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 23:05:09, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 3.7052, loss: 3.7052 +2025-06-28 10:46:25,798 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 23:04:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 3.5830, loss: 3.5830 +2025-06-28 10:47:11,590 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 23:03:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 3.6989, loss: 3.6989 +2025-06-28 10:47:57,328 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 23:02:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9731, loss_cls: 3.6628, loss: 3.6628 +2025-06-28 10:48:43,021 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 23:01:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 3.7633, loss: 3.7633 +2025-06-28 10:48:45,686 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-06-28 10:52:59,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 10:53:00,078 - pyskl - INFO - +top1_acc 0.7657 +top5_acc 0.9537 +2025-06-28 10:53:00,098 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7657, top5_acc: 0.9537 +2025-06-28 10:54:08,852 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 23:01:57, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 3.5572, loss: 3.5572 +2025-06-28 10:54:54,698 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 23:01:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.4857, loss: 3.4857 +2025-06-28 10:55:40,518 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 23:00:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.6021, loss: 3.6021 +2025-06-28 10:56:26,391 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 22:59:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 3.5020, loss: 3.5020 +2025-06-28 10:57:12,194 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 22:58:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 3.4896, loss: 3.4896 +2025-06-28 10:57:58,054 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 22:57:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.5749, loss: 3.5749 +2025-06-28 10:58:43,908 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 22:57:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 3.6125, loss: 3.6125 +2025-06-28 10:59:29,764 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 22:56:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 3.5775, loss: 3.5775 +2025-06-28 11:00:15,503 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 22:55:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9656, loss_cls: 3.5856, loss: 3.5856 +2025-06-28 11:01:01,231 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 22:54:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.4826, loss: 3.4826 +2025-06-28 11:01:46,966 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 22:53:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9600, loss_cls: 3.5984, loss: 3.5984 +2025-06-28 11:02:32,651 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 22:53:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 3.6215, loss: 3.6215 +2025-06-28 11:03:18,296 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 22:52:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9838, loss_cls: 3.5193, loss: 3.5193 +2025-06-28 11:04:04,222 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 22:51:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.5803, loss: 3.5803 +2025-06-28 11:04:49,735 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 22:50:42, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 3.6269, loss: 3.6269 +2025-06-28 11:05:35,255 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 22:49:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.4742, loss: 3.4742 +2025-06-28 11:06:20,834 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 22:49:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 3.6918, loss: 3.6918 +2025-06-28 11:07:06,461 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 22:48:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 3.4712, loss: 3.4712 +2025-06-28 11:07:52,055 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 22:47:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 3.6135, loss: 3.6135 +2025-06-28 11:08:37,662 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 22:46:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 3.5312, loss: 3.5312 +2025-06-28 11:09:23,387 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 22:45:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.6227, loss: 3.6227 +2025-06-28 11:10:09,068 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 22:45:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9688, loss_cls: 3.5960, loss: 3.5960 +2025-06-28 11:10:54,608 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 22:44:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 3.6838, loss: 3.6838 +2025-06-28 11:11:40,265 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 22:43:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.6385, loss: 3.6385 +2025-06-28 11:12:25,961 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 22:42:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 3.4890, loss: 3.4890 +2025-06-28 11:13:11,648 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 22:41:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 3.7232, loss: 3.7232 +2025-06-28 11:13:57,373 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 22:41:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9700, loss_cls: 3.5973, loss: 3.5973 +2025-06-28 11:14:43,011 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 22:40:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 3.5576, loss: 3.5576 +2025-06-28 11:15:28,869 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 22:39:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9656, loss_cls: 3.5761, loss: 3.5761 +2025-06-28 11:16:14,820 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 22:38:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 3.6499, loss: 3.6499 +2025-06-28 11:17:00,697 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 22:37:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9700, loss_cls: 3.6835, loss: 3.6835 +2025-06-28 11:17:46,439 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 22:37:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 3.6227, loss: 3.6227 +2025-06-28 11:18:32,226 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 22:36:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9600, loss_cls: 3.6554, loss: 3.6554 +2025-06-28 11:19:18,029 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 22:35:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9537, loss_cls: 3.5540, loss: 3.5540 +2025-06-28 11:19:20,674 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-06-28 11:23:32,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 11:23:33,161 - pyskl - INFO - +top1_acc 0.7829 +top5_acc 0.9557 +2025-06-28 11:23:33,214 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_42.pth was removed +2025-06-28 11:23:34,232 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2025-06-28 11:23:34,234 - pyskl - INFO - Best top1_acc is 0.7829 at 44 epoch. +2025-06-28 11:23:34,255 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7829, top5_acc: 0.9557 +2025-06-28 11:24:42,422 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 22:35:21, time: 0.682, data_time: 0.226, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.6403, loss: 3.6403 +2025-06-28 11:25:28,120 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 22:34:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.3909, loss: 3.3909 +2025-06-28 11:26:13,818 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 22:33:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 3.5865, loss: 3.5865 +2025-06-28 11:26:59,522 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 22:32:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.4482, loss: 3.4482 +2025-06-28 11:27:45,150 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 22:32:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 3.4838, loss: 3.4838 +2025-06-28 11:28:30,776 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 22:31:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 3.4017, loss: 3.4017 +2025-06-28 11:29:16,634 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 22:30:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 3.5186, loss: 3.5186 +2025-06-28 11:30:02,619 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 22:29:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.4258, loss: 3.4258 +2025-06-28 11:30:48,601 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 22:28:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 11:31:34,377 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 22:28:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9700, loss_cls: 3.4754, loss: 3.4754 +2025-06-28 11:32:20,080 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 22:27:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 3.5574, loss: 3.5574 +2025-06-28 11:33:05,712 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 22:26:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9556, loss_cls: 3.6066, loss: 3.6066 +2025-06-28 11:33:51,382 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 22:25:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 3.5179, loss: 3.5179 +2025-06-28 11:34:37,022 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 22:24:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.3283, loss: 3.3283 +2025-06-28 11:35:22,738 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 22:24:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 3.5187, loss: 3.5187 +2025-06-28 11:36:08,418 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 22:23:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 3.6486, loss: 3.6486 +2025-06-28 11:36:54,076 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 22:22:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9650, loss_cls: 3.6443, loss: 3.6443 +2025-06-28 11:37:39,736 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 22:21:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.5429, loss: 3.5429 +2025-06-28 11:38:25,489 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 22:20:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9775, loss_cls: 3.4690, loss: 3.4690 +2025-06-28 11:39:11,234 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 22:20:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 3.5503, loss: 3.5503 +2025-06-28 11:39:57,216 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 22:19:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 3.7687, loss: 3.7687 +2025-06-28 11:40:42,973 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 22:18:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 3.5595, loss: 3.5595 +2025-06-28 11:41:29,054 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 22:17:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 3.7122, loss: 3.7122 +2025-06-28 11:42:14,961 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 22:16:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 3.6698, loss: 3.6698 +2025-06-28 11:43:00,686 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 22:16:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 3.5906, loss: 3.5906 +2025-06-28 11:43:46,397 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 22:15:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.4836, loss: 3.4836 +2025-06-28 11:44:32,159 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 22:14:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 3.5795, loss: 3.5795 +2025-06-28 11:45:17,923 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 22:13:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9587, loss_cls: 3.6440, loss: 3.6440 +2025-06-28 11:46:03,818 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 22:12:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 3.6537, loss: 3.6537 +2025-06-28 11:46:49,729 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 22:12:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.5783, loss: 3.5783 +2025-06-28 11:47:35,662 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 22:11:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.5215, loss: 3.5215 +2025-06-28 11:48:21,342 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 22:10:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 3.5908, loss: 3.5908 +2025-06-28 11:49:07,163 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 22:09:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7775, top5_acc: 0.9656, loss_cls: 3.6649, loss: 3.6649 +2025-06-28 11:49:52,930 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 22:08:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.4903, loss: 3.4903 +2025-06-28 11:49:55,616 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-06-28 12:08:33,921 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:08:34,467 - pyskl - INFO - +top1_acc 0.7612 +top5_acc 0.9525 +2025-06-28 12:08:34,490 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7612, top5_acc: 0.9525 +2025-06-28 12:09:42,933 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 22:08:50, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.6078, loss: 3.6078 +2025-06-28 12:10:28,508 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 22:08:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.4560, loss: 3.4560 +2025-06-28 12:11:14,138 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 22:07:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 3.5288, loss: 3.5288 +2025-06-28 12:11:59,834 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 22:06:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 3.4449, loss: 3.4449 +2025-06-28 12:12:45,434 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 22:05:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.5156, loss: 3.5156 +2025-06-28 12:13:31,112 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 22:04:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 3.4501, loss: 3.4501 +2025-06-28 12:14:16,773 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 22:03:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 3.5533, loss: 3.5533 +2025-06-28 12:15:02,491 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 22:03:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 3.5034, loss: 3.5034 +2025-06-28 12:15:48,508 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 22:02:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.5077, loss: 3.5077 +2025-06-28 12:16:34,257 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 22:01:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 3.5856, loss: 3.5856 +2025-06-28 12:17:20,002 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 22:00:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 3.7113, loss: 3.7113 +2025-06-28 12:18:05,713 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 21:59:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9631, loss_cls: 3.6237, loss: 3.6237 +2025-06-28 12:18:51,446 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 21:59:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.5605, loss: 3.5605 +2025-06-28 12:19:37,257 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 21:58:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 3.5177, loss: 3.5177 +2025-06-28 12:20:23,042 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 21:57:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.6113, loss: 3.6113 +2025-06-28 12:21:08,685 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 21:56:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 3.5704, loss: 3.5704 +2025-06-28 12:21:54,346 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 21:55:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9563, loss_cls: 3.7950, loss: 3.7950 +2025-06-28 12:22:39,993 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 21:55:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.3990, loss: 3.3990 +2025-06-28 12:23:25,688 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 21:54:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.4971, loss: 3.4971 +2025-06-28 12:24:11,336 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 21:53:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.6058, loss: 3.6058 +2025-06-28 12:24:56,949 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 21:52:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 3.6072, loss: 3.6072 +2025-06-28 12:25:42,568 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 21:51:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9681, loss_cls: 3.5518, loss: 3.5518 +2025-06-28 12:26:28,248 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 21:51:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.5532, loss: 3.5532 +2025-06-28 12:27:13,993 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 21:50:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 3.5952, loss: 3.5952 +2025-06-28 12:27:59,657 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 21:49:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 3.4472, loss: 3.4472 +2025-06-28 12:28:45,236 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 21:48:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.5561, loss: 3.5561 +2025-06-28 12:29:30,893 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 21:47:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9637, loss_cls: 3.6644, loss: 3.6644 +2025-06-28 12:30:16,574 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 21:47:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.6359, loss: 3.6359 +2025-06-28 12:31:02,549 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 21:46:19, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 3.4408, loss: 3.4408 +2025-06-28 12:31:48,378 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 21:45:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 3.4463, loss: 3.4463 +2025-06-28 12:32:34,223 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 21:44:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 3.7395, loss: 3.7395 +2025-06-28 12:33:20,061 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 21:43:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.6387, loss: 3.6387 +2025-06-28 12:34:05,910 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 21:43:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.5253, loss: 3.5253 +2025-06-28 12:34:51,949 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 21:42:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 3.4804, loss: 3.4804 +2025-06-28 12:34:54,571 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-06-28 12:39:06,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 12:39:07,230 - pyskl - INFO - +top1_acc 0.7614 +top5_acc 0.9532 +2025-06-28 12:39:07,252 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7614, top5_acc: 0.9532 +2025-06-28 12:40:15,925 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 21:42:16, time: 0.687, data_time: 0.231, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.4160, loss: 3.4160 +2025-06-28 12:41:01,545 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 21:41:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.4424, loss: 3.4424 +2025-06-28 12:41:47,175 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 21:40:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.4124, loss: 3.4124 +2025-06-28 12:42:32,805 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 21:39:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.5533, loss: 3.5533 +2025-06-28 12:43:18,458 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 21:39:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 3.4908, loss: 3.4908 +2025-06-28 12:44:04,122 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 21:38:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.6306, loss: 3.6306 +2025-06-28 12:44:49,851 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 21:37:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.4752, loss: 3.4752 +2025-06-28 12:45:35,815 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 21:36:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.5813, loss: 3.5813 +2025-06-28 12:46:21,722 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 21:35:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9681, loss_cls: 3.5926, loss: 3.5926 +2025-06-28 12:47:07,466 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 21:35:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 3.5541, loss: 3.5541 +2025-06-28 12:47:53,133 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 21:34:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.4768, loss: 3.4768 +2025-06-28 12:48:38,789 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 21:33:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9706, loss_cls: 3.4032, loss: 3.4032 +2025-06-28 12:49:24,445 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 21:32:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9613, loss_cls: 3.5812, loss: 3.5812 +2025-06-28 12:50:10,160 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 21:31:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.6275, loss: 3.6275 +2025-06-28 12:50:55,893 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 21:31:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 3.4879, loss: 3.4879 +2025-06-28 12:51:41,659 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 21:30:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.5144, loss: 3.5144 +2025-06-28 12:52:27,434 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 21:29:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 3.5603, loss: 3.5603 +2025-06-28 12:53:13,172 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 21:28:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 3.6020, loss: 3.6020 +2025-06-28 12:53:58,767 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 21:27:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.4883, loss: 3.4883 +2025-06-28 12:54:44,442 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 21:27:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.6274, loss: 3.6274 +2025-06-28 12:55:30,077 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 21:26:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 3.6080, loss: 3.6080 +2025-06-28 12:56:15,694 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 21:25:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9631, loss_cls: 3.5807, loss: 3.5807 +2025-06-28 12:57:01,314 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 21:24:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 3.6898, loss: 3.6898 +2025-06-28 12:57:46,922 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 21:23:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 3.5892, loss: 3.5892 +2025-06-28 12:58:32,549 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 21:22:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.5903, loss: 3.5903 +2025-06-28 12:59:18,200 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 21:22:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 3.5877, loss: 3.5877 +2025-06-28 13:00:03,918 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 21:21:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.4955, loss: 3.4955 +2025-06-28 13:00:49,682 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 21:20:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 3.7219, loss: 3.7219 +2025-06-28 13:01:35,341 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 21:19:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 3.5022, loss: 3.5022 +2025-06-28 13:02:21,038 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 21:18:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.6338, loss: 3.6338 +2025-06-28 13:03:06,742 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 21:18:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 3.5650, loss: 3.5650 +2025-06-28 13:03:52,416 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 21:17:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 3.4456, loss: 3.4456 +2025-06-28 13:04:38,168 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 21:16:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.4852, loss: 3.4852 +2025-06-28 13:05:23,962 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 21:15:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 3.4403, loss: 3.4403 +2025-06-28 13:05:26,634 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-06-28 13:09:38,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:09:39,004 - pyskl - INFO - +top1_acc 0.7754 +top5_acc 0.9539 +2025-06-28 13:09:39,027 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7754, top5_acc: 0.9539 +2025-06-28 13:10:48,220 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 21:15:42, time: 0.692, data_time: 0.233, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.5500, loss: 3.5500 +2025-06-28 13:11:34,017 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 21:14:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9625, loss_cls: 3.5893, loss: 3.5893 +2025-06-28 13:12:19,989 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 21:14:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.5287, loss: 3.5287 +2025-06-28 13:13:05,794 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 21:13:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9656, loss_cls: 3.6122, loss: 3.6122 +2025-06-28 13:13:51,551 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 21:12:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4651, loss: 3.4651 +2025-06-28 13:14:37,670 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 21:11:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.5477, loss: 3.5477 +2025-06-28 13:15:23,647 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 21:10:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9794, loss_cls: 3.4649, loss: 3.4649 +2025-06-28 13:16:09,535 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 21:10:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.4907, loss: 3.4907 +2025-06-28 13:16:55,302 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 21:09:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 3.4839, loss: 3.4839 +2025-06-28 13:17:41,189 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 21:08:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.6385, loss: 3.6385 +2025-06-28 13:18:27,115 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 21:07:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 3.4356, loss: 3.4356 +2025-06-28 13:19:13,032 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 21:06:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 3.6249, loss: 3.6249 +2025-06-28 13:19:58,717 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 21:06:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 3.5968, loss: 3.5968 +2025-06-28 13:20:44,485 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 21:05:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 3.4253, loss: 3.4253 +2025-06-28 13:21:30,327 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 21:04:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.5523, loss: 3.5523 +2025-06-28 13:22:16,138 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 21:03:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 3.4603, loss: 3.4603 +2025-06-28 13:23:01,959 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 21:02:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9688, loss_cls: 3.4856, loss: 3.4856 +2025-06-28 13:23:47,818 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 21:02:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9650, loss_cls: 3.4143, loss: 3.4143 +2025-06-28 13:24:33,633 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 21:01:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 3.4559, loss: 3.4559 +2025-06-28 13:25:19,545 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 21:00:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 3.5162, loss: 3.5162 +2025-06-28 13:26:05,424 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 20:59:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.5820, loss: 3.5820 +2025-06-28 13:26:51,249 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 20:58:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.4681, loss: 3.4681 +2025-06-28 13:27:36,991 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 20:58:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 3.6398, loss: 3.6398 +2025-06-28 13:28:22,724 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 20:57:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 3.5814, loss: 3.5814 +2025-06-28 13:29:08,427 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 20:56:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.5423, loss: 3.5423 +2025-06-28 13:29:54,151 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 20:55:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7887, top5_acc: 0.9669, loss_cls: 3.6666, loss: 3.6666 +2025-06-28 13:30:40,085 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 20:54:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 3.5678, loss: 3.5678 +2025-06-28 13:31:25,850 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 20:54:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9644, loss_cls: 3.5489, loss: 3.5489 +2025-06-28 13:32:11,694 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 20:53:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.4864, loss: 3.4864 +2025-06-28 13:32:57,396 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 20:52:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 3.4034, loss: 3.4034 +2025-06-28 13:33:43,146 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 20:51:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 3.5356, loss: 3.5356 +2025-06-28 13:34:28,978 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 20:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9650, loss_cls: 3.5400, loss: 3.5400 +2025-06-28 13:35:14,807 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 20:50:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 3.4629, loss: 3.4629 +2025-06-28 13:36:00,555 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 20:49:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 3.5580, loss: 3.5580 +2025-06-28 13:36:03,161 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-06-28 13:40:15,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 13:40:15,699 - pyskl - INFO - +top1_acc 0.7865 +top5_acc 0.9571 +2025-06-28 13:40:15,754 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_44.pth was removed +2025-06-28 13:40:16,809 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-06-28 13:40:16,810 - pyskl - INFO - Best top1_acc is 0.7865 at 48 epoch. +2025-06-28 13:40:16,831 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7865, top5_acc: 0.9571 +2025-06-28 13:41:25,394 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 20:49:16, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 3.4255, loss: 3.4255 +2025-06-28 13:42:11,118 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 20:48:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9625, loss_cls: 3.5430, loss: 3.5430 +2025-06-28 13:42:56,847 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 20:47:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9656, loss_cls: 3.4092, loss: 3.4092 +2025-06-28 13:43:42,689 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 20:46:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 3.3896, loss: 3.3896 +2025-06-28 13:44:28,871 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 20:46:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 3.6108, loss: 3.6108 +2025-06-28 13:45:14,931 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 20:45:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 3.3596, loss: 3.3596 +2025-06-28 13:46:00,925 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 20:44:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 3.5208, loss: 3.5208 +2025-06-28 13:46:46,786 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 20:43:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.4200, loss: 3.4200 +2025-06-28 13:47:32,607 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 20:42:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 3.6308, loss: 3.6308 +2025-06-28 13:48:18,274 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 20:42:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9613, loss_cls: 3.4754, loss: 3.4754 +2025-06-28 13:49:03,910 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 20:41:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 3.5152, loss: 3.5152 +2025-06-28 13:49:49,570 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 20:40:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.5295, loss: 3.5295 +2025-06-28 13:50:35,361 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 20:39:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5466, loss: 3.5466 +2025-06-28 13:51:20,963 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 20:38:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.4504, loss: 3.4504 +2025-06-28 13:52:06,646 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 20:38:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 3.5438, loss: 3.5438 +2025-06-28 13:52:52,274 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 20:37:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.3638, loss: 3.3638 +2025-06-28 13:53:37,884 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 20:36:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 3.5052, loss: 3.5052 +2025-06-28 13:54:23,473 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 20:35:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 3.6116, loss: 3.6116 +2025-06-28 13:55:09,085 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 20:34:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.5079, loss: 3.5079 +2025-06-28 13:55:54,720 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 20:34:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 3.5283, loss: 3.5283 +2025-06-28 13:56:40,467 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 20:33:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.5824, loss: 3.5824 +2025-06-28 13:57:26,159 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 20:32:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 3.6069, loss: 3.6069 +2025-06-28 13:58:12,096 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 20:31:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.5186, loss: 3.5186 +2025-06-28 13:58:57,856 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 20:30:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.5639, loss: 3.5639 +2025-06-28 13:59:43,786 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 20:30:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.6145, loss: 3.6145 +2025-06-28 14:00:29,593 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 20:29:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9619, loss_cls: 3.5699, loss: 3.5699 +2025-06-28 14:01:15,326 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 20:28:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 3.6386, loss: 3.6386 +2025-06-28 14:02:01,162 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 20:27:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 3.5739, loss: 3.5739 +2025-06-28 14:02:46,983 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 20:26:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 3.5449, loss: 3.5449 +2025-06-28 14:03:32,836 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 20:26:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.5346, loss: 3.5346 +2025-06-28 14:04:18,688 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 20:25:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.4623, loss: 3.4623 +2025-06-28 14:05:04,523 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 20:24:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9738, loss_cls: 3.6072, loss: 3.6072 +2025-06-28 14:05:50,210 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 20:23:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9637, loss_cls: 3.4618, loss: 3.4618 +2025-06-28 14:06:36,124 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 20:22:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 3.6712, loss: 3.6712 +2025-06-28 14:06:38,763 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-06-28 14:10:50,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:10:50,713 - pyskl - INFO - +top1_acc 0.8021 +top5_acc 0.9630 +2025-06-28 14:10:50,772 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_48.pth was removed +2025-06-28 14:10:51,822 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2025-06-28 14:10:51,824 - pyskl - INFO - Best top1_acc is 0.8021 at 49 epoch. +2025-06-28 14:10:51,845 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.8021, top5_acc: 0.9630 +2025-06-28 14:12:00,002 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 20:22:46, time: 0.682, data_time: 0.225, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9631, loss_cls: 3.4915, loss: 3.4915 +2025-06-28 14:12:45,593 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 20:21:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 3.5602, loss: 3.5602 +2025-06-28 14:13:31,304 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 20:21:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.5870, loss: 3.5870 +2025-06-28 14:14:17,105 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 20:20:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.3921, loss: 3.3921 +2025-06-28 14:15:02,791 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 20:19:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 3.5841, loss: 3.5841 +2025-06-28 14:15:48,536 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 20:18:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4879, loss: 3.4879 +2025-06-28 14:16:34,421 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 20:17:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 3.4428, loss: 3.4428 +2025-06-28 14:17:20,193 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 20:17:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 3.4821, loss: 3.4821 +2025-06-28 14:18:05,966 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 20:16:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.5677, loss: 3.5677 +2025-06-28 14:18:51,782 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 20:15:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 3.5627, loss: 3.5627 +2025-06-28 14:19:37,505 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 20:14:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 3.5350, loss: 3.5350 +2025-06-28 14:20:23,274 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 20:13:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 3.4873, loss: 3.4873 +2025-06-28 14:21:09,054 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 20:13:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7987, top5_acc: 0.9619, loss_cls: 3.5900, loss: 3.5900 +2025-06-28 14:21:54,829 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 20:12:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.4747, loss: 3.4747 +2025-06-28 14:22:40,625 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 20:11:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 3.6448, loss: 3.6448 +2025-06-28 14:23:26,398 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 20:10:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.4040, loss: 3.4040 +2025-06-28 14:24:12,156 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 20:10:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.4689, loss: 3.4689 +2025-06-28 14:24:58,039 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 20:09:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 3.5314, loss: 3.5314 +2025-06-28 14:25:43,827 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 20:08:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.5597, loss: 3.5597 +2025-06-28 14:26:29,580 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 20:07:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.4895, loss: 3.4895 +2025-06-28 14:27:15,313 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 20:06:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.4676, loss: 3.4676 +2025-06-28 14:28:01,183 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 20:06:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.6057, loss: 3.6057 +2025-06-28 14:28:47,290 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 20:05:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 3.5039, loss: 3.5039 +2025-06-28 14:29:33,379 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 20:04:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 3.4239, loss: 3.4239 +2025-06-28 14:30:19,244 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 20:03:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.5337, loss: 3.5337 +2025-06-28 14:31:05,110 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 20:02:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 3.4513, loss: 3.4513 +2025-06-28 14:31:51,024 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 20:02:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 3.4937, loss: 3.4937 +2025-06-28 14:32:36,943 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 20:01:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 3.3111, loss: 3.3111 +2025-06-28 14:33:22,997 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 20:00:29, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 3.4537, loss: 3.4537 +2025-06-28 14:34:09,143 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 19:59:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 3.5675, loss: 3.5675 +2025-06-28 14:34:55,198 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 19:58:54, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.4247, loss: 3.4247 +2025-06-28 14:35:41,080 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 19:58:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 3.4996, loss: 3.4996 +2025-06-28 14:36:26,691 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 19:57:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 3.5461, loss: 3.5461 +2025-06-28 14:37:12,353 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 19:56:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9694, loss_cls: 3.4265, loss: 3.4265 +2025-06-28 14:37:15,041 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-06-28 14:56:19,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 14:56:19,813 - pyskl - INFO - +top1_acc 0.7760 +top5_acc 0.9556 +2025-06-28 14:56:19,834 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7760, top5_acc: 0.9556 +2025-06-28 14:57:29,077 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 19:56:22, time: 0.692, data_time: 0.233, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.3163, loss: 3.3163 +2025-06-28 14:58:15,104 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 19:55:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 3.4557, loss: 3.4557 +2025-06-28 14:59:01,064 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 19:54:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 3.4008, loss: 3.4008 +2025-06-28 14:59:46,893 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 19:54:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 3.4828, loss: 3.4828 +2025-06-28 15:00:32,763 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 19:53:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 3.4279, loss: 3.4279 +2025-06-28 15:01:18,619 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 19:52:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 3.4139, loss: 3.4139 +2025-06-28 15:02:04,599 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 19:51:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9631, loss_cls: 3.4478, loss: 3.4478 +2025-06-28 15:02:50,318 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 19:50:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.4418, loss: 3.4418 +2025-06-28 15:03:36,177 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 19:50:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.5703, loss: 3.5703 +2025-06-28 15:04:22,032 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 19:49:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 3.4987, loss: 3.4987 +2025-06-28 15:05:07,862 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 19:48:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9806, loss_cls: 3.3942, loss: 3.3942 +2025-06-28 15:05:53,927 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 19:47:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9756, loss_cls: 3.4542, loss: 3.4542 +2025-06-28 15:06:39,799 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 19:46:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.4982, loss: 3.4982 +2025-06-28 15:07:25,574 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 19:46:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 3.4664, loss: 3.4664 +2025-06-28 15:08:11,321 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 19:45:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 3.5928, loss: 3.5928 +2025-06-28 15:08:57,114 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 19:44:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.5760, loss: 3.5760 +2025-06-28 15:09:43,293 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 19:43:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9637, loss_cls: 3.5198, loss: 3.5198 +2025-06-28 15:10:29,074 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 19:42:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 3.4381, loss: 3.4381 +2025-06-28 15:11:14,881 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 19:42:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.4501, loss: 3.4501 +2025-06-28 15:12:00,664 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 19:41:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.5847, loss: 3.5847 +2025-06-28 15:12:46,421 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 19:40:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 3.3618, loss: 3.3618 +2025-06-28 15:13:32,270 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 19:39:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.4634, loss: 3.4634 +2025-06-28 15:14:18,085 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 19:38:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.5662, loss: 3.5662 +2025-06-28 15:15:04,010 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 19:38:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 3.4241, loss: 3.4241 +2025-06-28 15:15:49,849 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 19:37:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 3.6017, loss: 3.6017 +2025-06-28 15:16:35,734 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 19:36:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4848, loss: 3.4848 +2025-06-28 15:17:21,585 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 19:35:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.5023, loss: 3.5023 +2025-06-28 15:18:07,493 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 19:34:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9625, loss_cls: 3.5123, loss: 3.5123 +2025-06-28 15:18:53,426 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 19:34:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.5263, loss: 3.5263 +2025-06-28 15:19:39,289 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 19:33:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 3.3467, loss: 3.3467 +2025-06-28 15:20:25,103 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 19:32:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 3.4517, loss: 3.4517 +2025-06-28 15:21:10,983 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 19:31:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 3.5690, loss: 3.5690 +2025-06-28 15:21:56,821 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 19:30:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9631, loss_cls: 3.5454, loss: 3.5454 +2025-06-28 15:22:42,686 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 19:30:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 3.3918, loss: 3.3918 +2025-06-28 15:22:45,385 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-06-28 15:27:00,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:27:01,052 - pyskl - INFO - +top1_acc 0.7669 +top5_acc 0.9531 +2025-06-28 15:27:01,073 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7669, top5_acc: 0.9531 +2025-06-28 15:28:10,827 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 19:30:02, time: 0.697, data_time: 0.237, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9744, loss_cls: 3.4337, loss: 3.4337 +2025-06-28 15:28:56,817 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 19:29:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 3.3614, loss: 3.3614 +2025-06-28 15:29:42,938 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 19:28:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.5394, loss: 3.5394 +2025-06-28 15:30:29,029 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 19:27:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.4204, loss: 3.4204 +2025-06-28 15:31:15,314 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 19:26:54, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.3416, loss: 3.3416 +2025-06-28 15:32:01,325 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 19:26:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.3967, loss: 3.3967 +2025-06-28 15:32:47,241 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 19:25:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.3169, loss: 3.3169 +2025-06-28 15:33:33,278 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 19:24:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 3.4900, loss: 3.4900 +2025-06-28 15:34:19,319 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 19:23:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.4110, loss: 3.4110 +2025-06-28 15:35:05,424 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 19:22:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.4138, loss: 3.4138 +2025-06-28 15:35:51,430 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 19:22:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9681, loss_cls: 3.5513, loss: 3.5513 +2025-06-28 15:36:37,374 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 19:21:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 3.6001, loss: 3.6001 +2025-06-28 15:37:23,384 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 19:20:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 3.5096, loss: 3.5096 +2025-06-28 15:38:09,413 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 19:19:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.4170, loss: 3.4170 +2025-06-28 15:38:55,547 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 19:19:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 3.5064, loss: 3.5064 +2025-06-28 15:39:41,603 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 19:18:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 3.5705, loss: 3.5705 +2025-06-28 15:40:27,699 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 19:17:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.4413, loss: 3.4413 +2025-06-28 15:41:13,656 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 19:16:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.3374, loss: 3.3374 +2025-06-28 15:41:59,665 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 19:15:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 3.5067, loss: 3.5067 +2025-06-28 15:42:45,664 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 19:15:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4424, loss: 3.4424 +2025-06-28 15:43:31,634 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 19:14:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 3.4979, loss: 3.4979 +2025-06-28 15:44:17,677 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 19:13:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9594, loss_cls: 3.4643, loss: 3.4643 +2025-06-28 15:45:03,664 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 19:12:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.5982, loss: 3.5982 +2025-06-28 15:45:49,598 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 19:11:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 3.4841, loss: 3.4841 +2025-06-28 15:46:35,597 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 19:11:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 3.5081, loss: 3.5081 +2025-06-28 15:47:21,511 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 19:10:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 3.4960, loss: 3.4960 +2025-06-28 15:48:07,511 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 19:09:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9744, loss_cls: 3.4756, loss: 3.4756 +2025-06-28 15:48:53,654 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 19:08:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.4510, loss: 3.4510 +2025-06-28 15:49:39,755 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 19:07:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 3.4805, loss: 3.4805 +2025-06-28 15:50:25,770 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 19:07:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.5632, loss: 3.5632 +2025-06-28 15:51:11,885 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 19:06:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9644, loss_cls: 3.5302, loss: 3.5302 +2025-06-28 15:51:57,786 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 19:05:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 3.4565, loss: 3.4565 +2025-06-28 15:52:43,661 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 19:04:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.5051, loss: 3.5051 +2025-06-28 15:53:29,862 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 19:04:01, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9563, loss_cls: 3.6213, loss: 3.6213 +2025-06-28 15:53:32,564 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-06-28 15:57:45,114 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 15:57:45,659 - pyskl - INFO - +top1_acc 0.7759 +top5_acc 0.9526 +2025-06-28 15:57:45,680 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7759, top5_acc: 0.9526 +2025-06-28 15:58:55,398 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 19:03:52, time: 0.697, data_time: 0.237, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2593, loss: 3.2593 +2025-06-28 15:59:41,530 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 19:03:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 3.4859, loss: 3.4859 +2025-06-28 16:00:27,657 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 19:02:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.3053, loss: 3.3053 +2025-06-28 16:01:14,035 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 19:01:31, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.4512, loss: 3.4512 +2025-06-28 16:02:00,077 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 19:00:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 3.4635, loss: 3.4635 +2025-06-28 16:02:46,134 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 18:59:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2958, loss: 3.2958 +2025-06-28 16:03:32,144 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 18:59:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.4328, loss: 3.4328 +2025-06-28 16:04:18,170 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 18:58:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 3.5461, loss: 3.5461 +2025-06-28 16:05:04,223 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 18:57:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.4633, loss: 3.4633 +2025-06-28 16:05:50,220 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 18:56:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.3244, loss: 3.3244 +2025-06-28 16:06:36,202 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 18:56:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.4762, loss: 3.4762 +2025-06-28 16:07:22,165 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 18:55:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 3.4892, loss: 3.4892 +2025-06-28 16:08:08,113 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 18:54:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 3.5504, loss: 3.5504 +2025-06-28 16:08:54,133 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 18:53:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 3.4612, loss: 3.4612 +2025-06-28 16:09:40,083 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 18:52:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.3653, loss: 3.3653 +2025-06-28 16:10:26,087 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 18:52:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 3.5955, loss: 3.5955 +2025-06-28 16:11:11,985 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 18:51:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 3.4655, loss: 3.4655 +2025-06-28 16:11:57,898 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 18:50:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 3.5050, loss: 3.5050 +2025-06-28 16:12:43,786 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 18:49:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4787, loss: 3.4787 +2025-06-28 16:13:29,697 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 18:48:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 3.4222, loss: 3.4222 +2025-06-28 16:14:15,625 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 18:48:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.4711, loss: 3.4711 +2025-06-28 16:15:01,762 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 18:47:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9650, loss_cls: 3.4868, loss: 3.4868 +2025-06-28 16:15:48,017 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 18:46:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 3.4245, loss: 3.4245 +2025-06-28 16:16:33,892 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 18:45:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.3767, loss: 3.3767 +2025-06-28 16:17:19,823 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 18:44:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.3642, loss: 3.3642 +2025-06-28 16:18:05,743 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 18:44:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 3.4796, loss: 3.4796 +2025-06-28 16:18:51,695 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 18:43:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.3779, loss: 3.3779 +2025-06-28 16:19:37,780 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 18:42:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.7850, top5_acc: 0.9581, loss_cls: 3.5309, loss: 3.5309 +2025-06-28 16:20:23,771 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 18:41:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 3.4171, loss: 3.4171 +2025-06-28 16:21:09,712 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 18:41:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.5964, loss: 3.5964 +2025-06-28 16:21:55,675 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 18:40:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.3842, loss: 3.3842 +2025-06-28 16:22:41,657 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 18:39:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.4053, loss: 3.4053 +2025-06-28 16:23:27,590 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 18:38:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 3.3970, loss: 3.3970 +2025-06-28 16:24:13,480 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 18:37:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 3.5397, loss: 3.5397 +2025-06-28 16:24:16,109 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-06-28 16:28:27,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:28:27,802 - pyskl - INFO - +top1_acc 0.7552 +top5_acc 0.9468 +2025-06-28 16:28:27,823 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7552, top5_acc: 0.9468 +2025-06-28 16:29:36,190 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 18:37:37, time: 0.684, data_time: 0.228, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.4685, loss: 3.4685 +2025-06-28 16:30:21,861 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 18:36:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 3.4529, loss: 3.4529 +2025-06-28 16:31:07,534 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 18:36:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.4011, loss: 3.4011 +2025-06-28 16:31:53,131 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 18:35:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.3851, loss: 3.3851 +2025-06-28 16:32:38,773 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 18:34:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.2962, loss: 3.2962 +2025-06-28 16:33:24,352 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 18:33:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.3283, loss: 3.3283 +2025-06-28 16:34:09,962 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 1 day, 18:32:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 3.5620, loss: 3.5620 +2025-06-28 16:34:55,749 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 1 day, 18:32:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 3.3769, loss: 3.3769 +2025-06-28 16:35:41,505 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 1 day, 18:31:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.3434, loss: 3.3434 +2025-06-28 16:36:27,070 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 1 day, 18:30:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.3844, loss: 3.3844 +2025-06-28 16:37:12,808 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 1 day, 18:29:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 3.5103, loss: 3.5103 +2025-06-28 16:37:58,562 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 1 day, 18:28:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9663, loss_cls: 3.4538, loss: 3.4538 +2025-06-28 16:38:44,169 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 1 day, 18:28:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9712, loss_cls: 3.4451, loss: 3.4451 +2025-06-28 16:39:29,812 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 1 day, 18:27:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 3.3535, loss: 3.3535 +2025-06-28 16:40:15,402 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 1 day, 18:26:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.3287, loss: 3.3287 +2025-06-28 16:41:01,072 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 1 day, 18:25:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.5207, loss: 3.5207 +2025-06-28 16:41:46,703 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 1 day, 18:24:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 3.3603, loss: 3.3603 +2025-06-28 16:42:32,469 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 1 day, 18:24:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.4379, loss: 3.4379 +2025-06-28 16:43:18,225 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 1 day, 18:23:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 3.4008, loss: 3.4008 +2025-06-28 16:44:03,927 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 1 day, 18:22:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.4720, loss: 3.4720 +2025-06-28 16:44:49,865 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 1 day, 18:21:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.4298, loss: 3.4298 +2025-06-28 16:45:35,777 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 1 day, 18:20:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 3.4164, loss: 3.4164 +2025-06-28 16:46:21,575 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 1 day, 18:20:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.4977, loss: 3.4977 +2025-06-28 16:47:07,457 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 1 day, 18:19:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 3.6194, loss: 3.6194 +2025-06-28 16:47:53,340 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 1 day, 18:18:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9619, loss_cls: 3.4127, loss: 3.4127 +2025-06-28 16:48:39,110 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 1 day, 18:17:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.4301, loss: 3.4301 +2025-06-28 16:49:24,965 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 1 day, 18:16:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.4366, loss: 3.4366 +2025-06-28 16:50:10,807 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 1 day, 18:16:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7963, top5_acc: 0.9694, loss_cls: 3.5171, loss: 3.5171 +2025-06-28 16:50:56,545 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 1 day, 18:15:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 3.4399, loss: 3.4399 +2025-06-28 16:51:42,385 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 1 day, 18:14:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 3.5391, loss: 3.5391 +2025-06-28 16:52:28,165 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 1 day, 18:13:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.4183, loss: 3.4183 +2025-06-28 16:53:14,019 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 1 day, 18:12:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 3.5243, loss: 3.5243 +2025-06-28 16:53:59,805 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 1 day, 18:12:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 3.3910, loss: 3.3910 +2025-06-28 16:54:45,536 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 1 day, 18:11:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 3.5061, loss: 3.5061 +2025-06-28 16:54:48,250 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-06-28 16:59:02,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 16:59:02,687 - pyskl - INFO - +top1_acc 0.7789 +top5_acc 0.9550 +2025-06-28 16:59:02,708 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7789, top5_acc: 0.9550 +2025-06-28 17:00:11,142 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 1 day, 18:11:06, time: 0.684, data_time: 0.228, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 3.2888, loss: 3.2888 +2025-06-28 17:00:56,840 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 1 day, 18:10:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.2960, loss: 3.2960 +2025-06-28 17:01:42,535 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 1 day, 18:09:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 3.3987, loss: 3.3987 +2025-06-28 17:02:28,131 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 1 day, 18:08:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.3195, loss: 3.3195 +2025-06-28 17:03:13,761 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 1 day, 18:07:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9725, loss_cls: 3.4133, loss: 3.4133 +2025-06-28 17:03:59,407 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 1 day, 18:07:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.4288, loss: 3.4288 +2025-06-28 17:04:45,000 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 1 day, 18:06:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 3.4269, loss: 3.4269 +2025-06-28 17:05:30,599 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 1 day, 18:05:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 3.3546, loss: 3.3546 +2025-06-28 17:06:16,258 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 1 day, 18:04:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 3.4541, loss: 3.4541 +2025-06-28 17:07:01,889 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 1 day, 18:03:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 3.4909, loss: 3.4909 +2025-06-28 17:07:47,610 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 1 day, 18:03:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 3.4226, loss: 3.4226 +2025-06-28 17:08:33,328 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 1 day, 18:02:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.3099, loss: 3.3099 +2025-06-28 17:09:19,010 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 1 day, 18:01:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 3.3681, loss: 3.3681 +2025-06-28 17:10:04,830 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 1 day, 18:00:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 3.5063, loss: 3.5063 +2025-06-28 17:10:50,850 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 1 day, 17:59:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 3.4947, loss: 3.4947 +2025-06-28 17:11:36,854 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 1 day, 17:59:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 3.3607, loss: 3.3607 +2025-06-28 17:12:22,780 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 1 day, 17:58:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8025, top5_acc: 0.9762, loss_cls: 3.4957, loss: 3.4957 +2025-06-28 17:13:08,621 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 1 day, 17:57:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.5112, loss: 3.5112 +2025-06-28 17:13:54,505 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 1 day, 17:56:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.3310, loss: 3.3310 +2025-06-28 17:14:40,396 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 1 day, 17:55:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 3.3464, loss: 3.3464 +2025-06-28 17:15:26,205 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 1 day, 17:55:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.3231, loss: 3.3231 +2025-06-28 17:16:11,988 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 1 day, 17:54:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 3.4765, loss: 3.4765 +2025-06-28 17:16:57,703 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 1 day, 17:53:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.3957, loss: 3.3957 +2025-06-28 17:17:43,433 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 1 day, 17:52:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.4975, loss: 3.4975 +2025-06-28 17:18:29,244 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 1 day, 17:52:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.3634, loss: 3.3634 +2025-06-28 17:19:14,967 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 1 day, 17:51:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.4164, loss: 3.4164 +2025-06-28 17:20:00,680 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 1 day, 17:50:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 3.3573, loss: 3.3573 +2025-06-28 17:20:46,458 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 1 day, 17:49:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9613, loss_cls: 3.4713, loss: 3.4713 +2025-06-28 17:21:32,329 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 1 day, 17:48:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 3.4152, loss: 3.4152 +2025-06-28 17:22:18,162 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 1 day, 17:48:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 3.5289, loss: 3.5289 +2025-06-28 17:23:03,844 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 1 day, 17:47:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.5137, loss: 3.5137 +2025-06-28 17:23:49,523 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 1 day, 17:46:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9769, loss_cls: 3.2444, loss: 3.2444 +2025-06-28 17:24:35,209 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 1 day, 17:45:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9794, loss_cls: 3.3866, loss: 3.3866 +2025-06-28 17:25:20,939 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 1 day, 17:44:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.3919, loss: 3.3919 +2025-06-28 17:25:23,589 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-06-28 17:44:31,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 17:44:31,621 - pyskl - INFO - +top1_acc 0.7928 +top5_acc 0.9594 +2025-06-28 17:44:31,642 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7928, top5_acc: 0.9594 +2025-06-28 17:45:40,735 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 1 day, 17:44:37, time: 0.691, data_time: 0.231, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.2688, loss: 3.2688 +2025-06-28 17:46:26,540 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 1 day, 17:43:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.2058, loss: 3.2058 +2025-06-28 17:47:12,440 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 1 day, 17:43:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 3.4624, loss: 3.4624 +2025-06-28 17:47:58,273 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 1 day, 17:42:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 3.2661, loss: 3.2661 +2025-06-28 17:48:44,104 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 1 day, 17:41:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 3.3324, loss: 3.3324 +2025-06-28 17:49:29,783 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 1 day, 17:40:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 3.4075, loss: 3.4075 +2025-06-28 17:50:15,413 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 1 day, 17:39:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 3.4086, loss: 3.4086 +2025-06-28 17:51:01,092 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 1 day, 17:39:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 3.3655, loss: 3.3655 +2025-06-28 17:51:46,821 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 1 day, 17:38:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9669, loss_cls: 3.3684, loss: 3.3684 +2025-06-28 17:52:32,577 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 1 day, 17:37:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 3.3943, loss: 3.3943 +2025-06-28 17:53:18,357 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 1 day, 17:36:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.4265, loss: 3.4265 +2025-06-28 17:54:04,142 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 1 day, 17:35:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 3.4270, loss: 3.4270 +2025-06-28 17:54:49,819 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 1 day, 17:35:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.4548, loss: 3.4548 +2025-06-28 17:55:35,552 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 1 day, 17:34:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 3.3595, loss: 3.3595 +2025-06-28 17:56:21,307 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 1 day, 17:33:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9613, loss_cls: 3.4412, loss: 3.4412 +2025-06-28 17:57:07,115 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 1 day, 17:32:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.4356, loss: 3.4356 +2025-06-28 17:57:52,787 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 1 day, 17:31:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 3.3451, loss: 3.3451 +2025-06-28 17:58:38,461 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 1 day, 17:31:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 3.4438, loss: 3.4438 +2025-06-28 17:59:24,177 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 1 day, 17:30:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.3249, loss: 3.3249 +2025-06-28 18:00:09,975 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 1 day, 17:29:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.3612, loss: 3.3612 +2025-06-28 18:00:55,715 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 1 day, 17:28:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9775, loss_cls: 3.4247, loss: 3.4247 +2025-06-28 18:01:41,524 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 1 day, 17:27:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 3.5097, loss: 3.5097 +2025-06-28 18:02:27,183 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 1 day, 17:27:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.3732, loss: 3.3732 +2025-06-28 18:03:12,909 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 1 day, 17:26:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.4550, loss: 3.4550 +2025-06-28 18:03:58,566 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 1 day, 17:25:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9675, loss_cls: 3.4463, loss: 3.4463 +2025-06-28 18:04:44,319 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 1 day, 17:24:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.4188, loss: 3.4188 +2025-06-28 18:05:30,135 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 1 day, 17:23:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9694, loss_cls: 3.3958, loss: 3.3958 +2025-06-28 18:06:15,914 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 1 day, 17:23:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 3.3618, loss: 3.3618 +2025-06-28 18:07:01,610 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 1 day, 17:22:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 3.2398, loss: 3.2398 +2025-06-28 18:07:47,358 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 1 day, 17:21:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9650, loss_cls: 3.3828, loss: 3.3828 +2025-06-28 18:08:33,122 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 1 day, 17:20:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.2876, loss: 3.2876 +2025-06-28 18:09:19,046 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 1 day, 17:19:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.4166, loss: 3.4166 +2025-06-28 18:10:04,790 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 1 day, 17:19:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3940, loss: 3.3940 +2025-06-28 18:10:50,830 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 1 day, 17:18:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 3.4997, loss: 3.4997 +2025-06-28 18:10:53,521 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-06-28 18:15:04,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:15:05,226 - pyskl - INFO - +top1_acc 0.7659 +top5_acc 0.9503 +2025-06-28 18:15:05,247 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7659, top5_acc: 0.9503 +2025-06-28 18:16:13,761 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 1 day, 17:18:09, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.2699, loss: 3.2699 +2025-06-28 18:16:59,581 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 1 day, 17:17:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.3443, loss: 3.3443 +2025-06-28 18:17:45,432 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 1 day, 17:16:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 3.3527, loss: 3.3527 +2025-06-28 18:18:31,140 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 1 day, 17:15:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 3.4147, loss: 3.4147 +2025-06-28 18:19:16,827 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 1 day, 17:14:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 3.3927, loss: 3.3927 +2025-06-28 18:20:02,505 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 1 day, 17:14:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 3.3095, loss: 3.3095 +2025-06-28 18:20:48,184 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 1 day, 17:13:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9681, loss_cls: 3.3066, loss: 3.3066 +2025-06-28 18:21:33,923 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 1 day, 17:12:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.3524, loss: 3.3524 +2025-06-28 18:22:19,844 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 1 day, 17:11:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 3.5271, loss: 3.5271 +2025-06-28 18:23:05,716 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 1 day, 17:11:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.3303, loss: 3.3303 +2025-06-28 18:23:51,425 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 1 day, 17:10:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3501, loss: 3.3501 +2025-06-28 18:24:37,155 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 1 day, 17:09:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.3229, loss: 3.3229 +2025-06-28 18:25:22,850 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 1 day, 17:08:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 3.3820, loss: 3.3820 +2025-06-28 18:26:08,587 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 1 day, 17:07:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.3797, loss: 3.3797 +2025-06-28 18:26:54,322 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 1 day, 17:07:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.3123, loss: 3.3123 +2025-06-28 18:27:40,048 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 1 day, 17:06:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 3.4689, loss: 3.4689 +2025-06-28 18:28:25,708 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 1 day, 17:05:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 3.3525, loss: 3.3525 +2025-06-28 18:29:11,391 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 1 day, 17:04:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 3.4347, loss: 3.4347 +2025-06-28 18:29:57,289 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 1 day, 17:03:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7956, top5_acc: 0.9738, loss_cls: 3.3788, loss: 3.3788 +2025-06-28 18:30:43,089 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 1 day, 17:03:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.3253, loss: 3.3253 +2025-06-28 18:31:28,841 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 1 day, 17:02:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 3.4119, loss: 3.4119 +2025-06-28 18:32:14,578 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 1 day, 17:01:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 3.3021, loss: 3.3021 +2025-06-28 18:33:00,280 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 1 day, 17:00:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 3.3832, loss: 3.3832 +2025-06-28 18:33:45,957 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 1 day, 16:59:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 3.3840, loss: 3.3840 +2025-06-28 18:34:31,790 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 1 day, 16:59:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.4221, loss: 3.4221 +2025-06-28 18:35:17,832 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 1 day, 16:58:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.3674, loss: 3.3674 +2025-06-28 18:36:03,577 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 1 day, 16:57:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.3856, loss: 3.3856 +2025-06-28 18:36:49,449 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 1 day, 16:56:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 3.4611, loss: 3.4611 +2025-06-28 18:37:35,273 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 1 day, 16:55:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.3349, loss: 3.3349 +2025-06-28 18:38:21,144 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 1 day, 16:55:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 3.3555, loss: 3.3555 +2025-06-28 18:39:06,917 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 1 day, 16:54:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9675, loss_cls: 3.5034, loss: 3.5034 +2025-06-28 18:39:52,921 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 1 day, 16:53:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 3.3900, loss: 3.3900 +2025-06-28 18:40:38,674 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 1 day, 16:52:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.2918, loss: 3.2918 +2025-06-28 18:41:24,403 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 1 day, 16:51:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.3435, loss: 3.3435 +2025-06-28 18:41:27,043 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-06-28 18:45:39,212 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 18:45:39,759 - pyskl - INFO - +top1_acc 0.7822 +top5_acc 0.9554 +2025-06-28 18:45:39,781 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7822, top5_acc: 0.9554 +2025-06-28 18:46:48,500 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 1 day, 16:51:41, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.3627, loss: 3.3627 +2025-06-28 18:47:34,427 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 1 day, 16:50:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.3450, loss: 3.3450 +2025-06-28 18:48:20,409 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 1 day, 16:50:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.2269, loss: 3.2269 +2025-06-28 18:49:06,204 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 1 day, 16:49:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.2628, loss: 3.2628 +2025-06-28 18:49:51,987 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 1 day, 16:48:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 3.4079, loss: 3.4079 +2025-06-28 18:50:37,736 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 1 day, 16:47:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.4409, loss: 3.4409 +2025-06-28 18:51:23,549 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 1 day, 16:46:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 3.3557, loss: 3.3557 +2025-06-28 18:52:09,285 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 1 day, 16:46:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 3.2980, loss: 3.2980 +2025-06-28 18:52:54,930 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 1 day, 16:45:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 3.5136, loss: 3.5136 +2025-06-28 18:53:40,536 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 1 day, 16:44:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 3.3842, loss: 3.3842 +2025-06-28 18:54:26,102 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 1 day, 16:43:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.2661, loss: 3.2661 +2025-06-28 18:55:11,695 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 1 day, 16:42:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 3.3681, loss: 3.3681 +2025-06-28 18:55:57,328 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 1 day, 16:42:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 3.2386, loss: 3.2386 +2025-06-28 18:56:42,873 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 1 day, 16:41:22, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 3.4044, loss: 3.4044 +2025-06-28 18:57:28,451 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 1 day, 16:40:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.2282, loss: 3.2282 +2025-06-28 18:58:14,080 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 1 day, 16:39:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.4065, loss: 3.4065 +2025-06-28 18:58:59,767 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 1 day, 16:38:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.3822, loss: 3.3822 +2025-06-28 18:59:45,455 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 1 day, 16:38:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.3865, loss: 3.3865 +2025-06-28 19:00:31,172 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 1 day, 16:37:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 3.4965, loss: 3.4965 +2025-06-28 19:01:16,841 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 1 day, 16:36:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.3203, loss: 3.3203 +2025-06-28 19:02:02,503 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 1 day, 16:35:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9688, loss_cls: 3.3854, loss: 3.3854 +2025-06-28 19:02:48,180 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 1 day, 16:35:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.4104, loss: 3.4104 +2025-06-28 19:03:33,789 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 1 day, 16:34:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 3.4195, loss: 3.4195 +2025-06-28 19:04:19,410 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 1 day, 16:33:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.2069, loss: 3.2069 +2025-06-28 19:05:05,015 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 1 day, 16:32:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 3.5691, loss: 3.5691 +2025-06-28 19:05:50,446 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 1 day, 16:31:48, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 3.4053, loss: 3.4053 +2025-06-28 19:06:36,053 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 1 day, 16:31:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 3.3699, loss: 3.3699 +2025-06-28 19:07:21,583 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 1 day, 16:30:12, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 3.4730, loss: 3.4730 +2025-06-28 19:08:07,172 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 1 day, 16:29:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 3.4822, loss: 3.4822 +2025-06-28 19:08:52,687 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 1 day, 16:28:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 3.5568, loss: 3.5568 +2025-06-28 19:09:38,353 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 1 day, 16:27:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.4313, loss: 3.4313 +2025-06-28 19:10:24,023 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 1 day, 16:27:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.3090, loss: 3.3090 +2025-06-28 19:11:09,653 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 1 day, 16:26:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 3.2952, loss: 3.2952 +2025-06-28 19:11:55,332 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 1 day, 16:25:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 3.3218, loss: 3.3218 +2025-06-28 19:11:57,959 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-06-28 19:16:08,498 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:16:09,034 - pyskl - INFO - +top1_acc 0.7604 +top5_acc 0.9489 +2025-06-28 19:16:09,055 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7604, top5_acc: 0.9489 +2025-06-28 19:17:17,212 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 1 day, 16:25:08, time: 0.682, data_time: 0.224, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.4299, loss: 3.4299 +2025-06-28 19:18:02,913 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 1 day, 16:24:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.3117, loss: 3.3117 +2025-06-28 19:18:48,674 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 1 day, 16:23:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.2506, loss: 3.2506 +2025-06-28 19:19:34,586 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 1 day, 16:22:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 3.2381, loss: 3.2381 +2025-06-28 19:20:20,510 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 1 day, 16:21:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.2185, loss: 3.2185 +2025-06-28 19:21:06,484 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 1 day, 16:21:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9850, loss_cls: 3.3339, loss: 3.3339 +2025-06-28 19:21:52,407 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 1 day, 16:20:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.3252, loss: 3.3252 +2025-06-28 19:22:38,214 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 1 day, 16:19:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 3.3561, loss: 3.3561 +2025-06-28 19:23:24,097 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 1 day, 16:18:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 3.2618, loss: 3.2618 +2025-06-28 19:24:10,064 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 1 day, 16:18:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 3.2906, loss: 3.2906 +2025-06-28 19:24:56,053 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 1 day, 16:17:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 3.3535, loss: 3.3535 +2025-06-28 19:25:41,885 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 1 day, 16:16:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.3731, loss: 3.3731 +2025-06-28 19:26:28,036 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 1 day, 16:15:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 3.4872, loss: 3.4872 +2025-06-28 19:27:14,041 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 1 day, 16:14:52, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.3262, loss: 3.3262 +2025-06-28 19:28:00,062 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 1 day, 16:14:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 3.4626, loss: 3.4626 +2025-06-28 19:28:46,016 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 1 day, 16:13:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 3.3971, loss: 3.3971 +2025-06-28 19:29:31,930 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 1 day, 16:12:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 3.2212, loss: 3.2212 +2025-06-28 19:30:17,837 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 1 day, 16:11:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 3.3707, loss: 3.3707 +2025-06-28 19:31:03,782 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 1 day, 16:10:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.3251, loss: 3.3251 +2025-06-28 19:31:49,711 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 1 day, 16:10:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.2990, loss: 3.2990 +2025-06-28 19:32:35,660 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 1 day, 16:09:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.3135, loss: 3.3135 +2025-06-28 19:33:21,614 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 1 day, 16:08:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9769, loss_cls: 3.4218, loss: 3.4218 +2025-06-28 19:34:07,602 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 1 day, 16:07:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2489, loss: 3.2489 +2025-06-28 19:34:53,564 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 1 day, 16:07:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 3.3943, loss: 3.3943 +2025-06-28 19:35:39,545 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 1 day, 16:06:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.3448, loss: 3.3448 +2025-06-28 19:36:25,580 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 1 day, 16:05:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 3.4404, loss: 3.4404 +2025-06-28 19:37:11,639 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 1 day, 16:04:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 3.3189, loss: 3.3189 +2025-06-28 19:37:57,657 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 1 day, 16:03:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9731, loss_cls: 3.5373, loss: 3.5373 +2025-06-28 19:38:43,778 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 1 day, 16:03:04, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 3.3140, loss: 3.3140 +2025-06-28 19:39:29,802 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 1 day, 16:02:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3315, loss: 3.3315 +2025-06-28 19:40:15,777 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 1 day, 16:01:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9775, loss_cls: 3.3710, loss: 3.3710 +2025-06-28 19:41:01,706 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 1 day, 16:00:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 3.4043, loss: 3.4043 +2025-06-28 19:41:47,553 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 1 day, 15:59:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 3.1777, loss: 3.1777 +2025-06-28 19:42:33,432 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 1 day, 15:59:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 3.3542, loss: 3.3542 +2025-06-28 19:42:36,040 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-06-28 19:46:47,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 19:46:48,124 - pyskl - INFO - +top1_acc 0.7832 +top5_acc 0.9546 +2025-06-28 19:46:48,143 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7832, top5_acc: 0.9546 +2025-06-28 19:47:56,449 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 1 day, 15:58:49, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.1457, loss: 3.1457 +2025-06-28 19:48:42,254 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 1 day, 15:58:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 3.2228, loss: 3.2228 +2025-06-28 19:49:27,921 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 1 day, 15:57:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1749, loss: 3.1749 +2025-06-28 19:50:13,569 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 1 day, 15:56:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.2558, loss: 3.2558 +2025-06-28 19:50:59,281 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 1 day, 15:55:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1831, loss: 3.1831 +2025-06-28 19:51:45,000 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 1 day, 15:54:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 3.3126, loss: 3.3126 +2025-06-28 19:52:30,948 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 1 day, 15:54:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 3.2960, loss: 3.2960 +2025-06-28 19:53:16,773 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 1 day, 15:53:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.3020, loss: 3.3020 +2025-06-28 19:54:02,588 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 1 day, 15:52:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.2351, loss: 3.2351 +2025-06-28 19:54:48,381 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 1 day, 15:51:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.2954, loss: 3.2954 +2025-06-28 19:55:34,186 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 1 day, 15:50:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 3.3478, loss: 3.3478 +2025-06-28 19:56:20,128 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 1 day, 15:50:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 3.2848, loss: 3.2848 +2025-06-28 19:57:06,010 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 1 day, 15:49:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 3.4198, loss: 3.4198 +2025-06-28 19:57:51,816 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 1 day, 15:48:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.3058, loss: 3.3058 +2025-06-28 19:58:37,782 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 1 day, 15:47:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 3.2928, loss: 3.2928 +2025-06-28 19:59:23,675 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 1 day, 15:46:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.2944, loss: 3.2944 +2025-06-28 20:00:09,432 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 1 day, 15:46:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 3.3099, loss: 3.3099 +2025-06-28 20:00:55,177 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 1 day, 15:45:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 3.3938, loss: 3.3938 +2025-06-28 20:01:41,013 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 1 day, 15:44:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 3.3304, loss: 3.3304 +2025-06-28 20:02:26,884 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 1 day, 15:43:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.3775, loss: 3.3775 +2025-06-28 20:03:12,595 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 1 day, 15:43:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.3063, loss: 3.3063 +2025-06-28 20:03:58,678 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 1 day, 15:42:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.3028, loss: 3.3028 +2025-06-28 20:04:44,460 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 1 day, 15:41:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9769, loss_cls: 3.3585, loss: 3.3585 +2025-06-28 20:05:30,358 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 1 day, 15:40:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9694, loss_cls: 3.3638, loss: 3.3638 +2025-06-28 20:06:16,206 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 1 day, 15:39:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 3.4994, loss: 3.4994 +2025-06-28 20:07:01,901 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 1 day, 15:39:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9700, loss_cls: 3.2763, loss: 3.2763 +2025-06-28 20:07:47,720 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 1 day, 15:38:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.3113, loss: 3.3113 +2025-06-28 20:08:33,478 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 1 day, 15:37:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 3.3182, loss: 3.3182 +2025-06-28 20:09:19,295 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 1 day, 15:36:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 3.4383, loss: 3.4383 +2025-06-28 20:10:05,179 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 1 day, 15:35:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 3.3420, loss: 3.3420 +2025-06-28 20:10:51,036 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 1 day, 15:35:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.4465, loss: 3.4465 +2025-06-28 20:11:36,816 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 1 day, 15:34:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9688, loss_cls: 3.3274, loss: 3.3274 +2025-06-28 20:12:22,521 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 1 day, 15:33:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 3.3981, loss: 3.3981 +2025-06-28 20:13:08,160 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 1 day, 15:32:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3001, loss: 3.3001 +2025-06-28 20:13:10,777 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-06-28 20:31:48,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 20:31:49,023 - pyskl - INFO - +top1_acc 0.7703 +top5_acc 0.9544 +2025-06-28 20:31:49,045 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7703, top5_acc: 0.9544 +2025-06-28 20:32:57,892 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 1 day, 15:32:25, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9762, loss_cls: 3.2522, loss: 3.2522 +2025-06-28 20:33:43,657 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 1 day, 15:31:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 3.1790, loss: 3.1790 +2025-06-28 20:34:29,463 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 1 day, 15:30:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 3.1822, loss: 3.1822 +2025-06-28 20:35:15,283 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 1 day, 15:30:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 3.2529, loss: 3.2529 +2025-06-28 20:36:01,072 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 1 day, 15:29:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9644, loss_cls: 3.3690, loss: 3.3690 +2025-06-28 20:36:46,903 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 1 day, 15:28:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.2415, loss: 3.2415 +2025-06-28 20:37:32,748 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 1 day, 15:27:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9812, loss_cls: 3.2202, loss: 3.2202 +2025-06-28 20:38:18,585 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 1 day, 15:26:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 3.2386, loss: 3.2386 +2025-06-28 20:39:04,321 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 1 day, 15:26:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.2334, loss: 3.2334 +2025-06-28 20:39:50,065 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 1 day, 15:25:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 3.3419, loss: 3.3419 +2025-06-28 20:40:35,854 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 1 day, 15:24:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 3.3649, loss: 3.3649 +2025-06-28 20:41:21,651 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 1 day, 15:23:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.3552, loss: 3.3552 +2025-06-28 20:42:07,449 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 1 day, 15:22:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 3.2827, loss: 3.2827 +2025-06-28 20:42:53,238 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 1 day, 15:22:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.3370, loss: 3.3370 +2025-06-28 20:43:39,041 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 1 day, 15:21:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.3257, loss: 3.3257 +2025-06-28 20:44:24,856 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 1 day, 15:20:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.2921, loss: 3.2921 +2025-06-28 20:45:10,640 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 1 day, 15:19:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 3.1075, loss: 3.1075 +2025-06-28 20:45:56,457 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 1 day, 15:18:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 3.2950, loss: 3.2950 +2025-06-28 20:46:42,279 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 1 day, 15:18:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 3.2693, loss: 3.2693 +2025-06-28 20:47:28,173 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 1 day, 15:17:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.3509, loss: 3.3509 +2025-06-28 20:48:13,961 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 1 day, 15:16:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.3523, loss: 3.3523 +2025-06-28 20:48:59,858 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 1 day, 15:15:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.4236, loss: 3.4236 +2025-06-28 20:49:45,732 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 1 day, 15:15:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 3.4221, loss: 3.4221 +2025-06-28 20:50:31,498 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 1 day, 15:14:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 3.4008, loss: 3.4008 +2025-06-28 20:51:17,496 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 1 day, 15:13:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.3274, loss: 3.3274 +2025-06-28 20:52:03,397 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 1 day, 15:12:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9675, loss_cls: 3.3124, loss: 3.3124 +2025-06-28 20:52:49,278 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 1 day, 15:11:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.4102, loss: 3.4102 +2025-06-28 20:53:35,042 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 1 day, 15:11:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.3991, loss: 3.3991 +2025-06-28 20:54:20,905 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 1 day, 15:10:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.2390, loss: 3.2390 +2025-06-28 20:55:07,003 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 1 day, 15:09:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 3.3887, loss: 3.3887 +2025-06-28 20:55:52,910 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 1 day, 15:08:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.3275, loss: 3.3275 +2025-06-28 20:56:38,761 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 1 day, 15:07:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9663, loss_cls: 3.4994, loss: 3.4994 +2025-06-28 20:57:24,576 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 1 day, 15:07:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 3.2359, loss: 3.2359 +2025-06-28 20:58:10,534 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 1 day, 15:06:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.3823, loss: 3.3823 +2025-06-28 20:58:13,170 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-06-28 21:02:24,717 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:02:25,264 - pyskl - INFO - +top1_acc 0.7851 +top5_acc 0.9565 +2025-06-28 21:02:25,284 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7851, top5_acc: 0.9565 +2025-06-28 21:03:34,254 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 1 day, 15:06:02, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.2747, loss: 3.2747 +2025-06-28 21:04:19,974 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 1 day, 15:05:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 3.2452, loss: 3.2452 +2025-06-28 21:05:05,667 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 1 day, 15:04:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.3024, loss: 3.3024 +2025-06-28 21:05:51,337 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 1 day, 15:03:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 3.3401, loss: 3.3401 +2025-06-28 21:06:36,949 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 1 day, 15:02:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 3.1428, loss: 3.1428 +2025-06-28 21:07:22,641 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 1 day, 15:02:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 3.2710, loss: 3.2710 +2025-06-28 21:08:08,349 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 1 day, 15:01:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 3.3433, loss: 3.3433 +2025-06-28 21:08:54,005 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 1 day, 15:00:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.3194, loss: 3.3194 +2025-06-28 21:09:39,631 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 1 day, 14:59:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 3.2724, loss: 3.2724 +2025-06-28 21:10:25,270 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 1 day, 14:58:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9719, loss_cls: 3.3782, loss: 3.3782 +2025-06-28 21:11:10,908 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 1 day, 14:58:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.1298, loss: 3.1298 +2025-06-28 21:11:56,546 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 1 day, 14:57:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 3.2596, loss: 3.2596 +2025-06-28 21:12:42,138 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 1 day, 14:56:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 3.2598, loss: 3.2598 +2025-06-28 21:13:27,821 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 1 day, 14:55:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 3.2780, loss: 3.2780 +2025-06-28 21:14:13,486 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 1 day, 14:54:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 3.3490, loss: 3.3490 +2025-06-28 21:14:59,188 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 1 day, 14:54:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.3923, loss: 3.3923 +2025-06-28 21:15:44,818 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 1 day, 14:53:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 3.3275, loss: 3.3275 +2025-06-28 21:16:30,516 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 1 day, 14:52:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.2162, loss: 3.2162 +2025-06-28 21:17:16,663 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 1 day, 14:51:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.2621, loss: 3.2621 +2025-06-28 21:18:02,446 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 1 day, 14:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 3.0985, loss: 3.0985 +2025-06-28 21:18:48,234 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 1 day, 14:50:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 3.3635, loss: 3.3635 +2025-06-28 21:19:33,962 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 1 day, 14:49:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 3.3866, loss: 3.3866 +2025-06-28 21:20:19,734 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 1 day, 14:48:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9694, loss_cls: 3.3220, loss: 3.3220 +2025-06-28 21:21:05,587 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 1 day, 14:47:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9762, loss_cls: 3.3310, loss: 3.3310 +2025-06-28 21:21:51,510 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 1 day, 14:47:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.2440, loss: 3.2440 +2025-06-28 21:22:37,381 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 1 day, 14:46:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 3.2348, loss: 3.2348 +2025-06-28 21:23:23,238 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 1 day, 14:45:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 3.2781, loss: 3.2781 +2025-06-28 21:24:09,091 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 1 day, 14:44:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 3.3801, loss: 3.3801 +2025-06-28 21:24:54,801 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 1 day, 14:43:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 3.3656, loss: 3.3656 +2025-06-28 21:25:40,388 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 1 day, 14:43:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.2775, loss: 3.2775 +2025-06-28 21:26:26,033 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 1 day, 14:42:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 3.2514, loss: 3.2514 +2025-06-28 21:27:11,713 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 1 day, 14:41:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 3.4360, loss: 3.4360 +2025-06-28 21:27:57,301 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 1 day, 14:40:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.3151, loss: 3.3151 +2025-06-28 21:28:42,964 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 1 day, 14:39:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 3.3834, loss: 3.3834 +2025-06-28 21:28:45,636 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-06-28 21:32:58,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 21:32:58,561 - pyskl - INFO - +top1_acc 0.7794 +top5_acc 0.9547 +2025-06-28 21:32:58,581 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7794, top5_acc: 0.9547 +2025-06-28 21:34:07,538 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 1 day, 14:39:33, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.2871, loss: 3.2871 +2025-06-28 21:34:53,525 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 1 day, 14:38:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 3.1291, loss: 3.1291 +2025-06-28 21:35:39,293 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 1 day, 14:37:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 3.1795, loss: 3.1795 +2025-06-28 21:36:25,111 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 1 day, 14:37:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.2621, loss: 3.2621 +2025-06-28 21:37:10,945 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 1 day, 14:36:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 3.0858, loss: 3.0858 +2025-06-28 21:37:56,866 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 1 day, 14:35:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1772, loss: 3.1772 +2025-06-28 21:38:42,724 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 1 day, 14:34:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9644, loss_cls: 3.3865, loss: 3.3865 +2025-06-28 21:39:28,605 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 1 day, 14:34:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.2374, loss: 3.2374 +2025-06-28 21:40:14,520 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 1 day, 14:33:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9694, loss_cls: 3.2327, loss: 3.2327 +2025-06-28 21:41:00,231 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 1 day, 14:32:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 3.2962, loss: 3.2962 +2025-06-28 21:41:45,910 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 1 day, 14:31:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.2143, loss: 3.2143 +2025-06-28 21:42:31,591 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 1 day, 14:30:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 3.2472, loss: 3.2472 +2025-06-28 21:43:17,214 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 1 day, 14:30:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.2289, loss: 3.2289 +2025-06-28 21:44:02,865 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 1 day, 14:29:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 3.2430, loss: 3.2430 +2025-06-28 21:44:48,613 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 1 day, 14:28:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.2555, loss: 3.2555 +2025-06-28 21:45:34,358 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 1 day, 14:27:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 3.3214, loss: 3.3214 +2025-06-28 21:46:20,254 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 1 day, 14:26:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.2675, loss: 3.2675 +2025-06-28 21:47:06,124 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 1 day, 14:26:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9613, loss_cls: 3.3307, loss: 3.3307 +2025-06-28 21:47:52,022 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 1 day, 14:25:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 3.2030, loss: 3.2030 +2025-06-28 21:48:37,579 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 1 day, 14:24:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.2378, loss: 3.2378 +2025-06-28 21:49:23,151 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 1 day, 14:23:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.2711, loss: 3.2711 +2025-06-28 21:50:09,019 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 1 day, 14:22:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.3554, loss: 3.3554 +2025-06-28 21:50:54,810 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 1 day, 14:22:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.3457, loss: 3.3457 +2025-06-28 21:51:40,462 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 1 day, 14:21:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.1812, loss: 3.1812 +2025-06-28 21:52:26,229 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 1 day, 14:20:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 3.2929, loss: 3.2929 +2025-06-28 21:53:11,862 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 1 day, 14:19:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 3.2840, loss: 3.2840 +2025-06-28 21:53:57,636 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 1 day, 14:19:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 3.1910, loss: 3.1910 +2025-06-28 21:54:43,383 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 1 day, 14:18:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 3.2143, loss: 3.2143 +2025-06-28 21:55:29,265 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 1 day, 14:17:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 3.2984, loss: 3.2984 +2025-06-28 21:56:14,969 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 1 day, 14:16:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 3.2117, loss: 3.2117 +2025-06-28 21:57:00,576 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 1 day, 14:15:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.2599, loss: 3.2599 +2025-06-28 21:57:46,205 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 1 day, 14:15:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.1848, loss: 3.1848 +2025-06-28 21:58:31,879 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 1 day, 14:14:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 3.1844, loss: 3.1844 +2025-06-28 21:59:17,583 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 1 day, 14:13:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 3.3505, loss: 3.3505 +2025-06-28 21:59:20,177 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-06-28 22:03:30,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:03:30,922 - pyskl - INFO - +top1_acc 0.7536 +top5_acc 0.9533 +2025-06-28 22:03:30,945 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7536, top5_acc: 0.9533 +2025-06-28 22:04:39,585 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 1 day, 14:13:07, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 3.1804, loss: 3.1804 +2025-06-28 22:05:25,388 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 1 day, 14:12:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 3.2711, loss: 3.2711 +2025-06-28 22:06:11,200 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 1 day, 14:11:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.3056, loss: 3.3056 +2025-06-28 22:06:56,995 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 1 day, 14:10:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 3.2375, loss: 3.2375 +2025-06-28 22:07:42,777 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 1 day, 14:09:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 3.1738, loss: 3.1738 +2025-06-28 22:08:28,734 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 1 day, 14:09:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1423, loss: 3.1423 +2025-06-28 22:09:14,885 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 1 day, 14:08:23, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.1013, loss: 3.1013 +2025-06-28 22:10:00,873 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 1 day, 14:07:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 3.1350, loss: 3.1350 +2025-06-28 22:10:46,663 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 1 day, 14:06:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 3.1570, loss: 3.1570 +2025-06-28 22:11:32,515 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 1 day, 14:06:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.2049, loss: 3.2049 +2025-06-28 22:12:18,353 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 1 day, 14:05:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 3.3409, loss: 3.3409 +2025-06-28 22:13:04,152 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 1 day, 14:04:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.2645, loss: 3.2645 +2025-06-28 22:13:50,020 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 1 day, 14:03:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 3.3010, loss: 3.3010 +2025-06-28 22:14:35,874 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 1 day, 14:02:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.2087, loss: 3.2087 +2025-06-28 22:15:21,806 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 1 day, 14:02:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 3.1905, loss: 3.1905 +2025-06-28 22:16:07,746 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 1 day, 14:01:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 3.2584, loss: 3.2584 +2025-06-28 22:16:53,608 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 1 day, 14:00:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.3253, loss: 3.3253 +2025-06-28 22:17:39,445 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 1 day, 13:59:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 3.3981, loss: 3.3981 +2025-06-28 22:18:25,342 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 1 day, 13:58:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 3.1761, loss: 3.1761 +2025-06-28 22:19:11,228 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 1 day, 13:58:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.2496, loss: 3.2496 +2025-06-28 22:19:57,138 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 1 day, 13:57:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.2681, loss: 3.2681 +2025-06-28 22:20:43,163 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 1 day, 13:56:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.2925, loss: 3.2925 +2025-06-28 22:21:28,987 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 1 day, 13:55:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.2202, loss: 3.2202 +2025-06-28 22:22:14,812 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 1 day, 13:55:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 3.1363, loss: 3.1363 +2025-06-28 22:23:00,670 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 1 day, 13:54:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 3.3088, loss: 3.3088 +2025-06-28 22:23:46,718 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 1 day, 13:53:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 3.2121, loss: 3.2121 +2025-06-28 22:24:32,687 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 1 day, 13:52:38, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 3.1860, loss: 3.1860 +2025-06-28 22:25:18,570 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 1 day, 13:51:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.2686, loss: 3.2686 +2025-06-28 22:26:04,569 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 1 day, 13:51:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 3.2831, loss: 3.2831 +2025-06-28 22:26:50,486 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 1 day, 13:50:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 3.3873, loss: 3.3873 +2025-06-28 22:27:36,416 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 1 day, 13:49:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 3.2554, loss: 3.2554 +2025-06-28 22:28:22,271 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 1 day, 13:48:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 3.2066, loss: 3.2066 +2025-06-28 22:29:08,163 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 1 day, 13:47:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.3199, loss: 3.3199 +2025-06-28 22:29:54,057 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 1 day, 13:47:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.2554, loss: 3.2554 +2025-06-28 22:29:56,804 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-06-28 22:34:11,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 22:34:11,586 - pyskl - INFO - +top1_acc 0.7855 +top5_acc 0.9592 +2025-06-28 22:34:11,606 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7855, top5_acc: 0.9592 +2025-06-28 22:35:20,457 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 1 day, 13:46:46, time: 0.688, data_time: 0.229, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.2119, loss: 3.2119 +2025-06-28 22:36:06,211 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 1 day, 13:45:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.1794, loss: 3.1794 +2025-06-28 22:36:51,849 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 1 day, 13:45:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.2117, loss: 3.2117 +2025-06-28 22:37:37,530 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 1 day, 13:44:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 3.3048, loss: 3.3048 +2025-06-28 22:38:23,104 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 1 day, 13:43:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9700, loss_cls: 3.1803, loss: 3.1803 +2025-06-28 22:39:08,722 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 1 day, 13:42:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.2885, loss: 3.2885 +2025-06-28 22:39:54,358 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 1 day, 13:42:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 3.3149, loss: 3.3149 +2025-06-28 22:40:40,058 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 1 day, 13:41:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 3.0445, loss: 3.0445 +2025-06-28 22:41:26,126 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 1 day, 13:40:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1239, loss: 3.1239 +2025-06-28 22:42:12,002 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 1 day, 13:39:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.1788, loss: 3.1788 +2025-06-28 22:42:57,749 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 1 day, 13:38:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.2585, loss: 3.2585 +2025-06-28 22:43:43,584 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 1 day, 13:38:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9750, loss_cls: 3.2062, loss: 3.2062 +2025-06-28 22:44:29,379 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 1 day, 13:37:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 3.2503, loss: 3.2503 +2025-06-28 22:45:15,182 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 1 day, 13:36:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8125, top5_acc: 0.9688, loss_cls: 3.2686, loss: 3.2686 +2025-06-28 22:46:00,887 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 1 day, 13:35:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 3.2148, loss: 3.2148 +2025-06-28 22:46:46,561 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 1 day, 13:34:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.3021, loss: 3.3021 +2025-06-28 22:47:32,269 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 1 day, 13:34:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.2245, loss: 3.2245 +2025-06-28 22:48:17,968 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 1 day, 13:33:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 3.1683, loss: 3.1683 +2025-06-28 22:49:03,635 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 1 day, 13:32:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 3.3860, loss: 3.3860 +2025-06-28 22:49:49,228 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 1 day, 13:31:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.2770, loss: 3.2770 +2025-06-28 22:50:34,899 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 1 day, 13:30:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 3.2791, loss: 3.2791 +2025-06-28 22:51:20,548 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 1 day, 13:30:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.2035, loss: 3.2035 +2025-06-28 22:52:06,208 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 1 day, 13:29:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9719, loss_cls: 3.0949, loss: 3.0949 +2025-06-28 22:52:51,969 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 1 day, 13:28:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 3.2503, loss: 3.2503 +2025-06-28 22:53:37,706 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 1 day, 13:27:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0789, loss: 3.0789 +2025-06-28 22:54:23,346 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 1 day, 13:27:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 3.2997, loss: 3.2997 +2025-06-28 22:55:08,990 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 1 day, 13:26:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1521, loss: 3.1521 +2025-06-28 22:55:54,687 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 1 day, 13:25:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.1822, loss: 3.1822 +2025-06-28 22:56:40,365 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 1 day, 13:24:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.2490, loss: 3.2490 +2025-06-28 22:57:26,158 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 1 day, 13:23:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 3.2407, loss: 3.2407 +2025-06-28 22:58:12,021 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 1 day, 13:23:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.2074, loss: 3.2074 +2025-06-28 22:58:57,741 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 1 day, 13:22:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 3.3103, loss: 3.3103 +2025-06-28 22:59:43,690 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 1 day, 13:21:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 3.2138, loss: 3.2138 +2025-06-28 23:00:29,908 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 1 day, 13:20:42, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 3.2738, loss: 3.2738 +2025-06-28 23:00:32,587 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-06-28 23:18:55,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:18:56,057 - pyskl - INFO - +top1_acc 0.7872 +top5_acc 0.9592 +2025-06-28 23:18:56,076 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7872, top5_acc: 0.9592 +2025-06-28 23:20:04,628 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 1 day, 13:20:19, time: 0.685, data_time: 0.229, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9719, loss_cls: 3.0918, loss: 3.0918 +2025-06-28 23:20:50,260 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 1 day, 13:19:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 3.1160, loss: 3.1160 +2025-06-28 23:21:35,906 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 1 day, 13:18:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.0952, loss: 3.0952 +2025-06-28 23:22:21,695 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 1 day, 13:17:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 3.1437, loss: 3.1437 +2025-06-28 23:23:07,498 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 1 day, 13:17:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 3.0880, loss: 3.0880 +2025-06-28 23:23:53,213 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 1 day, 13:16:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 3.1135, loss: 3.1135 +2025-06-28 23:24:38,950 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 1 day, 13:15:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 3.2001, loss: 3.2001 +2025-06-28 23:25:24,675 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 1 day, 13:14:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 3.2323, loss: 3.2323 +2025-06-28 23:26:10,343 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 1 day, 13:14:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 3.2549, loss: 3.2549 +2025-06-28 23:26:56,110 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 1 day, 13:13:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 3.2346, loss: 3.2346 +2025-06-28 23:27:41,882 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 1 day, 13:12:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 3.1790, loss: 3.1790 +2025-06-28 23:28:27,714 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 1 day, 13:11:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2217, loss: 3.2217 +2025-06-28 23:29:13,659 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 1 day, 13:10:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 3.2672, loss: 3.2672 +2025-06-28 23:29:59,562 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 1 day, 13:10:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.2786, loss: 3.2786 +2025-06-28 23:30:45,408 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 1 day, 13:09:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.3574, loss: 3.3574 +2025-06-28 23:31:31,328 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 1 day, 13:08:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1335, loss: 3.1335 +2025-06-28 23:32:17,238 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 1 day, 13:07:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 3.1771, loss: 3.1771 +2025-06-28 23:33:03,054 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 1 day, 13:06:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 3.2044, loss: 3.2044 +2025-06-28 23:33:48,835 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 1 day, 13:06:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9644, loss_cls: 3.2840, loss: 3.2840 +2025-06-28 23:34:34,613 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 1 day, 13:05:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.2001, loss: 3.2001 +2025-06-28 23:35:20,379 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 1 day, 13:04:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.1372, loss: 3.1372 +2025-06-28 23:36:06,182 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 1 day, 13:03:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 3.2380, loss: 3.2380 +2025-06-28 23:36:52,014 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 1 day, 13:02:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 3.2881, loss: 3.2881 +2025-06-28 23:37:37,771 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 1 day, 13:02:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.2978, loss: 3.2978 +2025-06-28 23:38:23,426 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 1 day, 13:01:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 3.1900, loss: 3.1900 +2025-06-28 23:39:09,256 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 1 day, 13:00:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9681, loss_cls: 3.2287, loss: 3.2287 +2025-06-28 23:39:55,129 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 1 day, 12:59:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1937, loss: 3.1937 +2025-06-28 23:40:40,997 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 1 day, 12:59:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 3.3665, loss: 3.3665 +2025-06-28 23:41:26,741 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 1 day, 12:58:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2967, loss: 3.2967 +2025-06-28 23:42:12,446 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 1 day, 12:57:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 3.2213, loss: 3.2213 +2025-06-28 23:42:58,252 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 1 day, 12:56:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9738, loss_cls: 3.2051, loss: 3.2051 +2025-06-28 23:43:43,854 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 1 day, 12:55:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 3.2697, loss: 3.2697 +2025-06-28 23:44:29,643 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 1 day, 12:55:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 3.0446, loss: 3.0446 +2025-06-28 23:45:15,462 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 1 day, 12:54:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.2624, loss: 3.2624 +2025-06-28 23:45:18,070 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-06-28 23:49:32,482 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-28 23:49:33,034 - pyskl - INFO - +top1_acc 0.7853 +top5_acc 0.9578 +2025-06-28 23:49:33,056 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7853, top5_acc: 0.9578 +2025-06-28 23:50:41,753 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 1 day, 12:53:54, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9775, loss_cls: 3.2862, loss: 3.2862 +2025-06-28 23:51:27,462 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 1 day, 12:53:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.2255, loss: 3.2255 +2025-06-28 23:52:13,185 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 1 day, 12:52:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 3.2197, loss: 3.2197 +2025-06-28 23:52:58,909 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 1 day, 12:51:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.1000, loss: 3.1000 +2025-06-28 23:53:44,634 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 1 day, 12:50:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.2194, loss: 3.2194 +2025-06-28 23:54:30,338 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 1 day, 12:49:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.2108, loss: 3.2108 +2025-06-28 23:55:16,033 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 1 day, 12:49:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 3.0275, loss: 3.0275 +2025-06-28 23:56:01,752 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 1 day, 12:48:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 3.0689, loss: 3.0689 +2025-06-28 23:56:47,450 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 1 day, 12:47:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.1282, loss: 3.1282 +2025-06-28 23:57:33,112 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 1 day, 12:46:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 3.1393, loss: 3.1393 +2025-06-28 23:58:19,079 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 1 day, 12:46:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 3.2339, loss: 3.2339 +2025-06-28 23:59:04,941 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 1 day, 12:45:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 3.1981, loss: 3.1981 +2025-06-28 23:59:50,604 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 1 day, 12:44:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 3.2057, loss: 3.2057 +2025-06-29 00:00:36,219 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 1 day, 12:43:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.2392, loss: 3.2392 +2025-06-29 00:01:21,896 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 1 day, 12:42:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 3.2779, loss: 3.2779 +2025-06-29 00:02:07,771 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 1 day, 12:42:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.2572, loss: 3.2572 +2025-06-29 00:02:53,605 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 1 day, 12:41:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 3.2418, loss: 3.2418 +2025-06-29 00:03:39,469 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 1 day, 12:40:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 3.0855, loss: 3.0855 +2025-06-29 00:04:25,267 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 1 day, 12:39:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 3.1603, loss: 3.1603 +2025-06-29 00:05:10,990 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 1 day, 12:38:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 3.2661, loss: 3.2661 +2025-06-29 00:05:56,818 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 1 day, 12:38:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 3.1917, loss: 3.1917 +2025-06-29 00:06:42,937 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 1 day, 12:37:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.2548, loss: 3.2548 +2025-06-29 00:07:28,729 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 1 day, 12:36:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 3.3090, loss: 3.3090 +2025-06-29 00:08:14,485 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 1 day, 12:35:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.2022, loss: 3.2022 +2025-06-29 00:09:00,372 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 1 day, 12:34:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 3.2135, loss: 3.2135 +2025-06-29 00:09:46,165 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 1 day, 12:34:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 3.1225, loss: 3.1225 +2025-06-29 00:10:31,897 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 1 day, 12:33:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.1040, loss: 3.1040 +2025-06-29 00:11:17,800 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 1 day, 12:32:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.1928, loss: 3.1928 +2025-06-29 00:12:03,715 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 1 day, 12:31:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.4484, loss: 3.4484 +2025-06-29 00:12:49,581 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 1 day, 12:31:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 3.1081, loss: 3.1081 +2025-06-29 00:13:35,409 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 1 day, 12:30:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9669, loss_cls: 3.3057, loss: 3.3057 +2025-06-29 00:14:21,381 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 1 day, 12:29:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 3.2423, loss: 3.2423 +2025-06-29 00:15:07,273 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 1 day, 12:28:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.2591, loss: 3.2591 +2025-06-29 00:15:53,104 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 1 day, 12:27:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 3.1246, loss: 3.1246 +2025-06-29 00:15:55,736 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-06-29 00:20:06,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:20:07,354 - pyskl - INFO - +top1_acc 0.7820 +top5_acc 0.9567 +2025-06-29 00:20:07,377 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7820, top5_acc: 0.9567 +2025-06-29 00:21:16,268 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 1 day, 12:27:30, time: 0.689, data_time: 0.227, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 3.1237, loss: 3.1237 +2025-06-29 00:22:02,190 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 1 day, 12:26:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.0931, loss: 3.0931 +2025-06-29 00:22:48,068 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 1 day, 12:25:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 3.0327, loss: 3.0327 +2025-06-29 00:23:34,025 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 1 day, 12:25:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.1731, loss: 3.1731 +2025-06-29 00:24:19,881 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 1 day, 12:24:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0302, loss: 3.0302 +2025-06-29 00:25:05,739 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 1 day, 12:23:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 3.1900, loss: 3.1900 +2025-06-29 00:25:51,356 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 1 day, 12:22:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.1951, loss: 3.1951 +2025-06-29 00:26:37,023 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 1 day, 12:21:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 3.1993, loss: 3.1993 +2025-06-29 00:27:22,697 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 1 day, 12:21:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 3.2011, loss: 3.2011 +2025-06-29 00:28:08,447 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 1 day, 12:20:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.1817, loss: 3.1817 +2025-06-29 00:28:54,123 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 1 day, 12:19:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 3.1012, loss: 3.1012 +2025-06-29 00:29:39,970 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 1 day, 12:18:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.1822, loss: 3.1822 +2025-06-29 00:30:25,785 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 1 day, 12:18:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0394, loss: 3.0394 +2025-06-29 00:31:11,341 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 1 day, 12:17:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.1320, loss: 3.1320 +2025-06-29 00:31:56,961 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 1 day, 12:16:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.3300, loss: 3.3300 +2025-06-29 00:32:42,505 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 1 day, 12:15:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0734, loss: 3.0734 +2025-06-29 00:33:27,998 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 1 day, 12:14:52, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9800, loss_cls: 3.2415, loss: 3.2415 +2025-06-29 00:34:13,457 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 1 day, 12:14:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.2641, loss: 3.2641 +2025-06-29 00:34:58,964 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 1 day, 12:13:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1119, loss: 3.1119 +2025-06-29 00:35:44,616 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 1 day, 12:12:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 3.2035, loss: 3.2035 +2025-06-29 00:36:30,203 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 1 day, 12:11:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.1976, loss: 3.1976 +2025-06-29 00:37:15,763 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 1 day, 12:10:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.1880, loss: 3.1880 +2025-06-29 00:38:01,273 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 1 day, 12:10:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1427, loss: 3.1427 +2025-06-29 00:38:46,920 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 1 day, 12:09:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.2088, loss: 3.2088 +2025-06-29 00:39:32,639 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 1 day, 12:08:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.1480, loss: 3.1480 +2025-06-29 00:40:18,528 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 1 day, 12:07:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.2105, loss: 3.2105 +2025-06-29 00:41:04,343 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 1 day, 12:06:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.0678, loss: 3.0678 +2025-06-29 00:41:50,102 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 1 day, 12:06:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.2147, loss: 3.2147 +2025-06-29 00:42:35,792 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 1 day, 12:05:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2110, loss: 3.2110 +2025-06-29 00:43:21,430 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 1 day, 12:04:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.2017, loss: 3.2017 +2025-06-29 00:44:06,976 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 1 day, 12:03:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 3.0343, loss: 3.0343 +2025-06-29 00:44:52,535 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 1 day, 12:03:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 3.3456, loss: 3.3456 +2025-06-29 00:45:38,078 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 1 day, 12:02:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 3.2193, loss: 3.2193 +2025-06-29 00:46:23,821 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 1 day, 12:01:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 3.2685, loss: 3.2685 +2025-06-29 00:46:26,471 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-06-29 00:50:38,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 00:50:38,684 - pyskl - INFO - +top1_acc 0.7529 +top5_acc 0.9446 +2025-06-29 00:50:38,704 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7529, top5_acc: 0.9446 +2025-06-29 00:51:47,293 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 1 day, 12:01:01, time: 0.686, data_time: 0.227, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.9997, loss: 2.9997 +2025-06-29 00:52:33,059 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 1 day, 12:00:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8773, loss: 2.8773 +2025-06-29 00:53:18,735 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 1 day, 11:59:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0743, loss: 3.0743 +2025-06-29 00:54:04,480 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 1 day, 11:58:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.1091, loss: 3.1091 +2025-06-29 00:54:50,241 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 1 day, 11:57:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.1850, loss: 3.1850 +2025-06-29 00:55:36,014 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 1 day, 11:57:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8200, top5_acc: 0.9819, loss_cls: 3.2516, loss: 3.2516 +2025-06-29 00:56:21,789 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 1 day, 11:56:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.1449, loss: 3.1449 +2025-06-29 00:57:07,649 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 1 day, 11:55:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 2.9998, loss: 2.9998 +2025-06-29 00:57:53,547 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 1 day, 11:54:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.1620, loss: 3.1620 +2025-06-29 00:58:39,474 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 1 day, 11:53:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.1730, loss: 3.1730 +2025-06-29 00:59:25,402 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 1 day, 11:53:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.0613, loss: 3.0613 +2025-06-29 01:00:11,249 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 1 day, 11:52:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.2736, loss: 3.2736 +2025-06-29 01:00:57,268 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 1 day, 11:51:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 3.1499, loss: 3.1499 +2025-06-29 01:01:43,135 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 1 day, 11:50:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 3.0463, loss: 3.0463 +2025-06-29 01:02:28,983 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 1 day, 11:50:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.1211, loss: 3.1211 +2025-06-29 01:03:14,814 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 1 day, 11:49:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1007, loss: 3.1007 +2025-06-29 01:04:00,594 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 1 day, 11:48:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 3.1696, loss: 3.1696 +2025-06-29 01:04:46,552 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 1 day, 11:47:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.2180, loss: 3.2180 +2025-06-29 01:05:32,343 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 1 day, 11:46:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1551, loss: 3.1551 +2025-06-29 01:06:18,118 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 1 day, 11:46:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9669, loss_cls: 3.2963, loss: 3.2963 +2025-06-29 01:07:04,098 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 1 day, 11:45:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.0911, loss: 3.0911 +2025-06-29 01:07:49,943 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 1 day, 11:44:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.2379, loss: 3.2379 +2025-06-29 01:08:35,885 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 1 day, 11:43:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9719, loss_cls: 3.1173, loss: 3.1173 +2025-06-29 01:09:21,694 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 1 day, 11:42:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.1923, loss: 3.1923 +2025-06-29 01:10:07,489 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 1 day, 11:42:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9688, loss_cls: 3.2494, loss: 3.2494 +2025-06-29 01:10:53,237 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 1 day, 11:41:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8037, top5_acc: 0.9750, loss_cls: 3.3138, loss: 3.3138 +2025-06-29 01:11:38,975 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 1 day, 11:40:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 3.1972, loss: 3.1972 +2025-06-29 01:12:24,946 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 1 day, 11:39:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 3.1234, loss: 3.1234 +2025-06-29 01:13:10,823 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 1 day, 11:39:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.1137, loss: 3.1137 +2025-06-29 01:13:56,745 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 1 day, 11:38:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 3.1214, loss: 3.1214 +2025-06-29 01:14:42,553 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 1 day, 11:37:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 3.0934, loss: 3.0934 +2025-06-29 01:15:28,357 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 1 day, 11:36:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 3.1520, loss: 3.1520 +2025-06-29 01:16:14,261 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 1 day, 11:35:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 3.1528, loss: 3.1528 +2025-06-29 01:17:00,117 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 1 day, 11:35:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 3.3083, loss: 3.3083 +2025-06-29 01:17:02,728 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-06-29 01:21:14,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 01:21:15,332 - pyskl - INFO - +top1_acc 0.8009 +top5_acc 0.9604 +2025-06-29 01:21:15,354 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.8009, top5_acc: 0.9604 +2025-06-29 01:22:23,968 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 1 day, 11:34:39, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 3.1031, loss: 3.1031 +2025-06-29 01:23:09,680 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 1 day, 11:33:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 3.0781, loss: 3.0781 +2025-06-29 01:23:55,537 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 1 day, 11:33:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.1530, loss: 3.1530 +2025-06-29 01:24:41,367 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 1 day, 11:32:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.0866, loss: 3.0866 +2025-06-29 01:25:27,230 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 1 day, 11:31:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 3.1221, loss: 3.1221 +2025-06-29 01:26:13,013 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 1 day, 11:30:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 3.0332, loss: 3.0332 +2025-06-29 01:26:58,796 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 1 day, 11:29:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 3.1906, loss: 3.1906 +2025-06-29 01:27:44,777 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 1 day, 11:29:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.1465, loss: 3.1465 +2025-06-29 01:28:30,681 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 1 day, 11:28:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 3.0936, loss: 3.0936 +2025-06-29 01:29:16,446 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 1 day, 11:27:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 3.0137, loss: 3.0137 +2025-06-29 01:30:02,280 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 1 day, 11:26:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 3.1758, loss: 3.1758 +2025-06-29 01:30:47,999 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 1 day, 11:26:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.2310, loss: 3.2310 +2025-06-29 01:31:33,783 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 1 day, 11:25:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 3.2365, loss: 3.2365 +2025-06-29 01:32:19,540 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 1 day, 11:24:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9688, loss_cls: 3.1832, loss: 3.1832 +2025-06-29 01:33:05,271 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 1 day, 11:23:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0555, loss: 3.0555 +2025-06-29 01:33:51,002 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 1 day, 11:22:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 3.2362, loss: 3.2362 +2025-06-29 01:34:36,763 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 1 day, 11:22:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 3.0033, loss: 3.0033 +2025-06-29 01:35:22,482 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 1 day, 11:21:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 3.2302, loss: 3.2302 +2025-06-29 01:36:08,239 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 1 day, 11:20:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 3.1451, loss: 3.1451 +2025-06-29 01:36:53,989 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 1 day, 11:19:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 3.0708, loss: 3.0708 +2025-06-29 01:37:39,742 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 1 day, 11:18:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.1930, loss: 3.1930 +2025-06-29 01:38:25,518 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 1 day, 11:18:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9731, loss_cls: 3.0940, loss: 3.0940 +2025-06-29 01:39:11,282 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 1 day, 11:17:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9650, loss_cls: 3.2138, loss: 3.2138 +2025-06-29 01:39:57,086 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 1 day, 11:16:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 3.1315, loss: 3.1315 +2025-06-29 01:40:42,899 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 1 day, 11:15:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 3.0666, loss: 3.0666 +2025-06-29 01:41:28,785 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 1 day, 11:14:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 3.2336, loss: 3.2336 +2025-06-29 01:42:14,576 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 1 day, 11:14:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 3.1430, loss: 3.1430 +2025-06-29 01:43:00,322 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 1 day, 11:13:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.1974, loss: 3.1974 +2025-06-29 01:43:46,218 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 1 day, 11:12:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9744, loss_cls: 3.0694, loss: 3.0694 +2025-06-29 01:44:32,040 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 1 day, 11:11:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.0662, loss: 3.0662 +2025-06-29 01:45:17,974 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 1 day, 11:11:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 3.1377, loss: 3.1377 +2025-06-29 01:46:03,970 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 1 day, 11:10:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 3.1910, loss: 3.1910 +2025-06-29 01:46:49,998 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 1 day, 11:09:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 3.0920, loss: 3.0920 +2025-06-29 01:47:36,073 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 1 day, 11:08:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 3.1216, loss: 3.1216 +2025-06-29 01:47:38,729 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-06-29 02:05:54,901 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:05:55,449 - pyskl - INFO - +top1_acc 0.7950 +top5_acc 0.9605 +2025-06-29 02:05:55,471 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7950, top5_acc: 0.9605 +2025-06-29 02:07:03,973 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 1 day, 11:08:16, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 3.0963, loss: 3.0963 +2025-06-29 02:07:49,673 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 1 day, 11:07:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9460, loss: 2.9460 +2025-06-29 02:08:35,441 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 1 day, 11:06:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8194, top5_acc: 0.9850, loss_cls: 3.1162, loss: 3.1162 +2025-06-29 02:09:21,163 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 1 day, 11:05:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.0862, loss: 3.0862 +2025-06-29 02:10:07,022 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 1 day, 11:05:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 3.0209, loss: 3.0209 +2025-06-29 02:10:52,881 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 1 day, 11:04:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.0485, loss: 3.0485 +2025-06-29 02:11:38,785 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 1 day, 11:03:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 3.1982, loss: 3.1982 +2025-06-29 02:12:24,712 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 1 day, 11:02:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 3.0195, loss: 3.0195 +2025-06-29 02:13:10,603 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 1 day, 11:01:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.9884, loss: 2.9884 +2025-06-29 02:13:56,431 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 1 day, 11:01:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9537, loss: 2.9537 +2025-06-29 02:14:42,296 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 1 day, 11:00:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 3.1029, loss: 3.1029 +2025-06-29 02:15:28,268 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 1 day, 10:59:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 3.0620, loss: 3.0620 +2025-06-29 02:16:14,149 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 1 day, 10:58:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 3.0250, loss: 3.0250 +2025-06-29 02:17:00,070 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 1 day, 10:58:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.9850, loss: 2.9850 +2025-06-29 02:17:45,929 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 1 day, 10:57:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 3.0242, loss: 3.0242 +2025-06-29 02:18:31,842 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 1 day, 10:56:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 3.0639, loss: 3.0639 +2025-06-29 02:19:17,664 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 1 day, 10:55:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8219, top5_acc: 0.9700, loss_cls: 3.2344, loss: 3.2344 +2025-06-29 02:20:03,470 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 1 day, 10:54:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9731, loss_cls: 3.0790, loss: 3.0790 +2025-06-29 02:20:49,275 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 1 day, 10:54:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 3.1440, loss: 3.1440 +2025-06-29 02:21:35,068 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 1 day, 10:53:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.1629, loss: 3.1629 +2025-06-29 02:22:20,806 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 1 day, 10:52:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 3.1465, loss: 3.1465 +2025-06-29 02:23:06,609 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 1 day, 10:51:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8081, top5_acc: 0.9788, loss_cls: 3.2242, loss: 3.2242 +2025-06-29 02:23:52,411 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 1 day, 10:50:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.0852, loss: 3.0852 +2025-06-29 02:24:38,284 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 1 day, 10:50:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 3.1743, loss: 3.1743 +2025-06-29 02:25:24,067 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 1 day, 10:49:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 3.1909, loss: 3.1909 +2025-06-29 02:26:09,816 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 1 day, 10:48:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 3.1037, loss: 3.1037 +2025-06-29 02:26:55,710 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 1 day, 10:47:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8144, top5_acc: 0.9756, loss_cls: 3.2237, loss: 3.2237 +2025-06-29 02:27:41,538 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 1 day, 10:47:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.0856, loss: 3.0856 +2025-06-29 02:28:27,306 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 1 day, 10:46:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.0915, loss: 3.0915 +2025-06-29 02:29:13,036 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 1 day, 10:45:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 3.0699, loss: 3.0699 +2025-06-29 02:29:58,770 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 1 day, 10:44:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 3.2592, loss: 3.2592 +2025-06-29 02:30:44,589 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 1 day, 10:43:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.2334, loss: 3.2334 +2025-06-29 02:31:30,462 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 1 day, 10:43:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.0853, loss: 3.0853 +2025-06-29 02:32:16,284 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 1 day, 10:42:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.1933, loss: 3.1933 +2025-06-29 02:32:18,922 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-06-29 02:36:30,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 02:36:31,400 - pyskl - INFO - +top1_acc 0.8007 +top5_acc 0.9638 +2025-06-29 02:36:31,423 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.8007, top5_acc: 0.9638 +2025-06-29 02:37:39,743 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 1 day, 10:41:53, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 3.0375, loss: 3.0375 +2025-06-29 02:38:25,198 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 1 day, 10:41:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9831, loss_cls: 3.0579, loss: 3.0579 +2025-06-29 02:39:10,789 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 1 day, 10:40:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.1472, loss: 3.1472 +2025-06-29 02:39:56,346 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 1 day, 10:39:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9900, loss_cls: 3.0552, loss: 3.0552 +2025-06-29 02:40:42,146 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 1 day, 10:38:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.1688, loss: 3.1688 +2025-06-29 02:41:27,838 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 1 day, 10:37:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 2.9896, loss: 2.9896 +2025-06-29 02:42:13,761 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 1 day, 10:37:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 3.1642, loss: 3.1642 +2025-06-29 02:42:59,458 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 1 day, 10:36:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9622, loss: 2.9622 +2025-06-29 02:43:45,223 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 1 day, 10:35:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9869, loss_cls: 3.0421, loss: 3.0421 +2025-06-29 02:44:31,123 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 1 day, 10:34:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.1170, loss: 3.1170 +2025-06-29 02:45:16,826 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 1 day, 10:34:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9856, loss_cls: 3.0026, loss: 3.0026 +2025-06-29 02:46:02,510 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 1 day, 10:33:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.1159, loss: 3.1159 +2025-06-29 02:46:48,359 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 1 day, 10:32:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 3.1444, loss: 3.1444 +2025-06-29 02:47:34,146 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 1 day, 10:31:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.0742, loss: 3.0742 +2025-06-29 02:48:19,829 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 1 day, 10:30:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 3.0044, loss: 3.0044 +2025-06-29 02:49:05,415 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 1 day, 10:30:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.0998, loss: 3.0998 +2025-06-29 02:49:50,981 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 1 day, 10:29:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 3.1130, loss: 3.1130 +2025-06-29 02:50:36,527 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 1 day, 10:28:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 3.1042, loss: 3.1042 +2025-06-29 02:51:22,095 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 1 day, 10:27:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2216, loss: 3.2216 +2025-06-29 02:52:07,658 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 1 day, 10:26:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 3.0954, loss: 3.0954 +2025-06-29 02:52:53,473 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 1 day, 10:26:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0356, loss: 3.0356 +2025-06-29 02:53:39,190 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 1 day, 10:25:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.0079, loss: 3.0079 +2025-06-29 02:54:24,955 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 1 day, 10:24:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.2125, loss: 3.2125 +2025-06-29 02:55:10,655 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 1 day, 10:23:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.2152, loss: 3.2152 +2025-06-29 02:55:56,383 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 1 day, 10:22:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0771, loss: 3.0771 +2025-06-29 02:56:42,015 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 1 day, 10:22:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.1710, loss: 3.1710 +2025-06-29 02:57:27,562 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 1 day, 10:21:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 3.1532, loss: 3.1532 +2025-06-29 02:58:13,154 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 1 day, 10:20:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 3.1786, loss: 3.1786 +2025-06-29 02:58:58,785 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 1 day, 10:19:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 3.1525, loss: 3.1525 +2025-06-29 02:59:44,379 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 1 day, 10:19:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 2.9695, loss: 2.9695 +2025-06-29 03:00:30,037 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 1 day, 10:18:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 3.0502, loss: 3.0502 +2025-06-29 03:01:15,654 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 1 day, 10:17:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 3.0697, loss: 3.0697 +2025-06-29 03:02:01,337 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 1 day, 10:16:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.1429, loss: 3.1429 +2025-06-29 03:02:47,072 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 1 day, 10:15:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 2.9663, loss: 2.9663 +2025-06-29 03:02:49,667 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-06-29 03:07:01,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:07:01,845 - pyskl - INFO - +top1_acc 0.7940 +top5_acc 0.9589 +2025-06-29 03:07:01,866 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7940, top5_acc: 0.9589 +2025-06-29 03:08:10,825 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 1 day, 10:15:25, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.1387, loss: 3.1387 +2025-06-29 03:08:56,589 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 1 day, 10:14:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.9453, loss: 2.9453 +2025-06-29 03:09:42,399 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 1 day, 10:13:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 3.1050, loss: 3.1050 +2025-06-29 03:10:28,307 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 1 day, 10:13:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 3.0422, loss: 3.0422 +2025-06-29 03:11:14,042 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 1 day, 10:12:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.8772, loss: 2.8772 +2025-06-29 03:11:59,760 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 1 day, 10:11:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.9201, loss: 2.9201 +2025-06-29 03:12:45,462 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 1 day, 10:10:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0118, loss: 3.0118 +2025-06-29 03:13:31,170 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 1 day, 10:09:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9862, loss_cls: 2.9275, loss: 2.9275 +2025-06-29 03:14:16,704 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 1 day, 10:09:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 3.1690, loss: 3.1690 +2025-06-29 03:15:02,308 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 1 day, 10:08:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 3.0953, loss: 3.0953 +2025-06-29 03:15:47,845 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 1 day, 10:07:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 3.1106, loss: 3.1106 +2025-06-29 03:16:33,381 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 1 day, 10:06:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 3.0475, loss: 3.0475 +2025-06-29 03:17:18,899 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 1 day, 10:05:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9712, loss_cls: 3.1327, loss: 3.1327 +2025-06-29 03:18:04,411 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 1 day, 10:05:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.9557, loss: 2.9557 +2025-06-29 03:18:49,928 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 1 day, 10:04:23, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9856, loss_cls: 2.9898, loss: 2.9898 +2025-06-29 03:19:35,578 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 1 day, 10:03:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 3.1744, loss: 3.1744 +2025-06-29 03:20:21,171 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 1 day, 10:02:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0444, loss: 3.0444 +2025-06-29 03:21:06,772 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 1 day, 10:02:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.1279, loss: 3.1279 +2025-06-29 03:21:52,268 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 1 day, 10:01:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0563, loss: 3.0563 +2025-06-29 03:22:37,916 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 1 day, 10:00:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 3.0942, loss: 3.0942 +2025-06-29 03:23:23,494 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 1 day, 9:59:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 3.1471, loss: 3.1471 +2025-06-29 03:24:09,104 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 1 day, 9:58:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 3.0281, loss: 3.0281 +2025-06-29 03:24:55,053 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 1 day, 9:58:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.0627, loss: 3.0627 +2025-06-29 03:25:40,974 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 1 day, 9:57:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 3.1019, loss: 3.1019 +2025-06-29 03:26:27,124 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 1 day, 9:56:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.0293, loss: 3.0293 +2025-06-29 03:27:12,673 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 1 day, 9:55:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9862, loss_cls: 2.9732, loss: 2.9732 +2025-06-29 03:27:58,546 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 1 day, 9:54:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.9564, loss: 2.9564 +2025-06-29 03:28:44,406 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 1 day, 9:54:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9656, loss_cls: 3.1542, loss: 3.1542 +2025-06-29 03:29:30,187 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 1 day, 9:53:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0576, loss: 3.0576 +2025-06-29 03:30:15,874 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 1 day, 9:52:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 3.1373, loss: 3.1373 +2025-06-29 03:31:01,676 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 1 day, 9:51:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 3.1737, loss: 3.1737 +2025-06-29 03:31:47,545 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 1 day, 9:51:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.1151, loss: 3.1151 +2025-06-29 03:32:33,719 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 1 day, 9:50:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.1156, loss: 3.1156 +2025-06-29 03:33:19,385 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 1 day, 9:49:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 3.0708, loss: 3.0708 +2025-06-29 03:33:22,066 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-06-29 03:37:32,486 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 03:37:33,058 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9595 +2025-06-29 03:37:33,081 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7877, top5_acc: 0.9595 +2025-06-29 03:38:41,786 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 1 day, 9:48:58, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.1460, loss: 3.1460 +2025-06-29 03:39:27,478 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 1 day, 9:48:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 2.8723, loss: 2.8723 +2025-06-29 03:40:13,157 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 1 day, 9:47:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9769, loss_cls: 2.9076, loss: 2.9076 +2025-06-29 03:40:58,817 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 1 day, 9:46:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.0545, loss: 3.0545 +2025-06-29 03:41:44,473 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 1 day, 9:45:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 3.0172, loss: 3.0172 +2025-06-29 03:42:30,108 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 1 day, 9:45:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 2.9776, loss: 2.9776 +2025-06-29 03:43:15,806 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 1 day, 9:44:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 3.0079, loss: 3.0079 +2025-06-29 03:44:01,394 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 1 day, 9:43:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8946, loss: 2.8946 +2025-06-29 03:44:47,104 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 1 day, 9:42:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 3.0480, loss: 3.0480 +2025-06-29 03:45:32,875 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 1 day, 9:41:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 3.0232, loss: 3.0232 +2025-06-29 03:46:18,541 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 1 day, 9:41:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0875, loss: 3.0875 +2025-06-29 03:47:04,249 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 1 day, 9:40:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.9743, loss: 2.9743 +2025-06-29 03:47:50,107 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 1 day, 9:39:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 3.0325, loss: 3.0325 +2025-06-29 03:48:35,973 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 1 day, 9:38:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9750, loss_cls: 3.0503, loss: 3.0503 +2025-06-29 03:49:21,734 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 1 day, 9:37:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.8552, loss: 2.8552 +2025-06-29 03:50:07,506 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 1 day, 9:37:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0828, loss: 3.0828 +2025-06-29 03:50:53,234 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 1 day, 9:36:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9781, loss_cls: 3.0145, loss: 3.0145 +2025-06-29 03:51:38,884 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 1 day, 9:35:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1247, loss: 3.1247 +2025-06-29 03:52:24,759 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 1 day, 9:34:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.9659, loss: 2.9659 +2025-06-29 03:53:10,467 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 1 day, 9:34:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9700, loss_cls: 3.0960, loss: 3.0960 +2025-06-29 03:53:56,143 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 1 day, 9:33:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0841, loss: 3.0841 +2025-06-29 03:54:41,865 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 1 day, 9:32:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 3.0896, loss: 3.0896 +2025-06-29 03:55:27,518 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 1 day, 9:31:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 3.0527, loss: 3.0527 +2025-06-29 03:56:13,263 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 1 day, 9:30:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 3.0562, loss: 3.0562 +2025-06-29 03:56:58,884 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 1 day, 9:30:05, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 3.1145, loss: 3.1145 +2025-06-29 03:57:44,577 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 1 day, 9:29:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9686, loss: 2.9686 +2025-06-29 03:58:30,404 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 1 day, 9:28:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9800, loss_cls: 3.0677, loss: 3.0677 +2025-06-29 03:59:16,047 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 1 day, 9:27:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 3.1108, loss: 3.1108 +2025-06-29 04:00:01,659 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 1 day, 9:26:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.0612, loss: 3.0612 +2025-06-29 04:00:47,377 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 1 day, 9:26:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.0128, loss: 3.0128 +2025-06-29 04:01:33,055 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 1 day, 9:25:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9951, loss: 2.9951 +2025-06-29 04:02:18,732 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 1 day, 9:24:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.1391, loss: 3.1391 +2025-06-29 04:03:04,300 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 1 day, 9:23:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 3.0057, loss: 3.0057 +2025-06-29 04:03:49,852 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 1 day, 9:23:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8225, top5_acc: 0.9781, loss_cls: 3.1091, loss: 3.1091 +2025-06-29 04:03:52,443 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-06-29 04:08:02,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:08:03,220 - pyskl - INFO - +top1_acc 0.7964 +top5_acc 0.9602 +2025-06-29 04:08:03,241 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7964, top5_acc: 0.9602 +2025-06-29 04:09:12,256 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 1 day, 9:22:32, time: 0.690, data_time: 0.231, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 3.0548, loss: 3.0548 +2025-06-29 04:09:58,277 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 1 day, 9:21:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.8817, loss: 2.8817 +2025-06-29 04:10:44,163 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 1 day, 9:20:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.8420, loss: 2.8420 +2025-06-29 04:11:30,308 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 1 day, 9:20:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 2.9392, loss: 2.9392 +2025-06-29 04:12:16,198 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 1 day, 9:19:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.0944, loss: 3.0944 +2025-06-29 04:13:02,108 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 1 day, 9:18:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 2.9923, loss: 2.9923 +2025-06-29 04:13:48,003 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 1 day, 9:17:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 3.0068, loss: 3.0068 +2025-06-29 04:14:33,852 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 1 day, 9:17:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 2.9702, loss: 2.9702 +2025-06-29 04:15:19,674 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 1 day, 9:16:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 2.9829, loss: 2.9829 +2025-06-29 04:16:05,468 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 1 day, 9:15:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 3.0012, loss: 3.0012 +2025-06-29 04:16:51,278 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 1 day, 9:14:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 2.9771, loss: 2.9771 +2025-06-29 04:17:37,043 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 1 day, 9:13:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 2.9903, loss: 2.9903 +2025-06-29 04:18:22,802 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 1 day, 9:13:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.9869, loss: 2.9869 +2025-06-29 04:19:08,523 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 1 day, 9:12:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 3.0359, loss: 3.0359 +2025-06-29 04:19:54,322 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 1 day, 9:11:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8681, loss: 2.8681 +2025-06-29 04:20:40,103 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 1 day, 9:10:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 3.1855, loss: 3.1855 +2025-06-29 04:21:25,830 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 1 day, 9:09:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.0228, loss: 3.0228 +2025-06-29 04:22:11,559 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 1 day, 9:09:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9888, loss: 2.9888 +2025-06-29 04:22:57,412 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 1 day, 9:08:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.0526, loss: 3.0526 +2025-06-29 04:23:43,569 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 1 day, 9:07:38, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9999, loss: 2.9999 +2025-06-29 04:24:29,673 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 1 day, 9:06:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 3.0998, loss: 3.0998 +2025-06-29 04:25:15,565 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 1 day, 9:06:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 3.0520, loss: 3.0520 +2025-06-29 04:26:01,619 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 1 day, 9:05:18, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 2.9986, loss: 2.9986 +2025-06-29 04:26:47,518 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 1 day, 9:04:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.9621, loss: 2.9621 +2025-06-29 04:27:33,494 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 1 day, 9:03:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.0210, loss: 3.0210 +2025-06-29 04:28:19,386 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 1 day, 9:02:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 3.1078, loss: 3.1078 +2025-06-29 04:29:04,947 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 1 day, 9:02:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 3.0381, loss: 3.0381 +2025-06-29 04:29:50,846 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 1 day, 9:01:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 3.0045, loss: 3.0045 +2025-06-29 04:30:36,710 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 1 day, 9:00:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0678, loss: 3.0678 +2025-06-29 04:31:22,645 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 1 day, 8:59:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 3.0449, loss: 3.0449 +2025-06-29 04:32:08,448 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 1 day, 8:59:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 3.0433, loss: 3.0433 +2025-06-29 04:32:54,197 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 1 day, 8:58:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.0302, loss: 3.0302 +2025-06-29 04:33:39,898 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 1 day, 8:57:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.9568, loss: 2.9568 +2025-06-29 04:34:25,602 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 1 day, 8:56:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.0617, loss: 3.0617 +2025-06-29 04:34:28,251 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-06-29 04:52:44,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 04:52:45,210 - pyskl - INFO - +top1_acc 0.7883 +top5_acc 0.9574 +2025-06-29 04:52:45,233 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.7883, top5_acc: 0.9574 +2025-06-29 04:53:54,006 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 1 day, 8:56:11, time: 0.688, data_time: 0.230, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 2.9956, loss: 2.9956 +2025-06-29 04:54:39,797 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 1 day, 8:55:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.9990, loss: 2.9990 +2025-06-29 04:55:25,570 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 1 day, 8:54:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.0371, loss: 3.0371 +2025-06-29 04:56:11,587 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 1 day, 8:53:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 3.0321, loss: 3.0321 +2025-06-29 04:56:57,564 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 1 day, 8:53:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9856, loss_cls: 2.8625, loss: 2.8625 +2025-06-29 04:57:43,454 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 1 day, 8:52:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 3.1340, loss: 3.1340 +2025-06-29 04:58:29,189 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 1 day, 8:51:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.9156, loss: 2.9156 +2025-06-29 04:59:14,932 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 1 day, 8:50:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.8991, loss: 2.8991 +2025-06-29 05:00:00,765 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 1 day, 8:49:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 2.9019, loss: 2.9019 +2025-06-29 05:00:46,947 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 1 day, 8:49:08, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.8805, loss: 2.8805 +2025-06-29 05:01:32,781 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 1 day, 8:48:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 3.0328, loss: 3.0328 +2025-06-29 05:02:18,499 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 1 day, 8:47:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 3.0263, loss: 3.0263 +2025-06-29 05:03:04,233 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 1 day, 8:46:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 3.0022, loss: 3.0022 +2025-06-29 05:03:49,990 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 1 day, 8:46:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9420, loss: 2.9420 +2025-06-29 05:04:35,719 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 1 day, 8:45:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 3.0860, loss: 3.0860 +2025-06-29 05:05:21,568 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 1 day, 8:44:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 3.0382, loss: 3.0382 +2025-06-29 05:06:07,397 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 1 day, 8:43:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.9804, loss: 2.9804 +2025-06-29 05:06:53,321 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 1 day, 8:42:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.1417, loss: 3.1417 +2025-06-29 05:07:39,006 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 1 day, 8:42:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 3.1074, loss: 3.1074 +2025-06-29 05:08:24,756 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 1 day, 8:41:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 2.9602, loss: 2.9602 +2025-06-29 05:09:10,559 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 1 day, 8:40:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0300, loss: 3.0300 +2025-06-29 05:09:56,300 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 1 day, 8:39:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.1503, loss: 3.1503 +2025-06-29 05:10:42,184 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 1 day, 8:38:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.0998, loss: 3.0998 +2025-06-29 05:11:27,933 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 1 day, 8:38:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 3.0692, loss: 3.0692 +2025-06-29 05:12:13,640 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 1 day, 8:37:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 3.1446, loss: 3.1446 +2025-06-29 05:12:59,382 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 1 day, 8:36:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9358, loss: 2.9358 +2025-06-29 05:13:45,112 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 1 day, 8:35:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 2.9915, loss: 2.9915 +2025-06-29 05:14:31,046 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 1 day, 8:35:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.9783, loss: 2.9783 +2025-06-29 05:15:16,893 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 1 day, 8:34:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.0133, loss: 3.0133 +2025-06-29 05:16:02,672 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 1 day, 8:33:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.9078, loss: 2.9078 +2025-06-29 05:16:48,465 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 1 day, 8:32:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 3.0418, loss: 3.0418 +2025-06-29 05:17:34,214 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 1 day, 8:31:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.9805, loss: 2.9805 +2025-06-29 05:18:19,966 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 1 day, 8:31:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 3.0019, loss: 3.0019 +2025-06-29 05:19:05,731 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 1 day, 8:30:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8319, top5_acc: 0.9819, loss_cls: 3.0650, loss: 3.0650 +2025-06-29 05:19:08,405 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-06-29 05:23:20,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:23:21,043 - pyskl - INFO - +top1_acc 0.7902 +top5_acc 0.9603 +2025-06-29 05:23:21,063 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7902, top5_acc: 0.9603 +2025-06-29 05:24:29,670 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 1 day, 8:29:48, time: 0.686, data_time: 0.229, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.9484, loss: 2.9484 +2025-06-29 05:25:15,542 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 1 day, 8:29:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 2.9057, loss: 2.9057 +2025-06-29 05:26:01,654 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 1 day, 8:28:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9336, loss: 2.9336 +2025-06-29 05:26:47,589 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 1 day, 8:27:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 3.0395, loss: 3.0395 +2025-06-29 05:27:33,379 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 1 day, 8:26:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.8762, loss: 2.8762 +2025-06-29 05:28:19,185 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 1 day, 8:25:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 3.0641, loss: 3.0641 +2025-06-29 05:29:05,013 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 1 day, 8:25:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9888, loss_cls: 2.9030, loss: 2.9030 +2025-06-29 05:29:50,840 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 1 day, 8:24:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8239, loss: 2.8239 +2025-06-29 05:30:36,595 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 1 day, 8:23:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 2.9627, loss: 2.9627 +2025-06-29 05:31:22,327 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 1 day, 8:22:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 2.8851, loss: 2.8851 +2025-06-29 05:32:08,061 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 1 day, 8:21:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 2.9432, loss: 2.9432 +2025-06-29 05:32:53,834 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 1 day, 8:21:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 3.0074, loss: 3.0074 +2025-06-29 05:33:39,882 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 1 day, 8:20:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.9571, loss: 2.9571 +2025-06-29 05:34:25,496 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 1 day, 8:19:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 2.8502, loss: 2.8502 +2025-06-29 05:35:11,193 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 1 day, 8:18:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9756, loss_cls: 2.9979, loss: 2.9979 +2025-06-29 05:35:56,667 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 1 day, 8:18:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.9574, loss: 2.9574 +2025-06-29 05:36:42,457 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 1 day, 8:17:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.9120, loss: 2.9120 +2025-06-29 05:37:28,183 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 1 day, 8:16:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 3.0282, loss: 3.0282 +2025-06-29 05:38:13,902 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 1 day, 8:15:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 3.1035, loss: 3.1035 +2025-06-29 05:38:59,707 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 1 day, 8:14:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.8941, loss: 2.8941 +2025-06-29 05:39:45,458 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 1 day, 8:14:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 2.9710, loss: 2.9710 +2025-06-29 05:40:31,314 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 1 day, 8:13:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0562, loss: 3.0562 +2025-06-29 05:41:17,066 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 1 day, 8:12:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.1325, loss: 3.1325 +2025-06-29 05:42:02,779 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 1 day, 8:11:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.9332, loss: 2.9332 +2025-06-29 05:42:48,593 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 1 day, 8:10:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 3.0446, loss: 3.0446 +2025-06-29 05:43:34,348 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 1 day, 8:10:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.9094, loss: 2.9094 +2025-06-29 05:44:20,185 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 1 day, 8:09:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 3.0972, loss: 3.0972 +2025-06-29 05:45:05,975 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 1 day, 8:08:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.1249, loss: 3.1249 +2025-06-29 05:45:51,701 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 1 day, 8:07:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.0460, loss: 3.0460 +2025-06-29 05:46:37,448 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 1 day, 8:07:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9474, loss: 2.9474 +2025-06-29 05:47:23,257 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 1 day, 8:06:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 3.0710, loss: 3.0710 +2025-06-29 05:48:09,120 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 1 day, 8:05:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 2.9968, loss: 2.9968 +2025-06-29 05:48:54,945 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 1 day, 8:04:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 3.0388, loss: 3.0388 +2025-06-29 05:49:40,891 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 1 day, 8:03:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 3.0077, loss: 3.0077 +2025-06-29 05:49:43,530 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-06-29 05:53:57,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 05:53:58,531 - pyskl - INFO - +top1_acc 0.8157 +top5_acc 0.9647 +2025-06-29 05:53:58,584 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_49.pth was removed +2025-06-29 05:53:59,612 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2025-06-29 05:53:59,614 - pyskl - INFO - Best top1_acc is 0.8157 at 77 epoch. +2025-06-29 05:53:59,634 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8157, top5_acc: 0.9647 +2025-06-29 05:55:08,496 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 1 day, 8:03:25, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8823, loss: 2.8823 +2025-06-29 05:55:54,214 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 1 day, 8:02:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 2.9468, loss: 2.9468 +2025-06-29 05:56:39,822 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 1 day, 8:01:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 3.0688, loss: 3.0688 +2025-06-29 05:57:25,487 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 1 day, 8:01:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.8846, loss: 2.8846 +2025-06-29 05:58:11,105 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 1 day, 8:00:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.8414, loss: 2.8414 +2025-06-29 05:58:56,663 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 1 day, 7:59:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 3.0239, loss: 3.0239 +2025-06-29 05:59:42,300 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 1 day, 7:58:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9185, loss: 2.9185 +2025-06-29 06:00:28,222 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 1 day, 7:57:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 2.8206, loss: 2.8206 +2025-06-29 06:01:13,794 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 1 day, 7:57:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 2.9981, loss: 2.9981 +2025-06-29 06:01:59,434 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 1 day, 7:56:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 2.9400, loss: 2.9400 +2025-06-29 06:02:45,113 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 1 day, 7:55:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8641, loss: 2.8641 +2025-06-29 06:03:30,669 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 1 day, 7:54:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0488, loss: 3.0488 +2025-06-29 06:04:16,291 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 1 day, 7:53:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 2.9745, loss: 2.9745 +2025-06-29 06:05:01,920 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 1 day, 7:53:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 3.0075, loss: 3.0075 +2025-06-29 06:05:47,586 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 1 day, 7:52:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.9943, loss: 2.9943 +2025-06-29 06:06:33,286 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 1 day, 7:51:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9538, loss: 2.9538 +2025-06-29 06:07:19,217 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 1 day, 7:50:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9869, loss_cls: 2.9449, loss: 2.9449 +2025-06-29 06:08:04,941 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 1 day, 7:50:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.9252, loss: 2.9252 +2025-06-29 06:08:50,636 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 1 day, 7:49:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 3.0005, loss: 3.0005 +2025-06-29 06:09:36,368 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 1 day, 7:48:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 2.8876, loss: 2.8876 +2025-06-29 06:10:22,294 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 1 day, 7:47:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 3.0014, loss: 3.0014 +2025-06-29 06:11:08,233 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 1 day, 7:46:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 2.9422, loss: 2.9422 +2025-06-29 06:11:54,083 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 1 day, 7:46:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.9245, loss: 2.9245 +2025-06-29 06:12:40,165 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 1 day, 7:45:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9434, loss: 2.9434 +2025-06-29 06:13:26,483 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 1 day, 7:44:35, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 3.0426, loss: 3.0426 +2025-06-29 06:14:12,794 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 1 day, 7:43:48, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 3.0406, loss: 3.0406 +2025-06-29 06:14:58,898 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 1 day, 7:43:02, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 3.0611, loss: 3.0611 +2025-06-29 06:15:45,054 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 1 day, 7:42:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9750, loss_cls: 2.9465, loss: 2.9465 +2025-06-29 06:16:31,128 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 1 day, 7:41:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.9389, loss: 2.9389 +2025-06-29 06:17:16,990 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 1 day, 7:40:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.8723, loss: 2.8723 +2025-06-29 06:18:02,865 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 1 day, 7:39:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 3.0731, loss: 3.0731 +2025-06-29 06:18:48,664 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 1 day, 7:39:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.0558, loss: 3.0558 +2025-06-29 06:19:34,547 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 1 day, 7:38:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 3.0384, loss: 3.0384 +2025-06-29 06:20:20,335 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 1 day, 7:37:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 3.0108, loss: 3.0108 +2025-06-29 06:20:23,067 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-06-29 06:24:37,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:24:37,650 - pyskl - INFO - +top1_acc 0.7864 +top5_acc 0.9523 +2025-06-29 06:24:37,686 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7864, top5_acc: 0.9523 +2025-06-29 06:25:46,759 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 1 day, 7:37:03, time: 0.691, data_time: 0.232, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 2.9851, loss: 2.9851 +2025-06-29 06:26:32,451 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 1 day, 7:36:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.8113, loss: 2.8113 +2025-06-29 06:27:18,152 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 1 day, 7:35:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.7615, loss: 2.7615 +2025-06-29 06:28:03,889 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 1 day, 7:34:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.9515, loss: 2.9515 +2025-06-29 06:28:49,607 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 1 day, 7:33:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.8624, loss: 2.8624 +2025-06-29 06:29:35,359 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 1 day, 7:33:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.9592, loss: 2.9592 +2025-06-29 06:30:21,059 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 1 day, 7:32:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 2.9266, loss: 2.9266 +2025-06-29 06:31:06,776 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 1 day, 7:31:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.9690, loss: 2.9690 +2025-06-29 06:31:52,438 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 1 day, 7:30:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.8315, loss: 2.8315 +2025-06-29 06:32:38,339 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 1 day, 7:29:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.9630, loss: 2.9630 +2025-06-29 06:33:24,182 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 1 day, 7:29:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 2.9370, loss: 2.9370 +2025-06-29 06:34:09,934 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 1 day, 7:28:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.9598, loss: 2.9598 +2025-06-29 06:34:55,880 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 1 day, 7:27:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8281, loss: 2.8281 +2025-06-29 06:35:41,970 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 1 day, 7:26:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.9052, loss: 2.9052 +2025-06-29 06:36:27,848 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 1 day, 7:26:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.8693, loss: 2.8693 +2025-06-29 06:37:13,506 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 1 day, 7:25:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 3.0109, loss: 3.0109 +2025-06-29 06:37:59,176 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 1 day, 7:24:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.9055, loss: 2.9055 +2025-06-29 06:38:44,930 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 1 day, 7:23:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0183, loss: 3.0183 +2025-06-29 06:39:30,866 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 1 day, 7:22:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.0237, loss: 3.0237 +2025-06-29 06:40:16,685 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 1 day, 7:22:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 3.0443, loss: 3.0443 +2025-06-29 06:41:02,441 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 1 day, 7:21:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.8999, loss: 2.8999 +2025-06-29 06:41:48,186 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 1 day, 7:20:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 3.0815, loss: 3.0815 +2025-06-29 06:42:34,049 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 1 day, 7:19:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9675, loss_cls: 3.0386, loss: 3.0386 +2025-06-29 06:43:19,894 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 1 day, 7:19:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.9402, loss: 2.9402 +2025-06-29 06:44:05,673 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 1 day, 7:18:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 2.9631, loss: 2.9631 +2025-06-29 06:44:51,478 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 1 day, 7:17:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.0765, loss: 3.0765 +2025-06-29 06:45:37,289 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 1 day, 7:16:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 2.9822, loss: 2.9822 +2025-06-29 06:46:23,136 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 1 day, 7:15:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0679, loss: 3.0679 +2025-06-29 06:47:08,884 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 1 day, 7:15:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.8866, loss: 2.8866 +2025-06-29 06:47:54,633 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 1 day, 7:14:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 3.0160, loss: 3.0160 +2025-06-29 06:48:40,352 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 1 day, 7:13:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 3.0799, loss: 3.0799 +2025-06-29 06:49:26,045 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 1 day, 7:12:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.8496, loss: 2.8496 +2025-06-29 06:50:11,942 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 1 day, 7:11:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 2.9277, loss: 2.9277 +2025-06-29 06:50:57,754 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 1 day, 7:11:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 2.8658, loss: 2.8658 +2025-06-29 06:51:00,383 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-06-29 06:55:15,469 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 06:55:16,020 - pyskl - INFO - +top1_acc 0.7957 +top5_acc 0.9592 +2025-06-29 06:55:16,042 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7957, top5_acc: 0.9592 +2025-06-29 06:56:24,992 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 1 day, 7:10:40, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.9191, loss: 2.9191 +2025-06-29 06:57:10,656 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 1 day, 7:09:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.8663, loss: 2.8663 +2025-06-29 06:57:56,326 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 1 day, 7:09:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.7675, loss: 2.7675 +2025-06-29 06:58:42,010 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 1 day, 7:08:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 2.8645, loss: 2.8645 +2025-06-29 06:59:27,716 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 1 day, 7:07:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.8574, loss: 2.8574 +2025-06-29 07:00:13,369 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 1 day, 7:06:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.9132, loss: 2.9132 +2025-06-29 07:00:59,048 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 1 day, 7:05:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 2.8938, loss: 2.8938 +2025-06-29 07:01:44,817 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 1 day, 7:05:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8093, loss: 2.8093 +2025-06-29 07:02:30,736 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 1 day, 7:04:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.8533, loss: 2.8533 +2025-06-29 07:03:16,319 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 1 day, 7:03:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 2.8940, loss: 2.8940 +2025-06-29 07:04:01,869 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 1 day, 7:02:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9215, loss: 2.9215 +2025-06-29 07:04:47,508 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 1 day, 7:02:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 2.9279, loss: 2.9279 +2025-06-29 07:05:33,139 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 1 day, 7:01:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9928, loss: 2.9928 +2025-06-29 07:06:18,936 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 1 day, 7:00:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 2.9302, loss: 2.9302 +2025-06-29 07:07:04,660 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 1 day, 6:59:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.8096, loss: 2.8096 +2025-06-29 07:07:50,322 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 1 day, 6:58:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 2.9591, loss: 2.9591 +2025-06-29 07:08:36,113 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 1 day, 6:58:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 2.9090, loss: 2.9090 +2025-06-29 07:09:21,869 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 1 day, 6:57:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 3.0133, loss: 3.0133 +2025-06-29 07:10:07,532 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 1 day, 6:56:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 2.9205, loss: 2.9205 +2025-06-29 07:10:53,231 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 1 day, 6:55:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 2.8843, loss: 2.8843 +2025-06-29 07:11:38,876 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 1 day, 6:54:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.9788, loss: 2.9788 +2025-06-29 07:12:24,830 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 1 day, 6:54:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7800, loss: 2.7800 +2025-06-29 07:13:10,563 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 1 day, 6:53:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8952, loss: 2.8952 +2025-06-29 07:13:56,287 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 1 day, 6:52:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9826, loss: 2.9826 +2025-06-29 07:14:41,987 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 1 day, 6:51:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 2.8712, loss: 2.8712 +2025-06-29 07:15:27,648 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 1 day, 6:51:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 2.9792, loss: 2.9792 +2025-06-29 07:16:13,302 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 1 day, 6:50:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 3.0397, loss: 3.0397 +2025-06-29 07:16:58,966 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 1 day, 6:49:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 3.0202, loss: 3.0202 +2025-06-29 07:17:44,669 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 1 day, 6:48:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0166, loss: 3.0166 +2025-06-29 07:18:30,340 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 1 day, 6:47:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8419, top5_acc: 0.9844, loss_cls: 2.8917, loss: 2.8917 +2025-06-29 07:19:16,043 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 1 day, 6:47:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0152, loss: 3.0152 +2025-06-29 07:20:01,909 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 1 day, 6:46:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.9328, loss: 2.9328 +2025-06-29 07:20:47,672 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 1 day, 6:45:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 2.9364, loss: 2.9364 +2025-06-29 07:21:33,486 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 1 day, 6:44:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 2.8974, loss: 2.8974 +2025-06-29 07:21:36,150 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-06-29 07:41:35,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 07:41:35,829 - pyskl - INFO - +top1_acc 0.8024 +top5_acc 0.9611 +2025-06-29 07:41:35,858 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.8024, top5_acc: 0.9611 +2025-06-29 07:42:45,285 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 1 day, 6:44:16, time: 0.694, data_time: 0.235, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9931, loss_cls: 2.8104, loss: 2.8104 +2025-06-29 07:43:31,051 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 1 day, 6:43:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7509, loss: 2.7509 +2025-06-29 07:44:16,812 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 1 day, 6:42:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9000, loss: 2.9000 +2025-06-29 07:45:02,542 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 1 day, 6:41:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9446, loss: 2.9446 +2025-06-29 07:45:48,342 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 1 day, 6:41:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.8592, loss: 2.8592 +2025-06-29 07:46:34,152 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 1 day, 6:40:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.8349, loss: 2.8349 +2025-06-29 07:47:19,979 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 1 day, 6:39:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8320, loss: 2.8320 +2025-06-29 07:48:05,817 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 1 day, 6:38:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.9128, loss: 2.9128 +2025-06-29 07:48:51,595 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 1 day, 6:37:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9592, loss: 2.9592 +2025-06-29 07:49:37,421 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 1 day, 6:37:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.8530, loss: 2.8530 +2025-06-29 07:50:23,221 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 1 day, 6:36:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 2.8177, loss: 2.8177 +2025-06-29 07:51:09,353 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 1 day, 6:35:39, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9604, loss: 2.9604 +2025-06-29 07:51:55,564 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 1 day, 6:34:52, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0145, loss: 3.0145 +2025-06-29 07:52:41,628 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 1 day, 6:34:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.8841, loss: 2.8841 +2025-06-29 07:53:27,611 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 1 day, 6:33:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.9572, loss: 2.9572 +2025-06-29 07:54:13,429 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 1 day, 6:32:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 3.0028, loss: 3.0028 +2025-06-29 07:54:59,384 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 1 day, 6:31:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.8458, loss: 2.8458 +2025-06-29 07:55:45,243 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 1 day, 6:30:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 3.0310, loss: 3.0310 +2025-06-29 07:56:31,009 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 1 day, 6:30:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 2.9636, loss: 2.9636 +2025-06-29 07:57:16,847 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 1 day, 6:29:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.8232, loss: 2.8232 +2025-06-29 07:58:02,640 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 1 day, 6:28:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9173, loss: 2.9173 +2025-06-29 07:58:48,583 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 1 day, 6:27:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8623, loss: 2.8623 +2025-06-29 07:59:34,738 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 1 day, 6:27:03, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 3.0730, loss: 3.0730 +2025-06-29 08:00:20,636 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 1 day, 6:26:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.8582, loss: 2.8582 +2025-06-29 08:01:06,530 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 1 day, 6:25:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 2.9889, loss: 2.9889 +2025-06-29 08:01:52,340 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 1 day, 6:24:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8472, loss: 2.8472 +2025-06-29 08:02:38,204 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 1 day, 6:23:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.9471, loss: 2.9471 +2025-06-29 08:03:24,082 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 1 day, 6:23:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8527, loss: 2.8527 +2025-06-29 08:04:10,025 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 1 day, 6:22:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.8027, loss: 2.8027 +2025-06-29 08:04:55,982 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 1 day, 6:21:35, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.8492, loss: 2.8492 +2025-06-29 08:05:41,809 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 1 day, 6:20:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 2.9330, loss: 2.9330 +2025-06-29 08:06:27,621 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 1 day, 6:20:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9856, loss_cls: 2.9041, loss: 2.9041 +2025-06-29 08:07:13,533 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 1 day, 6:19:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.8392, loss: 2.8392 +2025-06-29 08:07:59,644 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 1 day, 6:18:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 2.9519, loss: 2.9519 +2025-06-29 08:08:02,302 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-06-29 08:12:17,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:12:18,000 - pyskl - INFO - +top1_acc 0.7677 +top5_acc 0.9476 +2025-06-29 08:12:18,023 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.7677, top5_acc: 0.9476 +2025-06-29 08:13:26,478 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 1 day, 6:17:55, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.8749, loss: 2.8749 +2025-06-29 08:14:12,190 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 1 day, 6:17:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.8311, loss: 2.8311 +2025-06-29 08:14:57,804 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 1 day, 6:16:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9900, loss_cls: 2.7387, loss: 2.7387 +2025-06-29 08:15:43,453 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 1 day, 6:15:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8354, loss: 2.8354 +2025-06-29 08:16:29,269 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 1 day, 6:14:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.9307, loss: 2.9307 +2025-06-29 08:17:15,177 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 1 day, 6:14:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.8664, loss: 2.8664 +2025-06-29 08:18:00,823 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 1 day, 6:13:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 2.8876, loss: 2.8876 +2025-06-29 08:18:46,491 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 1 day, 6:12:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.9115, loss: 2.9115 +2025-06-29 08:19:32,193 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 1 day, 6:11:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8381, loss: 2.8381 +2025-06-29 08:20:17,894 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 1 day, 6:10:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.8305, loss: 2.8305 +2025-06-29 08:21:03,934 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 1 day, 6:10:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 2.8264, loss: 2.8264 +2025-06-29 08:21:49,691 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 1 day, 6:09:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 2.8722, loss: 2.8722 +2025-06-29 08:22:35,449 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 1 day, 6:08:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.7630, loss: 2.7630 +2025-06-29 08:23:21,169 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 1 day, 6:07:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.9115, loss: 2.9115 +2025-06-29 08:24:06,874 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 1 day, 6:06:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 2.9221, loss: 2.9221 +2025-06-29 08:24:52,634 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 1 day, 6:06:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9738, loss_cls: 2.9364, loss: 2.9364 +2025-06-29 08:25:38,330 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 1 day, 6:05:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.9100, loss: 2.9100 +2025-06-29 08:26:24,053 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 1 day, 6:04:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 2.8912, loss: 2.8912 +2025-06-29 08:27:09,766 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 1 day, 6:03:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.9108, loss: 2.9108 +2025-06-29 08:27:55,493 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 1 day, 6:03:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.8151, loss: 2.8151 +2025-06-29 08:28:41,221 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 1 day, 6:02:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 2.8495, loss: 2.8495 +2025-06-29 08:29:26,988 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 1 day, 6:01:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.8102, loss: 2.8102 +2025-06-29 08:30:12,742 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 1 day, 6:00:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 2.9027, loss: 2.9027 +2025-06-29 08:30:58,463 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 1 day, 5:59:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.8277, loss: 2.8277 +2025-06-29 08:31:44,127 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 1 day, 5:59:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.8156, loss: 2.8156 +2025-06-29 08:32:29,831 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 1 day, 5:58:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9149, loss: 2.9149 +2025-06-29 08:33:15,358 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 1 day, 5:57:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 2.9549, loss: 2.9549 +2025-06-29 08:34:01,049 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 1 day, 5:56:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 2.8527, loss: 2.8527 +2025-06-29 08:34:46,708 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 1 day, 5:55:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 3.0061, loss: 3.0061 +2025-06-29 08:35:32,525 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 1 day, 5:55:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 2.9193, loss: 2.9193 +2025-06-29 08:36:18,223 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 1 day, 5:54:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.8889, loss: 2.8889 +2025-06-29 08:37:04,034 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 1 day, 5:53:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9326, loss: 2.9326 +2025-06-29 08:37:49,746 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 1 day, 5:52:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 2.8943, loss: 2.8943 +2025-06-29 08:38:35,412 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 1 day, 5:52:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 2.9687, loss: 2.9687 +2025-06-29 08:38:38,041 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-06-29 08:42:48,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 08:42:48,753 - pyskl - INFO - +top1_acc 0.8094 +top5_acc 0.9617 +2025-06-29 08:42:48,773 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8094, top5_acc: 0.9617 +2025-06-29 08:43:56,752 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 1 day, 5:51:30, time: 0.680, data_time: 0.225, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9775, loss_cls: 2.8895, loss: 2.8895 +2025-06-29 08:44:42,281 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 1 day, 5:50:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.7197, loss: 2.7197 +2025-06-29 08:45:27,876 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 1 day, 5:49:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8125, loss: 2.8125 +2025-06-29 08:46:13,431 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 1 day, 5:49:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 2.8155, loss: 2.8155 +2025-06-29 08:46:58,965 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 1 day, 5:48:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 2.9152, loss: 2.9152 +2025-06-29 08:47:44,504 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 1 day, 5:47:34, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 2.8553, loss: 2.8553 +2025-06-29 08:48:30,072 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 1 day, 5:46:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.8525, loss: 2.8525 +2025-06-29 08:49:15,617 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 1 day, 5:46:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.7682, loss: 2.7682 +2025-06-29 08:50:01,632 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 1 day, 5:45:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8801, loss: 2.8801 +2025-06-29 08:50:47,641 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 1 day, 5:44:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.8320, loss: 2.8320 +2025-06-29 08:51:34,020 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 1 day, 5:43:40, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8518, loss: 2.8518 +2025-06-29 08:52:20,237 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 1 day, 5:42:53, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 2.8480, loss: 2.8480 +2025-06-29 08:53:06,256 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 1 day, 5:42:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.8313, loss: 2.8313 +2025-06-29 08:53:51,979 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 1 day, 5:41:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9888, loss_cls: 2.8191, loss: 2.8191 +2025-06-29 08:54:37,834 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 1 day, 5:40:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 2.7838, loss: 2.7838 +2025-06-29 08:55:23,739 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 1 day, 5:39:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.8152, loss: 2.8152 +2025-06-29 08:56:09,579 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 1 day, 5:38:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7955, loss: 2.7955 +2025-06-29 08:56:55,475 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 1 day, 5:38:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.9334, loss: 2.9334 +2025-06-29 08:57:41,190 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 1 day, 5:37:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 2.9418, loss: 2.9418 +2025-06-29 08:58:26,974 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 1 day, 5:36:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 2.8768, loss: 2.8768 +2025-06-29 08:59:12,957 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 1 day, 5:35:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.8625, loss: 2.8625 +2025-06-29 08:59:58,801 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 1 day, 5:35:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.9106, loss: 2.9106 +2025-06-29 09:00:44,707 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 1 day, 5:34:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9797, loss: 2.9797 +2025-06-29 09:01:30,598 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 1 day, 5:33:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 2.8362, loss: 2.8362 +2025-06-29 09:02:16,430 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 1 day, 5:32:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 3.0198, loss: 3.0198 +2025-06-29 09:03:02,149 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 1 day, 5:31:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 2.9808, loss: 2.9808 +2025-06-29 09:03:47,874 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 1 day, 5:31:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.8715, loss: 2.8715 +2025-06-29 09:04:33,609 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 1 day, 5:30:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 2.8816, loss: 2.8816 +2025-06-29 09:05:19,402 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 1 day, 5:29:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 2.9635, loss: 2.9635 +2025-06-29 09:06:05,187 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 1 day, 5:28:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.9071, loss: 2.9071 +2025-06-29 09:06:50,967 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 1 day, 5:28:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7733, loss: 2.7733 +2025-06-29 09:07:36,708 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 1 day, 5:27:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.8128, loss: 2.8128 +2025-06-29 09:08:22,655 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 1 day, 5:26:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7804, loss: 2.7804 +2025-06-29 09:09:08,531 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 1 day, 5:25:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 2.9740, loss: 2.9740 +2025-06-29 09:09:11,192 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-06-29 09:13:25,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:13:26,375 - pyskl - INFO - +top1_acc 0.7923 +top5_acc 0.9537 +2025-06-29 09:13:26,399 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7923, top5_acc: 0.9537 +2025-06-29 09:14:34,773 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 1 day, 5:25:07, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8247, loss: 2.8247 +2025-06-29 09:15:20,529 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 1 day, 5:24:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7345, loss: 2.7345 +2025-06-29 09:16:06,418 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 1 day, 5:23:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7783, loss: 2.7783 +2025-06-29 09:16:52,155 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 1 day, 5:22:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.7606, loss: 2.7606 +2025-06-29 09:17:37,908 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 1 day, 5:22:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7961, loss: 2.7961 +2025-06-29 09:18:23,678 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 1 day, 5:21:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.7897, loss: 2.7897 +2025-06-29 09:19:09,559 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 1 day, 5:20:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7820, loss: 2.7820 +2025-06-29 09:19:55,463 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 1 day, 5:19:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.6460, loss: 2.6460 +2025-06-29 09:20:41,330 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 1 day, 5:18:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.6944, loss: 2.6944 +2025-06-29 09:21:27,142 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 1 day, 5:18:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.8940, loss: 2.8940 +2025-06-29 09:22:12,866 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 1 day, 5:17:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.7911, loss: 2.7911 +2025-06-29 09:22:58,658 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 1 day, 5:16:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.8619, loss: 2.8619 +2025-06-29 09:23:44,390 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 1 day, 5:15:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7863, loss: 2.7863 +2025-06-29 09:24:30,091 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 1 day, 5:14:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.7547, loss: 2.7547 +2025-06-29 09:25:15,815 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 1 day, 5:14:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 2.9506, loss: 2.9506 +2025-06-29 09:26:01,520 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 1 day, 5:13:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.9195, loss: 2.9195 +2025-06-29 09:26:47,173 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 1 day, 5:12:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9875, loss_cls: 2.8605, loss: 2.8605 +2025-06-29 09:27:32,854 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 1 day, 5:11:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8302, loss: 2.8302 +2025-06-29 09:28:18,510 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 1 day, 5:11:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8814, loss: 2.8814 +2025-06-29 09:29:04,372 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 1 day, 5:10:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9778, loss: 2.9778 +2025-06-29 09:29:50,077 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 1 day, 5:09:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.8521, loss: 2.8521 +2025-06-29 09:30:35,774 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 1 day, 5:08:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9097, loss: 2.9097 +2025-06-29 09:31:21,520 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 1 day, 5:07:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 2.8590, loss: 2.8590 +2025-06-29 09:32:07,276 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 1 day, 5:07:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.7447, loss: 2.7447 +2025-06-29 09:32:53,006 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 1 day, 5:06:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8167, loss: 2.8167 +2025-06-29 09:33:38,885 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 1 day, 5:05:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9825, loss_cls: 2.8299, loss: 2.8299 +2025-06-29 09:34:24,861 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 1 day, 5:04:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 2.9240, loss: 2.9240 +2025-06-29 09:35:10,835 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 1 day, 5:03:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8586, loss: 2.8586 +2025-06-29 09:35:56,677 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 1 day, 5:03:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.8359, loss: 2.8359 +2025-06-29 09:36:42,490 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 1 day, 5:02:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.8094, loss: 2.8094 +2025-06-29 09:37:28,302 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 1 day, 5:01:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.8418, loss: 2.8418 +2025-06-29 09:38:14,134 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 1 day, 5:00:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 2.7754, loss: 2.7754 +2025-06-29 09:39:00,057 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 1 day, 5:00:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7519, loss: 2.7519 +2025-06-29 09:39:45,934 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 1 day, 4:59:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 2.8801, loss: 2.8801 +2025-06-29 09:39:48,575 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-06-29 09:43:59,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 09:43:59,847 - pyskl - INFO - +top1_acc 0.8093 +top5_acc 0.9605 +2025-06-29 09:43:59,868 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8093, top5_acc: 0.9605 +2025-06-29 09:45:08,182 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 1 day, 4:58:45, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.7762, loss: 2.7762 +2025-06-29 09:45:53,782 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 1 day, 4:57:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.6687, loss: 2.6687 +2025-06-29 09:46:39,397 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 1 day, 4:57:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.7031, loss: 2.7031 +2025-06-29 09:47:25,029 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 1 day, 4:56:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.7995, loss: 2.7995 +2025-06-29 09:48:10,718 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 1 day, 4:55:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7526, loss: 2.7526 +2025-06-29 09:48:56,513 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 1 day, 4:54:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 2.7050, loss: 2.7050 +2025-06-29 09:49:42,214 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 1 day, 4:54:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7303, loss: 2.7303 +2025-06-29 09:50:28,045 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 1 day, 4:53:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.9124, loss: 2.9124 +2025-06-29 09:51:13,836 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 1 day, 4:52:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8544, loss: 2.8544 +2025-06-29 09:51:59,563 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 1 day, 4:51:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7943, loss: 2.7943 +2025-06-29 09:52:45,568 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 1 day, 4:50:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.8457, loss: 2.8457 +2025-06-29 09:53:31,550 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 1 day, 4:50:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7914, loss: 2.7914 +2025-06-29 09:54:17,504 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 1 day, 4:49:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7746, loss: 2.7746 +2025-06-29 09:55:03,314 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 1 day, 4:48:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.8523, loss: 2.8523 +2025-06-29 09:55:49,083 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 1 day, 4:47:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 2.8276, loss: 2.8276 +2025-06-29 09:56:34,759 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 1 day, 4:47:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6851, loss: 2.6851 +2025-06-29 09:57:20,409 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 1 day, 4:46:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.7825, loss: 2.7825 +2025-06-29 09:58:06,112 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 1 day, 4:45:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 2.8040, loss: 2.8040 +2025-06-29 09:58:51,795 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 1 day, 4:44:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.7432, loss: 2.7432 +2025-06-29 09:59:37,701 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 1 day, 4:43:52, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.8598, loss: 2.8598 +2025-06-29 10:00:23,518 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 1 day, 4:43:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.9545, loss: 2.9545 +2025-06-29 10:01:09,142 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 1 day, 4:42:18, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.8623, loss: 2.8623 +2025-06-29 10:01:54,743 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 1 day, 4:41:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8638, loss: 2.8638 +2025-06-29 10:02:40,432 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 1 day, 4:40:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 2.9262, loss: 2.9262 +2025-06-29 10:03:26,178 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 1 day, 4:39:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.8554, loss: 2.8554 +2025-06-29 10:04:12,253 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 1 day, 4:39:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.8820, loss: 2.8820 +2025-06-29 10:04:58,134 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 1 day, 4:38:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8425, loss: 2.8425 +2025-06-29 10:05:44,103 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 1 day, 4:37:37, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 2.8794, loss: 2.8794 +2025-06-29 10:06:29,885 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 1 day, 4:36:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8831, loss: 2.8831 +2025-06-29 10:07:15,727 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 1 day, 4:36:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9719, loss_cls: 2.8593, loss: 2.8593 +2025-06-29 10:08:01,464 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 1 day, 4:35:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.7984, loss: 2.7984 +2025-06-29 10:08:47,341 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 1 day, 4:34:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.0104, loss: 3.0104 +2025-06-29 10:09:33,148 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 1 day, 4:33:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.8299, loss: 2.8299 +2025-06-29 10:10:18,847 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 1 day, 4:32:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 2.8198, loss: 2.8198 +2025-06-29 10:10:21,498 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-06-29 10:29:31,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 10:29:31,806 - pyskl - INFO - +top1_acc 0.8082 +top5_acc 0.9631 +2025-06-29 10:29:31,827 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8082, top5_acc: 0.9631 +2025-06-29 10:30:40,796 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 1 day, 4:32:22, time: 0.690, data_time: 0.231, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.6277, loss: 2.6277 +2025-06-29 10:31:26,573 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 1 day, 4:31:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.8691, loss: 2.8691 +2025-06-29 10:32:12,417 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 1 day, 4:30:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7525, loss: 2.7525 +2025-06-29 10:32:58,319 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 1 day, 4:30:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.7692, loss: 2.7692 +2025-06-29 10:33:44,163 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 1 day, 4:29:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.7901, loss: 2.7901 +2025-06-29 10:34:30,095 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 1 day, 4:28:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8469, top5_acc: 0.9794, loss_cls: 2.9465, loss: 2.9465 +2025-06-29 10:35:15,868 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 1 day, 4:27:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.6667, loss: 2.6667 +2025-06-29 10:36:01,639 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 1 day, 4:26:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7811, loss: 2.7811 +2025-06-29 10:36:47,513 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 1 day, 4:26:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.7231, loss: 2.7231 +2025-06-29 10:37:33,296 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 1 day, 4:25:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.7078, loss: 2.7078 +2025-06-29 10:38:19,192 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 1 day, 4:24:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 2.8590, loss: 2.8590 +2025-06-29 10:39:04,978 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 1 day, 4:23:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 2.8482, loss: 2.8482 +2025-06-29 10:39:50,782 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 1 day, 4:22:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.8030, loss: 2.8030 +2025-06-29 10:40:36,610 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 1 day, 4:22:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.8214, loss: 2.8214 +2025-06-29 10:41:22,399 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 1 day, 4:21:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.8868, loss: 2.8868 +2025-06-29 10:42:08,213 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 1 day, 4:20:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7815, loss: 2.7815 +2025-06-29 10:42:54,027 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 1 day, 4:19:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.7525, loss: 2.7525 +2025-06-29 10:43:39,873 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 1 day, 4:19:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.7912, loss: 2.7912 +2025-06-29 10:44:25,696 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 1 day, 4:18:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.7615, loss: 2.7615 +2025-06-29 10:45:11,594 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 1 day, 4:17:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8533, loss: 2.8533 +2025-06-29 10:45:57,350 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 1 day, 4:16:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8481, top5_acc: 0.9869, loss_cls: 2.8782, loss: 2.8782 +2025-06-29 10:46:43,129 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 1 day, 4:15:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8711, loss: 2.8711 +2025-06-29 10:47:29,095 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 1 day, 4:15:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.8268, loss: 2.8268 +2025-06-29 10:48:14,991 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 1 day, 4:14:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.7866, loss: 2.7866 +2025-06-29 10:49:00,958 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 1 day, 4:13:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.7084, loss: 2.7084 +2025-06-29 10:49:46,852 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 1 day, 4:12:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.9537, loss: 2.9537 +2025-06-29 10:50:32,726 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 1 day, 4:12:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 2.7789, loss: 2.7789 +2025-06-29 10:51:18,676 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 1 day, 4:11:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.7430, loss: 2.7430 +2025-06-29 10:52:04,954 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 1 day, 4:10:29, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7048, loss: 2.7048 +2025-06-29 10:52:50,878 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 1 day, 4:09:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 2.8299, loss: 2.8299 +2025-06-29 10:53:36,708 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 1 day, 4:08:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9869, loss_cls: 2.7207, loss: 2.7207 +2025-06-29 10:54:22,480 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 1 day, 4:08:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9769, loss_cls: 2.7774, loss: 2.7774 +2025-06-29 10:55:08,255 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 1 day, 4:07:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.9108, loss: 2.9108 +2025-06-29 10:55:53,999 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 1 day, 4:06:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 2.9013, loss: 2.9013 +2025-06-29 10:55:56,720 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-06-29 11:00:08,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:00:09,149 - pyskl - INFO - +top1_acc 0.8187 +top5_acc 0.9630 +2025-06-29 11:00:09,208 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_77.pth was removed +2025-06-29 11:00:10,278 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2025-06-29 11:00:10,280 - pyskl - INFO - Best top1_acc is 0.8187 at 86 epoch. +2025-06-29 11:00:10,301 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.8187, top5_acc: 0.9630 +2025-06-29 11:01:19,171 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 1 day, 4:06:01, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.8159, loss: 2.8159 +2025-06-29 11:02:04,952 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 1 day, 4:05:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.7795, loss: 2.7795 +2025-06-29 11:02:50,838 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 1 day, 4:04:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.7036, loss: 2.7036 +2025-06-29 11:03:36,665 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 1 day, 4:03:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7254, loss: 2.7254 +2025-06-29 11:04:22,575 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 1 day, 4:02:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.6759, loss: 2.6759 +2025-06-29 11:05:08,408 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 1 day, 4:02:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.7452, loss: 2.7452 +2025-06-29 11:05:54,204 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 1 day, 4:01:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 2.7039, loss: 2.7039 +2025-06-29 11:06:40,114 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 1 day, 4:00:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.6201, loss: 2.6201 +2025-06-29 11:07:25,824 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 1 day, 3:59:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6263, loss: 2.6263 +2025-06-29 11:08:11,571 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 1 day, 3:58:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.7785, loss: 2.7785 +2025-06-29 11:08:57,243 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 1 day, 3:58:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.7822, loss: 2.7822 +2025-06-29 11:09:42,917 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 1 day, 3:57:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.7085, loss: 2.7085 +2025-06-29 11:10:28,721 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 1 day, 3:56:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.7828, loss: 2.7828 +2025-06-29 11:11:14,352 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 1 day, 3:55:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.8000, loss: 2.8000 +2025-06-29 11:12:00,150 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 1 day, 3:55:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.6822, loss: 2.6822 +2025-06-29 11:12:45,830 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 1 day, 3:54:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6446, loss: 2.6446 +2025-06-29 11:13:31,617 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 1 day, 3:53:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.8208, loss: 2.8208 +2025-06-29 11:14:17,409 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 1 day, 3:52:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 2.7623, loss: 2.7623 +2025-06-29 11:15:03,149 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 1 day, 3:51:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6757, loss: 2.6757 +2025-06-29 11:15:48,849 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 1 day, 3:51:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7782, loss: 2.7782 +2025-06-29 11:16:34,634 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 1 day, 3:50:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9806, loss_cls: 2.7647, loss: 2.7647 +2025-06-29 11:17:20,552 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 1 day, 3:49:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.7985, loss: 2.7985 +2025-06-29 11:18:06,362 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 1 day, 3:48:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7362, loss: 2.7362 +2025-06-29 11:18:52,054 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 1 day, 3:48:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7945, loss: 2.7945 +2025-06-29 11:19:37,674 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 1 day, 3:47:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.9196, loss: 2.9196 +2025-06-29 11:20:23,069 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 1 day, 3:46:27, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.9016, loss: 2.9016 +2025-06-29 11:21:08,315 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 1 day, 3:45:40, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.8619, loss: 2.8619 +2025-06-29 11:21:53,619 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 1 day, 3:44:53, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 2.8755, loss: 2.8755 +2025-06-29 11:22:39,029 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 1 day, 3:44:06, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.7978, loss: 2.7978 +2025-06-29 11:23:24,431 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 1 day, 3:43:18, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8350, loss: 2.8350 +2025-06-29 11:24:09,860 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 1 day, 3:42:31, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 2.9047, loss: 2.9047 +2025-06-29 11:24:55,348 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 1 day, 3:41:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8531, top5_acc: 0.9731, loss_cls: 2.9708, loss: 2.9708 +2025-06-29 11:25:40,748 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 1 day, 3:40:57, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.8787, loss: 2.8787 +2025-06-29 11:26:26,181 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 1 day, 3:40:10, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9881, loss_cls: 2.7653, loss: 2.7653 +2025-06-29 11:26:28,765 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-06-29 11:30:38,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 11:30:39,142 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9660 +2025-06-29 11:30:39,164 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8148, top5_acc: 0.9660 +2025-06-29 11:31:47,506 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 1 day, 3:39:35, time: 0.683, data_time: 0.227, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7253, loss: 2.7253 +2025-06-29 11:32:33,169 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 1 day, 3:38:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.6330, loss: 2.6330 +2025-06-29 11:33:18,793 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 1 day, 3:38:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 2.7443, loss: 2.7443 +2025-06-29 11:34:04,515 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 1 day, 3:37:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.7021, loss: 2.7021 +2025-06-29 11:34:50,230 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 1 day, 3:36:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7188, loss: 2.7188 +2025-06-29 11:35:36,159 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 1 day, 3:35:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6756, loss: 2.6756 +2025-06-29 11:36:21,870 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 1 day, 3:34:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.7562, loss: 2.7562 +2025-06-29 11:37:07,502 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 1 day, 3:34:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.7881, loss: 2.7881 +2025-06-29 11:37:53,171 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 1 day, 3:33:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7170, loss: 2.7170 +2025-06-29 11:38:39,052 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 1 day, 3:32:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7077, loss: 2.7077 +2025-06-29 11:39:24,697 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 1 day, 3:31:46, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6992, loss: 2.6992 +2025-06-29 11:40:10,337 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 1 day, 3:30:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7194, loss: 2.7194 +2025-06-29 11:40:56,502 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 1 day, 3:30:12, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 2.6770, loss: 2.6770 +2025-06-29 11:41:42,724 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 1 day, 3:29:25, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.7597, loss: 2.7597 +2025-06-29 11:42:28,633 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 1 day, 3:28:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.6898, loss: 2.6898 +2025-06-29 11:43:14,780 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 1 day, 3:27:52, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6289, loss: 2.6289 +2025-06-29 11:44:00,693 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 1 day, 3:27:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7396, loss: 2.7396 +2025-06-29 11:44:46,417 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 1 day, 3:26:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.7178, loss: 2.7178 +2025-06-29 11:45:32,188 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 1 day, 3:25:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8040, loss: 2.8040 +2025-06-29 11:46:18,263 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 1 day, 3:24:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7869, loss: 2.7869 +2025-06-29 11:47:04,009 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 1 day, 3:23:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.7635, loss: 2.7635 +2025-06-29 11:47:49,629 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 1 day, 3:23:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.7978, loss: 2.7978 +2025-06-29 11:48:35,277 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 1 day, 3:22:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8232, loss: 2.8232 +2025-06-29 11:49:21,005 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 1 day, 3:21:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.7951, loss: 2.7951 +2025-06-29 11:50:06,736 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 1 day, 3:20:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9744, loss_cls: 2.7232, loss: 2.7232 +2025-06-29 11:50:52,538 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 1 day, 3:20:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8606, loss: 2.8606 +2025-06-29 11:51:38,188 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 1 day, 3:19:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.6853, loss: 2.6853 +2025-06-29 11:52:23,929 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 1 day, 3:18:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8355, loss: 2.8355 +2025-06-29 11:53:09,652 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 1 day, 3:17:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8106, loss: 2.8106 +2025-06-29 11:53:55,437 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 1 day, 3:16:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.6736, loss: 2.6736 +2025-06-29 11:54:41,181 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 1 day, 3:16:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.7427, loss: 2.7427 +2025-06-29 11:55:26,909 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 1 day, 3:15:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.7193, loss: 2.7193 +2025-06-29 11:56:12,766 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 1 day, 3:14:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.9020, loss: 2.9020 +2025-06-29 11:56:58,404 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 1 day, 3:13:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7748, loss: 2.7748 +2025-06-29 11:57:01,093 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-06-29 12:01:12,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:01:13,248 - pyskl - INFO - +top1_acc 0.8092 +top5_acc 0.9627 +2025-06-29 12:01:13,284 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8092, top5_acc: 0.9627 +2025-06-29 12:02:24,178 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 1 day, 3:13:14, time: 0.709, data_time: 0.248, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.7610, loss: 2.7610 +2025-06-29 12:03:09,938 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 1 day, 3:12:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5825, loss: 2.5825 +2025-06-29 12:03:56,062 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 1 day, 3:11:41, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6081, loss: 2.6081 +2025-06-29 12:04:41,755 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 1 day, 3:10:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9825, loss_cls: 2.7030, loss: 2.7030 +2025-06-29 12:05:27,477 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 1 day, 3:10:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6487, loss: 2.6487 +2025-06-29 12:06:13,115 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 1 day, 3:09:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.8094, loss: 2.8094 +2025-06-29 12:06:58,767 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 1 day, 3:08:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.6635, loss: 2.6635 +2025-06-29 12:07:44,529 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 1 day, 3:07:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.7081, loss: 2.7081 +2025-06-29 12:08:30,188 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 1 day, 3:06:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.8204, loss: 2.8204 +2025-06-29 12:09:15,779 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 1 day, 3:06:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.5714, loss: 2.5714 +2025-06-29 12:10:01,282 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 1 day, 3:05:25, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6801, loss: 2.6801 +2025-06-29 12:10:46,783 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 1 day, 3:04:38, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.6762, loss: 2.6762 +2025-06-29 12:11:32,288 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 1 day, 3:03:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.7476, loss: 2.7476 +2025-06-29 12:12:17,777 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 1 day, 3:03:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7265, loss: 2.7265 +2025-06-29 12:13:03,361 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 1 day, 3:02:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.6605, loss: 2.6605 +2025-06-29 12:13:48,929 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 1 day, 3:01:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.6381, loss: 2.6381 +2025-06-29 12:14:34,496 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 1 day, 3:00:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7880, loss: 2.7880 +2025-06-29 12:15:20,125 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 1 day, 2:59:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.7306, loss: 2.7306 +2025-06-29 12:16:05,709 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 1 day, 2:59:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7371, loss: 2.7371 +2025-06-29 12:16:51,405 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 1 day, 2:58:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.8616, loss: 2.8616 +2025-06-29 12:17:37,261 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 1 day, 2:57:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 2.8004, loss: 2.8004 +2025-06-29 12:18:23,149 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 1 day, 2:56:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6645, loss: 2.6645 +2025-06-29 12:19:08,860 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 1 day, 2:56:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.8486, loss: 2.8486 +2025-06-29 12:19:54,560 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 1 day, 2:55:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.6956, loss: 2.6956 +2025-06-29 12:20:40,254 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 1 day, 2:54:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9788, loss_cls: 2.7454, loss: 2.7454 +2025-06-29 12:21:25,960 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 1 day, 2:53:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9888, loss_cls: 2.7815, loss: 2.7815 +2025-06-29 12:22:11,849 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 1 day, 2:52:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.7337, loss: 2.7337 +2025-06-29 12:22:57,622 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 1 day, 2:52:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.7960, loss: 2.7960 +2025-06-29 12:23:43,371 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 1 day, 2:51:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.7422, loss: 2.7422 +2025-06-29 12:24:28,924 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 1 day, 2:50:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.7286, loss: 2.7286 +2025-06-29 12:25:14,512 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 1 day, 2:49:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.6387, loss: 2.6387 +2025-06-29 12:26:00,145 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 1 day, 2:48:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.6991, loss: 2.6991 +2025-06-29 12:26:45,691 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 1 day, 2:48:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.7121, loss: 2.7121 +2025-06-29 12:27:31,305 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 1 day, 2:47:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 2.7495, loss: 2.7495 +2025-06-29 12:27:33,931 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-06-29 12:31:45,073 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 12:31:45,627 - pyskl - INFO - +top1_acc 0.8219 +top5_acc 0.9645 +2025-06-29 12:31:45,682 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_86.pth was removed +2025-06-29 12:31:46,774 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2025-06-29 12:31:46,776 - pyskl - INFO - Best top1_acc is 0.8219 at 89 epoch. +2025-06-29 12:31:46,798 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8219, top5_acc: 0.9645 +2025-06-29 12:32:56,021 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 1 day, 2:46:49, time: 0.692, data_time: 0.232, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.5789, loss: 2.5789 +2025-06-29 12:33:42,111 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 1 day, 2:46:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 2.7023, loss: 2.7023 +2025-06-29 12:34:28,077 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 1 day, 2:45:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.7029, loss: 2.7029 +2025-06-29 12:35:13,710 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 1 day, 2:44:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.6031, loss: 2.6031 +2025-06-29 12:35:59,486 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 1 day, 2:43:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.6401, loss: 2.6401 +2025-06-29 12:36:45,475 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 1 day, 2:42:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.6545, loss: 2.6545 +2025-06-29 12:37:31,398 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 1 day, 2:42:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.7710, loss: 2.7710 +2025-06-29 12:38:17,392 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 1 day, 2:41:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.6527, loss: 2.6527 +2025-06-29 12:39:03,333 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 1 day, 2:40:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 2.7965, loss: 2.7965 +2025-06-29 12:39:49,308 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 1 day, 2:39:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.6367, loss: 2.6367 +2025-06-29 12:40:35,181 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 1 day, 2:39:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.7594, loss: 2.7594 +2025-06-29 12:41:21,024 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 1 day, 2:38:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7039, loss: 2.7039 +2025-06-29 12:42:06,918 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 1 day, 2:37:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.7326, loss: 2.7326 +2025-06-29 12:42:52,762 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 1 day, 2:36:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.5912, loss: 2.5912 +2025-06-29 12:43:38,681 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 1 day, 2:35:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9875, loss_cls: 2.6897, loss: 2.6897 +2025-06-29 12:44:24,546 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 1 day, 2:35:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 2.6709, loss: 2.6709 +2025-06-29 12:45:10,506 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 1 day, 2:34:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.7246, loss: 2.7246 +2025-06-29 12:45:56,388 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 1 day, 2:33:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 2.6640, loss: 2.6640 +2025-06-29 12:46:42,294 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 1 day, 2:32:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7047, loss: 2.7047 +2025-06-29 12:47:28,146 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 1 day, 2:32:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.7090, loss: 2.7090 +2025-06-29 12:48:14,043 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 1 day, 2:31:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.7925, loss: 2.7925 +2025-06-29 12:49:00,001 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 1 day, 2:30:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.6927, loss: 2.6927 +2025-06-29 12:49:45,882 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 1 day, 2:29:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.6905, loss: 2.6905 +2025-06-29 12:50:31,769 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 1 day, 2:28:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.7112, loss: 2.7112 +2025-06-29 12:51:17,624 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 1 day, 2:28:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 2.7255, loss: 2.7255 +2025-06-29 12:52:03,433 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 1 day, 2:27:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6720, loss: 2.6720 +2025-06-29 12:52:49,169 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 1 day, 2:26:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 2.7072, loss: 2.7072 +2025-06-29 12:53:35,024 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 1 day, 2:25:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.6642, loss: 2.6642 +2025-06-29 12:54:20,825 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 1 day, 2:24:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6348, loss: 2.6348 +2025-06-29 12:55:06,620 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 1 day, 2:24:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.6555, loss: 2.6555 +2025-06-29 12:55:52,396 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 1 day, 2:23:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.7590, loss: 2.7590 +2025-06-29 12:56:38,194 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 1 day, 2:22:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 2.7793, loss: 2.7793 +2025-06-29 12:57:23,977 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 1 day, 2:21:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6608, loss: 2.6608 +2025-06-29 12:58:09,775 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 1 day, 2:21:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.7333, loss: 2.7333 +2025-06-29 12:58:12,453 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-06-29 13:16:39,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:16:40,175 - pyskl - INFO - +top1_acc 0.8164 +top5_acc 0.9670 +2025-06-29 13:16:40,196 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8164, top5_acc: 0.9670 +2025-06-29 13:17:48,931 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 1 day, 2:20:29, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6497, loss: 2.6497 +2025-06-29 13:18:35,005 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 1 day, 2:19:42, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.6332, loss: 2.6332 +2025-06-29 13:19:20,916 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 1 day, 2:18:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.5104, loss: 2.5104 +2025-06-29 13:20:06,800 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 1 day, 2:18:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.4976, loss: 2.4976 +2025-06-29 13:20:52,581 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 1 day, 2:17:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.7672, loss: 2.7672 +2025-06-29 13:21:38,341 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 1 day, 2:16:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.6034, loss: 2.6034 +2025-06-29 13:22:24,053 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 1 day, 2:15:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 2.6841, loss: 2.6841 +2025-06-29 13:23:09,860 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 1 day, 2:15:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6947, loss: 2.6947 +2025-06-29 13:23:55,558 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 1 day, 2:14:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6591, loss: 2.6591 +2025-06-29 13:24:41,253 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 1 day, 2:13:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.6798, loss: 2.6798 +2025-06-29 13:25:26,888 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 1 day, 2:12:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9875, loss_cls: 2.7429, loss: 2.7429 +2025-06-29 13:26:12,561 - pyskl - INFO - Epoch [91][1200/3405] lr: 8.550e-03, eta: 1 day, 2:11:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7764, loss: 2.7764 +2025-06-29 13:26:58,193 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 1 day, 2:11:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.6039, loss: 2.6039 +2025-06-29 13:27:44,069 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 1 day, 2:10:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 2.7136, loss: 2.7136 +2025-06-29 13:28:29,858 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 1 day, 2:09:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.6890, loss: 2.6890 +2025-06-29 13:29:15,626 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 1 day, 2:08:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.7022, loss: 2.7022 +2025-06-29 13:30:01,459 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 1 day, 2:07:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7407, loss: 2.7407 +2025-06-29 13:30:47,239 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 1 day, 2:07:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.6372, loss: 2.6372 +2025-06-29 13:31:32,997 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 1 day, 2:06:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 2.5679, loss: 2.5679 +2025-06-29 13:32:19,039 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 1 day, 2:05:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.7229, loss: 2.7229 +2025-06-29 13:33:04,854 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 1 day, 2:04:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.7732, loss: 2.7732 +2025-06-29 13:33:51,015 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 1 day, 2:04:05, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 2.6818, loss: 2.6818 +2025-06-29 13:34:36,856 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 1 day, 2:03:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.6523, loss: 2.6523 +2025-06-29 13:35:22,648 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 1 day, 2:02:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.7212, loss: 2.7212 +2025-06-29 13:36:08,393 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 1 day, 2:01:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9931, loss_cls: 2.5153, loss: 2.5153 +2025-06-29 13:36:54,140 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 1 day, 2:00:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 2.5602, loss: 2.5602 +2025-06-29 13:37:39,821 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 1 day, 2:00:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.6264, loss: 2.6264 +2025-06-29 13:38:25,557 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 1 day, 1:59:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.7487, loss: 2.7487 +2025-06-29 13:39:11,266 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 1 day, 1:58:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7024, loss: 2.7024 +2025-06-29 13:39:56,913 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 1 day, 1:57:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6584, loss: 2.6584 +2025-06-29 13:40:42,626 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 1 day, 1:57:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.7366, loss: 2.7366 +2025-06-29 13:41:28,302 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 1 day, 1:56:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9775, loss_cls: 2.7336, loss: 2.7336 +2025-06-29 13:42:13,987 - pyskl - INFO - Epoch [91][3300/3405] lr: 8.397e-03, eta: 1 day, 1:55:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 2.7553, loss: 2.7553 +2025-06-29 13:42:59,733 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 1 day, 1:54:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.8161, loss: 2.8161 +2025-06-29 13:43:02,396 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-06-29 13:47:13,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 13:47:14,021 - pyskl - INFO - +top1_acc 0.8104 +top5_acc 0.9646 +2025-06-29 13:47:14,043 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8104, top5_acc: 0.9646 +2025-06-29 13:48:23,354 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 1 day, 1:54:07, time: 0.693, data_time: 0.234, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.5359, loss: 2.5359 +2025-06-29 13:49:09,354 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 1 day, 1:53:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.6001, loss: 2.6001 +2025-06-29 13:49:55,285 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 1 day, 1:52:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.5856, loss: 2.5856 +2025-06-29 13:50:41,103 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 1 day, 1:51:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.6735, loss: 2.6735 +2025-06-29 13:51:26,886 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 1 day, 1:51:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6932, loss: 2.6932 +2025-06-29 13:52:12,657 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 1 day, 1:50:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6234, loss: 2.6234 +2025-06-29 13:52:58,552 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 1 day, 1:49:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7304, loss: 2.7304 +2025-06-29 13:53:44,410 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 1 day, 1:48:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.6562, loss: 2.6562 +2025-06-29 13:54:30,266 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 1 day, 1:47:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 2.7081, loss: 2.7081 +2025-06-29 13:55:16,065 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 1 day, 1:47:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.6496, loss: 2.6496 +2025-06-29 13:56:01,776 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 1 day, 1:46:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.6847, loss: 2.6847 +2025-06-29 13:56:47,422 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 1 day, 1:45:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.6451, loss: 2.6451 +2025-06-29 13:57:33,105 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 1 day, 1:44:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.6603, loss: 2.6603 +2025-06-29 13:58:18,886 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 1 day, 1:43:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6186, loss: 2.6186 +2025-06-29 13:59:04,772 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 1 day, 1:43:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.7288, loss: 2.7288 +2025-06-29 13:59:50,534 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 1 day, 1:42:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5536, loss: 2.5536 +2025-06-29 14:00:36,410 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 1 day, 1:41:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6579, loss: 2.6579 +2025-06-29 14:01:22,313 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 1 day, 1:40:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.7173, loss: 2.7173 +2025-06-29 14:02:08,070 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 1 day, 1:40:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6916, loss: 2.6916 +2025-06-29 14:02:53,583 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 1 day, 1:39:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 2.6620, loss: 2.6620 +2025-06-29 14:03:39,125 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 1 day, 1:38:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.6189, loss: 2.6189 +2025-06-29 14:04:24,691 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 1 day, 1:37:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 2.5791, loss: 2.5791 +2025-06-29 14:05:10,285 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 1 day, 1:36:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.7172, loss: 2.7172 +2025-06-29 14:05:55,877 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 1 day, 1:36:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.6474, loss: 2.6474 +2025-06-29 14:06:41,478 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 1 day, 1:35:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 2.5701, loss: 2.5701 +2025-06-29 14:07:27,125 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 1 day, 1:34:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.6223, loss: 2.6223 +2025-06-29 14:08:12,751 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 1 day, 1:33:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6986, loss: 2.6986 +2025-06-29 14:08:58,373 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 1 day, 1:33:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6883, loss: 2.6883 +2025-06-29 14:09:44,002 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 1 day, 1:32:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9912, loss_cls: 2.6347, loss: 2.6347 +2025-06-29 14:10:29,459 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 1 day, 1:31:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.7828, loss: 2.7828 +2025-06-29 14:11:14,945 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 1 day, 1:30:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6764, loss: 2.6764 +2025-06-29 14:12:00,351 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 1 day, 1:29:53, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7319, loss: 2.7319 +2025-06-29 14:12:45,688 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 1 day, 1:29:06, time: 0.453, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.6136, loss: 2.6136 +2025-06-29 14:13:31,117 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 1 day, 1:28:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.5657, loss: 2.5657 +2025-06-29 14:13:33,692 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-06-29 14:17:47,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:17:48,347 - pyskl - INFO - +top1_acc 0.8266 +top5_acc 0.9684 +2025-06-29 14:17:48,405 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_89.pth was removed +2025-06-29 14:17:49,516 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-06-29 14:17:49,518 - pyskl - INFO - Best top1_acc is 0.8266 at 92 epoch. +2025-06-29 14:17:49,540 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8266, top5_acc: 0.9684 +2025-06-29 14:18:58,532 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 1 day, 1:27:43, time: 0.690, data_time: 0.233, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.5205, loss: 2.5205 +2025-06-29 14:19:44,186 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 1 day, 1:26:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.5314, loss: 2.5314 +2025-06-29 14:20:29,864 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 1 day, 1:26:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.6153, loss: 2.6153 +2025-06-29 14:21:15,456 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 1 day, 1:25:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.5456, loss: 2.5456 +2025-06-29 14:22:01,059 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 1 day, 1:24:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.5880, loss: 2.5880 +2025-06-29 14:22:46,663 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 1 day, 1:23:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.5825, loss: 2.5825 +2025-06-29 14:23:32,413 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 1 day, 1:23:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6168, loss: 2.6168 +2025-06-29 14:24:18,047 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 1 day, 1:22:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 2.5778, loss: 2.5778 +2025-06-29 14:25:04,012 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 1 day, 1:21:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6506, loss: 2.6506 +2025-06-29 14:25:49,747 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 1 day, 1:20:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 2.6288, loss: 2.6288 +2025-06-29 14:26:35,339 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 1 day, 1:19:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.6099, loss: 2.6099 +2025-06-29 14:27:20,993 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 1 day, 1:19:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5159, loss: 2.5159 +2025-06-29 14:28:06,780 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 1 day, 1:18:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.6895, loss: 2.6895 +2025-06-29 14:28:52,557 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 1 day, 1:17:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5878, loss: 2.5878 +2025-06-29 14:29:38,362 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 1 day, 1:16:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.6112, loss: 2.6112 +2025-06-29 14:30:24,051 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 1 day, 1:15:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.7044, loss: 2.7044 +2025-06-29 14:31:09,728 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 1 day, 1:15:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.6556, loss: 2.6556 +2025-06-29 14:31:55,360 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 1 day, 1:14:26, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.5928, loss: 2.5928 +2025-06-29 14:32:41,052 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 1 day, 1:13:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.6006, loss: 2.6006 +2025-06-29 14:33:26,794 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 1 day, 1:12:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.6378, loss: 2.6378 +2025-06-29 14:34:12,514 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 1 day, 1:12:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5836, loss: 2.5836 +2025-06-29 14:34:58,225 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 1 day, 1:11:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5556, loss: 2.5556 +2025-06-29 14:35:43,898 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 1 day, 1:10:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.7630, loss: 2.7630 +2025-06-29 14:36:29,573 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 1 day, 1:09:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8569, top5_acc: 0.9881, loss_cls: 2.7380, loss: 2.7380 +2025-06-29 14:37:15,283 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 1 day, 1:08:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7221, loss: 2.7221 +2025-06-29 14:38:01,001 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 1 day, 1:08:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 2.7999, loss: 2.7999 +2025-06-29 14:38:46,690 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 1 day, 1:07:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 2.6515, loss: 2.6515 +2025-06-29 14:39:32,353 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 1 day, 1:06:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7033, loss: 2.7033 +2025-06-29 14:40:18,017 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 1 day, 1:05:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.6408, loss: 2.6408 +2025-06-29 14:41:03,660 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 1 day, 1:05:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5962, loss: 2.5962 +2025-06-29 14:41:49,266 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 1 day, 1:04:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.5625, loss: 2.5625 +2025-06-29 14:42:34,903 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 1 day, 1:03:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.5826, loss: 2.5826 +2025-06-29 14:43:20,529 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 1 day, 1:02:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 2.6970, loss: 2.6970 +2025-06-29 14:44:06,256 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 1 day, 1:01:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.6604, loss: 2.6604 +2025-06-29 14:44:08,963 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-06-29 14:48:23,333 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 14:48:23,903 - pyskl - INFO - +top1_acc 0.8188 +top5_acc 0.9643 +2025-06-29 14:48:23,930 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8188, top5_acc: 0.9643 +2025-06-29 14:49:33,262 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 1 day, 1:01:19, time: 0.693, data_time: 0.234, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9906, loss_cls: 2.5647, loss: 2.5647 +2025-06-29 14:50:19,288 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 1 day, 1:00:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 2.6032, loss: 2.6032 +2025-06-29 14:51:05,286 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 1 day, 0:59:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.5747, loss: 2.5747 +2025-06-29 14:51:51,267 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 1 day, 0:58:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.4843, loss: 2.4843 +2025-06-29 14:52:37,051 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 1 day, 0:58:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.5693, loss: 2.5693 +2025-06-29 14:53:22,643 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 1 day, 0:57:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.5987, loss: 2.5987 +2025-06-29 14:54:08,258 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 1 day, 0:56:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.5834, loss: 2.5834 +2025-06-29 14:54:53,833 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 1 day, 0:55:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.5223, loss: 2.5223 +2025-06-29 14:55:39,363 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 1 day, 0:55:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5145, loss: 2.5145 +2025-06-29 14:56:24,846 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 1 day, 0:54:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5728, loss: 2.5728 +2025-06-29 14:57:10,351 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 1 day, 0:53:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 2.5769, loss: 2.5769 +2025-06-29 14:57:55,816 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 1 day, 0:52:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.6003, loss: 2.6003 +2025-06-29 14:58:41,398 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 1 day, 0:51:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 2.5876, loss: 2.5876 +2025-06-29 14:59:27,067 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 1 day, 0:51:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6173, loss: 2.6173 +2025-06-29 15:00:12,730 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 1 day, 0:50:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.6674, loss: 2.6674 +2025-06-29 15:00:58,318 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 1 day, 0:49:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.5727, loss: 2.5727 +2025-06-29 15:01:43,842 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 1 day, 0:48:49, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.6777, loss: 2.6777 +2025-06-29 15:02:29,398 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 1 day, 0:48:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 2.7677, loss: 2.7677 +2025-06-29 15:03:14,858 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 1 day, 0:47:15, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8606, top5_acc: 0.9888, loss_cls: 2.7300, loss: 2.7300 +2025-06-29 15:04:00,640 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 1 day, 0:46:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.6992, loss: 2.6992 +2025-06-29 15:04:46,373 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 1 day, 0:45:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7226, loss: 2.7226 +2025-06-29 15:05:31,994 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 1 day, 0:44:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 2.6673, loss: 2.6673 +2025-06-29 15:06:17,651 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 1 day, 0:44:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6723, loss: 2.6723 +2025-06-29 15:07:03,406 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 1 day, 0:43:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.7076, loss: 2.7076 +2025-06-29 15:07:48,893 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 1 day, 0:42:33, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5840, loss: 2.5840 +2025-06-29 15:08:34,613 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 1 day, 0:41:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6397, loss: 2.6397 +2025-06-29 15:09:20,333 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 1 day, 0:41:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.6201, loss: 2.6201 +2025-06-29 15:10:06,096 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 1 day, 0:40:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.5731, loss: 2.5731 +2025-06-29 15:10:51,978 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 1 day, 0:39:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.5794, loss: 2.5794 +2025-06-29 15:11:37,759 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 1 day, 0:38:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4949, loss: 2.4949 +2025-06-29 15:12:23,692 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 1 day, 0:37:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.6208, loss: 2.6208 +2025-06-29 15:13:09,715 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 1 day, 0:37:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6682, loss: 2.6682 +2025-06-29 15:13:55,518 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 1 day, 0:36:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.5923, loss: 2.5923 +2025-06-29 15:14:41,197 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 1 day, 0:35:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.6920, loss: 2.6920 +2025-06-29 15:14:43,983 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-06-29 15:18:59,778 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 15:19:00,327 - pyskl - INFO - +top1_acc 0.8289 +top5_acc 0.9689 +2025-06-29 15:19:00,389 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_92.pth was removed +2025-06-29 15:19:01,453 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_94.pth. +2025-06-29 15:19:01,455 - pyskl - INFO - Best top1_acc is 0.8289 at 94 epoch. +2025-06-29 15:19:01,475 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8289, top5_acc: 0.9689 +2025-06-29 15:20:10,649 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 1 day, 0:34:56, time: 0.692, data_time: 0.234, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9931, loss_cls: 2.5529, loss: 2.5529 +2025-06-29 15:20:56,292 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 1 day, 0:34:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 2.5863, loss: 2.5863 +2025-06-29 15:21:41,973 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 1 day, 0:33:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.5482, loss: 2.5482 +2025-06-29 15:22:27,628 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 1 day, 0:32:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4666, loss: 2.4666 +2025-06-29 15:23:13,347 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 1 day, 0:31:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4262, loss: 2.4262 +2025-06-29 15:23:58,954 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 1 day, 0:31:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.4782, loss: 2.4782 +2025-06-29 15:24:44,510 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 1 day, 0:30:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 2.5204, loss: 2.5204 +2025-06-29 15:25:30,119 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 1 day, 0:29:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 2.7157, loss: 2.7157 +2025-06-29 15:26:15,744 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 1 day, 0:28:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.5258, loss: 2.5258 +2025-06-29 15:27:01,336 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 1 day, 0:27:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.5144, loss: 2.5144 +2025-06-29 15:27:46,933 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 1 day, 0:27:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9944, loss_cls: 2.5128, loss: 2.5128 +2025-06-29 15:28:32,568 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 1 day, 0:26:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.4772, loss: 2.4772 +2025-06-29 15:29:18,229 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 1 day, 0:25:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4341, loss: 2.4341 +2025-06-29 15:30:03,922 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 1 day, 0:24:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7400, loss: 2.7400 +2025-06-29 15:30:49,576 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 1 day, 0:23:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6819, loss: 2.6819 +2025-06-29 15:31:35,198 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 1 day, 0:23:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5306, loss: 2.5306 +2025-06-29 15:32:20,867 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 1 day, 0:22:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.6654, loss: 2.6654 +2025-06-29 15:33:06,482 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 1 day, 0:21:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 2.5330, loss: 2.5330 +2025-06-29 15:33:52,089 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 1 day, 0:20:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.6131, loss: 2.6131 +2025-06-29 15:34:37,812 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 1 day, 0:20:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.5671, loss: 2.5671 +2025-06-29 15:35:23,510 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 1 day, 0:19:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 2.5636, loss: 2.5636 +2025-06-29 15:36:09,244 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 1 day, 0:18:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.5563, loss: 2.5563 +2025-06-29 15:36:54,968 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 1 day, 0:17:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 2.5921, loss: 2.5921 +2025-06-29 15:37:40,722 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 1 day, 0:16:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.5895, loss: 2.5895 +2025-06-29 15:38:26,445 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 1 day, 0:16:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.6313, loss: 2.6313 +2025-06-29 15:39:12,121 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 1 day, 0:15:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.6587, loss: 2.6587 +2025-06-29 15:39:58,012 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 1 day, 0:14:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9881, loss_cls: 2.6534, loss: 2.6534 +2025-06-29 15:40:43,693 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 1 day, 0:13:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.4977, loss: 2.4977 +2025-06-29 15:41:29,376 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 1 day, 0:13:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.6610, loss: 2.6610 +2025-06-29 15:42:15,093 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 1 day, 0:12:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6363, loss: 2.6363 +2025-06-29 15:43:00,942 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 1 day, 0:11:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6038, loss: 2.6038 +2025-06-29 15:43:46,660 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 1 day, 0:10:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8675, top5_acc: 0.9881, loss_cls: 2.7024, loss: 2.7024 +2025-06-29 15:44:32,434 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 1 day, 0:09:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5641, loss: 2.5641 +2025-06-29 15:45:18,215 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 1 day, 0:09:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5180, loss: 2.5180 +2025-06-29 15:45:20,903 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-06-29 16:05:14,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:05:15,253 - pyskl - INFO - +top1_acc 0.8265 +top5_acc 0.9663 +2025-06-29 16:05:15,274 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8265, top5_acc: 0.9663 +2025-06-29 16:06:24,156 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 1 day, 0:08:32, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9938, loss_cls: 2.4371, loss: 2.4371 +2025-06-29 16:07:09,805 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 1 day, 0:07:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.4926, loss: 2.4926 +2025-06-29 16:07:55,582 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 1 day, 0:06:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.5421, loss: 2.5421 +2025-06-29 16:08:41,315 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 1 day, 0:06:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.5130, loss: 2.5130 +2025-06-29 16:09:26,969 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 1 day, 0:05:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4418, loss: 2.4418 +2025-06-29 16:10:12,630 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 1 day, 0:04:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5544, loss: 2.5544 +2025-06-29 16:10:58,257 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 1 day, 0:03:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 2.5680, loss: 2.5680 +2025-06-29 16:11:44,110 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 1 day, 0:03:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6470, loss: 2.6470 +2025-06-29 16:12:30,053 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 1 day, 0:02:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9931, loss_cls: 2.5017, loss: 2.5017 +2025-06-29 16:13:15,856 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 1 day, 0:01:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 2.5941, loss: 2.5941 +2025-06-29 16:14:01,640 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 1 day, 0:00:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.4599, loss: 2.4599 +2025-06-29 16:14:47,380 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 23:59:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.5726, loss: 2.5726 +2025-06-29 16:15:33,129 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 23:59:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.4549, loss: 2.4549 +2025-06-29 16:16:18,842 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 23:58:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4686, loss: 2.4686 +2025-06-29 16:17:04,527 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 23:57:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.6034, loss: 2.6034 +2025-06-29 16:17:50,240 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 23:56:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.5281, loss: 2.5281 +2025-06-29 16:18:36,030 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 23:56:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5326, loss: 2.5326 +2025-06-29 16:19:21,663 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 23:55:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5560, loss: 2.5560 +2025-06-29 16:20:07,294 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 23:54:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6095, loss: 2.6095 +2025-06-29 16:20:52,927 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 23:53:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.4577, loss: 2.4577 +2025-06-29 16:21:38,612 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 23:52:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.5922, loss: 2.5922 +2025-06-29 16:22:24,371 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 23:52:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.4810, loss: 2.4810 +2025-06-29 16:23:10,026 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 23:51:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.5414, loss: 2.5414 +2025-06-29 16:23:55,734 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 23:50:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6096, loss: 2.6096 +2025-06-29 16:24:41,450 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 23:49:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5331, loss: 2.5331 +2025-06-29 16:25:27,238 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 23:49:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 2.5907, loss: 2.5907 +2025-06-29 16:26:12,937 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 23:48:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.6467, loss: 2.6467 +2025-06-29 16:26:58,669 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 23:47:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.4949, loss: 2.4949 +2025-06-29 16:27:44,406 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 23:46:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5775, loss: 2.5775 +2025-06-29 16:28:30,105 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 23:45:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.5830, loss: 2.5830 +2025-06-29 16:29:15,814 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 23:45:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 2.4111, loss: 2.4111 +2025-06-29 16:30:01,592 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 23:44:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9812, loss_cls: 2.5554, loss: 2.5554 +2025-06-29 16:30:47,329 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 23:43:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6872, loss: 2.6872 +2025-06-29 16:31:33,016 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 23:42:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6307, loss: 2.6307 +2025-06-29 16:31:35,667 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-06-29 16:35:47,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 16:35:48,333 - pyskl - INFO - +top1_acc 0.8213 +top5_acc 0.9646 +2025-06-29 16:35:48,353 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8213, top5_acc: 0.9646 +2025-06-29 16:36:57,398 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 23:42:09, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.4729, loss: 2.4729 +2025-06-29 16:37:43,306 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 23:41:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 2.5811, loss: 2.5811 +2025-06-29 16:38:29,413 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 23:40:36, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5395, loss: 2.5395 +2025-06-29 16:39:15,133 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 23:39:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.5632, loss: 2.5632 +2025-06-29 16:40:00,740 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 23:39:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4748, loss: 2.4748 +2025-06-29 16:40:46,347 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 23:38:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9919, loss_cls: 2.5307, loss: 2.5307 +2025-06-29 16:41:32,228 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 23:37:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.4255, loss: 2.4255 +2025-06-29 16:42:18,138 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 23:36:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4270, loss: 2.4270 +2025-06-29 16:43:04,045 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 23:35:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.5864, loss: 2.5864 +2025-06-29 16:43:50,017 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 23:35:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8681, top5_acc: 0.9900, loss_cls: 2.6570, loss: 2.6570 +2025-06-29 16:44:35,844 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 23:34:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.5232, loss: 2.5232 +2025-06-29 16:45:21,256 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 23:33:34, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.4607, loss: 2.4607 +2025-06-29 16:46:06,743 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 23:32:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.5481, loss: 2.5481 +2025-06-29 16:46:52,225 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 23:32:00, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4531, loss: 2.4531 +2025-06-29 16:47:37,762 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 23:31:13, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.6014, loss: 2.6014 +2025-06-29 16:48:23,244 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 23:30:26, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.6188, loss: 2.6188 +2025-06-29 16:49:08,736 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 23:29:40, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5460, loss: 2.5460 +2025-06-29 16:49:54,209 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 23:28:53, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 2.4392, loss: 2.4392 +2025-06-29 16:50:39,702 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 23:28:06, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4474, loss: 2.4474 +2025-06-29 16:51:25,146 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 23:27:19, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.4828, loss: 2.4828 +2025-06-29 16:52:10,628 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 23:26:32, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.6375, loss: 2.6375 +2025-06-29 16:52:56,142 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 23:25:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.5296, loss: 2.5296 +2025-06-29 16:53:41,694 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 23:24:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.5020, loss: 2.5020 +2025-06-29 16:54:27,141 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 23:24:11, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.5257, loss: 2.5257 +2025-06-29 16:55:12,563 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 23:23:24, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.5937, loss: 2.5937 +2025-06-29 16:55:57,797 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 23:22:37, time: 0.452, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5956, loss: 2.5956 +2025-06-29 16:56:43,300 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 23:21:50, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.5673, loss: 2.5673 +2025-06-29 16:57:28,847 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 23:21:03, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.4644, loss: 2.4644 +2025-06-29 16:58:14,627 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 23:20:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.5332, loss: 2.5332 +2025-06-29 16:59:00,468 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 23:19:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.5161, loss: 2.5161 +2025-06-29 16:59:46,038 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 23:18:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5109, loss: 2.5109 +2025-06-29 17:00:31,593 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 23:17:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.5885, loss: 2.5885 +2025-06-29 17:01:17,201 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 23:17:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5457, loss: 2.5457 +2025-06-29 17:02:02,864 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 23:16:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6784, loss: 2.6784 +2025-06-29 17:02:05,533 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-06-29 17:06:17,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:06:18,026 - pyskl - INFO - +top1_acc 0.8404 +top5_acc 0.9714 +2025-06-29 17:06:18,087 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_94.pth was removed +2025-06-29 17:06:19,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-06-29 17:06:19,196 - pyskl - INFO - Best top1_acc is 0.8404 at 97 epoch. +2025-06-29 17:06:19,218 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8404, top5_acc: 0.9714 +2025-06-29 17:07:28,744 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 23:15:45, time: 0.695, data_time: 0.236, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 2.4088, loss: 2.4088 +2025-06-29 17:08:14,851 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 23:14:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 2.4943, loss: 2.4943 +2025-06-29 17:09:00,836 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 23:14:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.4579, loss: 2.4579 +2025-06-29 17:09:46,799 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 23:13:25, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.5091, loss: 2.5091 +2025-06-29 17:10:32,581 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 23:12:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.6020, loss: 2.6020 +2025-06-29 17:11:18,450 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 23:11:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.5071, loss: 2.5071 +2025-06-29 17:12:04,223 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 23:11:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3783, loss: 2.3783 +2025-06-29 17:12:49,989 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 23:10:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9831, loss_cls: 2.4398, loss: 2.4398 +2025-06-29 17:13:35,704 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 23:09:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9925, loss_cls: 2.5637, loss: 2.5637 +2025-06-29 17:14:21,453 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 23:08:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.5136, loss: 2.5136 +2025-06-29 17:15:07,099 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 23:07:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4768, loss: 2.4768 +2025-06-29 17:15:52,840 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 23:07:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4841, loss: 2.4841 +2025-06-29 17:16:38,629 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 23:06:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6267, loss: 2.6267 +2025-06-29 17:17:24,363 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 23:05:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5168, loss: 2.5168 +2025-06-29 17:18:10,045 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 23:04:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 2.4114, loss: 2.4114 +2025-06-29 17:18:55,712 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 23:04:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4349, loss: 2.4349 +2025-06-29 17:19:41,439 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 23:03:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4797, loss: 2.4797 +2025-06-29 17:20:27,089 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 23:02:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4695, loss: 2.4695 +2025-06-29 17:21:12,747 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 23:01:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.6610, loss: 2.6610 +2025-06-29 17:21:58,400 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 23:00:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.4597, loss: 2.4597 +2025-06-29 17:22:44,109 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 23:00:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.4694, loss: 2.4694 +2025-06-29 17:23:29,804 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 22:59:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.4578, loss: 2.4578 +2025-06-29 17:24:15,517 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 22:58:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.5169, loss: 2.5169 +2025-06-29 17:25:01,203 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 22:57:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.5490, loss: 2.5490 +2025-06-29 17:25:46,859 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 22:57:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.3071, loss: 2.3071 +2025-06-29 17:26:32,537 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 22:56:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.5341, loss: 2.5341 +2025-06-29 17:27:18,245 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 22:55:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.4573, loss: 2.4573 +2025-06-29 17:28:04,090 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 22:54:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.4630, loss: 2.4630 +2025-06-29 17:28:49,876 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 22:53:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.5190, loss: 2.5190 +2025-06-29 17:29:35,568 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 22:53:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5787, loss: 2.5787 +2025-06-29 17:30:21,314 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 22:52:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 2.4736, loss: 2.4736 +2025-06-29 17:31:06,972 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 22:51:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 2.5773, loss: 2.5773 +2025-06-29 17:31:52,833 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 22:50:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4691, loss: 2.4691 +2025-06-29 17:32:38,656 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 22:50:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 2.6218, loss: 2.6218 +2025-06-29 17:32:41,285 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-06-29 17:36:55,312 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 17:36:55,895 - pyskl - INFO - +top1_acc 0.8260 +top5_acc 0.9667 +2025-06-29 17:36:55,918 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8260, top5_acc: 0.9667 +2025-06-29 17:38:04,528 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 22:49:22, time: 0.686, data_time: 0.228, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.4055, loss: 2.4055 +2025-06-29 17:38:50,220 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 22:48:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9944, loss_cls: 2.4171, loss: 2.4171 +2025-06-29 17:39:35,984 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 22:47:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 2.4168, loss: 2.4168 +2025-06-29 17:40:21,686 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 22:47:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.4063, loss: 2.4063 +2025-06-29 17:41:07,443 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 22:46:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3403, loss: 2.3403 +2025-06-29 17:41:53,318 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 22:45:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3894, loss: 2.3894 +2025-06-29 17:42:39,072 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 22:44:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.3761, loss: 2.3761 +2025-06-29 17:43:24,869 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 22:43:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 2.5263, loss: 2.5263 +2025-06-29 17:44:10,645 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 22:43:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9869, loss_cls: 2.4295, loss: 2.4295 +2025-06-29 17:44:56,391 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 22:42:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4475, loss: 2.4475 +2025-06-29 17:45:42,272 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 22:41:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.4045, loss: 2.4045 +2025-06-29 17:46:28,067 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 22:40:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 2.4682, loss: 2.4682 +2025-06-29 17:47:13,843 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 22:40:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.4877, loss: 2.4877 +2025-06-29 17:47:59,594 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 22:39:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.4079, loss: 2.4079 +2025-06-29 17:48:45,326 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 22:38:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.4937, loss: 2.4937 +2025-06-29 17:49:31,134 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 22:37:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3669, loss: 2.3669 +2025-06-29 17:50:17,056 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 22:36:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 2.3630, loss: 2.3630 +2025-06-29 17:51:02,949 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 22:36:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.4301, loss: 2.4301 +2025-06-29 17:51:48,740 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 22:35:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.5384, loss: 2.5384 +2025-06-29 17:52:34,640 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 22:34:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5055, loss: 2.5055 +2025-06-29 17:53:20,388 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 22:33:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9844, loss_cls: 2.4434, loss: 2.4434 +2025-06-29 17:54:06,189 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 22:33:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.4382, loss: 2.4382 +2025-06-29 17:54:51,995 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 22:32:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4852, loss: 2.4852 +2025-06-29 17:55:37,730 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 22:31:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6140, loss: 2.6140 +2025-06-29 17:56:23,467 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 22:30:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 2.5063, loss: 2.5063 +2025-06-29 17:57:09,120 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 22:29:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6435, loss: 2.6435 +2025-06-29 17:57:54,923 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 22:29:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 2.4262, loss: 2.4262 +2025-06-29 17:58:40,771 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 22:28:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 2.5395, loss: 2.5395 +2025-06-29 17:59:26,506 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 22:27:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.5770, loss: 2.5770 +2025-06-29 18:00:12,285 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 22:26:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5084, loss: 2.5084 +2025-06-29 18:00:58,178 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 22:25:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.5327, loss: 2.5327 +2025-06-29 18:01:43,941 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 22:25:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.5087, loss: 2.5087 +2025-06-29 18:02:29,692 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 22:24:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3774, loss: 2.3774 +2025-06-29 18:03:15,455 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 22:23:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.5139, loss: 2.5139 +2025-06-29 18:03:18,146 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-06-29 18:07:32,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:07:32,793 - pyskl - INFO - +top1_acc 0.8416 +top5_acc 0.9702 +2025-06-29 18:07:32,851 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_97.pth was removed +2025-06-29 18:07:33,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-06-29 18:07:33,857 - pyskl - INFO - Best top1_acc is 0.8416 at 99 epoch. +2025-06-29 18:07:33,877 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8416, top5_acc: 0.9702 +2025-06-29 18:08:42,538 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 22:23:01, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4327, loss: 2.4327 +2025-06-29 18:09:28,239 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 22:22:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.4829, loss: 2.4829 +2025-06-29 18:10:13,979 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 22:21:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.4629, loss: 2.4629 +2025-06-29 18:11:00,092 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 22:20:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3868, loss: 2.3868 +2025-06-29 18:11:46,268 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 22:19:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4579, loss: 2.4579 +2025-06-29 18:12:32,285 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 22:19:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.3891, loss: 2.3891 +2025-06-29 18:13:18,158 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 22:18:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.3224, loss: 2.3224 +2025-06-29 18:14:04,002 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 22:17:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4241, loss: 2.4241 +2025-06-29 18:14:49,997 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 22:16:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4568, loss: 2.4568 +2025-06-29 18:15:35,981 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 22:16:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.4403, loss: 2.4403 +2025-06-29 18:16:21,935 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 22:15:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.3882, loss: 2.3882 +2025-06-29 18:17:07,762 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 22:14:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 2.4315, loss: 2.4315 +2025-06-29 18:17:53,533 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 22:13:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.4468, loss: 2.4468 +2025-06-29 18:18:39,721 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 22:12:54, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.3951, loss: 2.3951 +2025-06-29 18:19:25,818 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 22:12:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3139, loss: 2.3139 +2025-06-29 18:20:11,930 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 22:11:21, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.4604, loss: 2.4604 +2025-06-29 18:20:57,749 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 22:10:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4791, loss: 2.4791 +2025-06-29 18:21:43,564 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 22:09:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.3453, loss: 2.3453 +2025-06-29 18:22:29,405 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 22:09:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4757, loss: 2.4757 +2025-06-29 18:23:15,232 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 22:08:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.4101, loss: 2.4101 +2025-06-29 18:24:01,197 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 22:07:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4412, loss: 2.4412 +2025-06-29 18:24:47,228 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 22:06:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.5259, loss: 2.5259 +2025-06-29 18:25:33,032 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 22:05:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2985, loss: 2.2985 +2025-06-29 18:26:18,861 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 22:05:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.4536, loss: 2.4536 +2025-06-29 18:27:04,822 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 22:04:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.5389, loss: 2.5389 +2025-06-29 18:27:50,891 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 22:03:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.3939, loss: 2.3939 +2025-06-29 18:28:36,922 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 22:02:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.5174, loss: 2.5174 +2025-06-29 18:29:22,824 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 22:02:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.4610, loss: 2.4610 +2025-06-29 18:30:08,830 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 22:01:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4770, loss: 2.4770 +2025-06-29 18:30:54,738 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 22:00:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 2.5698, loss: 2.5698 +2025-06-29 18:31:40,515 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 21:59:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.3485, loss: 2.3485 +2025-06-29 18:32:26,326 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 21:58:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 2.5336, loss: 2.5336 +2025-06-29 18:33:12,144 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 21:58:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.5382, loss: 2.5382 +2025-06-29 18:33:57,952 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 21:57:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 2.4736, loss: 2.4736 +2025-06-29 18:34:00,608 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-06-29 18:52:38,397 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 18:52:38,977 - pyskl - INFO - +top1_acc 0.8294 +top5_acc 0.9674 +2025-06-29 18:52:39,000 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8294, top5_acc: 0.9674 +2025-06-29 18:53:48,301 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 21:56:42, time: 0.693, data_time: 0.233, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.3686, loss: 2.3686 +2025-06-29 18:54:34,203 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 21:55:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.2803, loss: 2.2803 +2025-06-29 18:55:20,009 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 21:55:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.3454, loss: 2.3454 +2025-06-29 18:56:05,790 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 21:54:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3179, loss: 2.3179 +2025-06-29 18:56:51,609 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 21:53:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 2.4089, loss: 2.4089 +2025-06-29 18:57:37,456 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 21:52:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.3909, loss: 2.3909 +2025-06-29 18:58:23,163 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 21:52:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3315, loss: 2.3315 +2025-06-29 18:59:08,813 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 21:51:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4656, loss: 2.4656 +2025-06-29 18:59:54,580 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 21:50:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.3745, loss: 2.3745 +2025-06-29 19:00:40,447 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 21:49:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.4543, loss: 2.4543 +2025-06-29 19:01:26,180 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 21:48:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.4385, loss: 2.4385 +2025-06-29 19:02:11,949 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 21:48:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4185, loss: 2.4185 +2025-06-29 19:02:57,695 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 21:47:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.3732, loss: 2.3732 +2025-06-29 19:03:43,434 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 21:46:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.3270, loss: 2.3270 +2025-06-29 19:04:29,217 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 21:45:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.4256, loss: 2.4256 +2025-06-29 19:05:15,089 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 21:45:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.3993, loss: 2.3993 +2025-06-29 19:06:00,829 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 21:44:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 2.5191, loss: 2.5191 +2025-06-29 19:06:46,623 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 21:43:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3323, loss: 2.3323 +2025-06-29 19:07:32,448 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 21:42:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.4842, loss: 2.4842 +2025-06-29 19:08:18,219 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 21:41:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.4703, loss: 2.4703 +2025-06-29 19:09:04,048 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 21:41:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.4953, loss: 2.4953 +2025-06-29 19:09:49,725 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 21:40:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.5528, loss: 2.5528 +2025-06-29 19:10:35,711 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 21:39:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.5123, loss: 2.5123 +2025-06-29 19:11:21,665 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 21:38:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.4510, loss: 2.4510 +2025-06-29 19:12:07,526 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 21:38:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.3831, loss: 2.3831 +2025-06-29 19:12:53,383 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 21:37:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5356, loss: 2.5356 +2025-06-29 19:13:39,193 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 21:36:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.4805, loss: 2.4805 +2025-06-29 19:14:25,080 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 21:35:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.4772, loss: 2.4772 +2025-06-29 19:15:10,967 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 21:34:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.4810, loss: 2.4810 +2025-06-29 19:15:56,764 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 21:34:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5175, loss: 2.5175 +2025-06-29 19:16:42,519 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 21:33:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8800, top5_acc: 0.9919, loss_cls: 2.4455, loss: 2.4455 +2025-06-29 19:17:28,286 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 21:32:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.5825, loss: 2.5825 +2025-06-29 19:18:14,286 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 21:31:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 2.4378, loss: 2.4378 +2025-06-29 19:19:00,314 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 21:31:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.4749, loss: 2.4749 +2025-06-29 19:19:02,985 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-06-29 19:23:17,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:23:18,247 - pyskl - INFO - +top1_acc 0.8409 +top5_acc 0.9715 +2025-06-29 19:23:18,269 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8409, top5_acc: 0.9715 +2025-06-29 19:24:26,782 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 21:30:20, time: 0.685, data_time: 0.229, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.3581, loss: 2.3581 +2025-06-29 19:25:12,413 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 21:29:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.3933, loss: 2.3933 +2025-06-29 19:25:58,088 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 21:28:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.3114, loss: 2.3114 +2025-06-29 19:26:43,742 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 21:28:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9881, loss_cls: 2.3342, loss: 2.3342 +2025-06-29 19:27:29,457 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 21:27:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.3018, loss: 2.3018 +2025-06-29 19:28:15,193 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 21:26:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3796, loss: 2.3796 +2025-06-29 19:29:00,921 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 21:25:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.2635, loss: 2.2635 +2025-06-29 19:29:46,612 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 21:24:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.4096, loss: 2.4096 +2025-06-29 19:30:32,286 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 21:24:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.3054, loss: 2.3054 +2025-06-29 19:31:17,987 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 21:23:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.3374, loss: 2.3374 +2025-06-29 19:32:03,689 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 21:22:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.3529, loss: 2.3529 +2025-06-29 19:32:49,351 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 21:21:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3556, loss: 2.3556 +2025-06-29 19:33:34,925 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 21:20:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 2.3147, loss: 2.3147 +2025-06-29 19:34:20,604 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 21:20:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4103, loss: 2.4103 +2025-06-29 19:35:06,260 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 21:19:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.3109, loss: 2.3109 +2025-06-29 19:35:51,893 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 21:18:38, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 2.4893, loss: 2.4893 +2025-06-29 19:36:37,565 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 21:17:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 2.3959, loss: 2.3959 +2025-06-29 19:37:23,267 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 21:17:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.4342, loss: 2.4342 +2025-06-29 19:38:09,048 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 21:16:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.3968, loss: 2.3968 +2025-06-29 19:38:54,824 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 21:15:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.5710, loss: 2.5710 +2025-06-29 19:39:40,575 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 21:14:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.4181, loss: 2.4181 +2025-06-29 19:40:26,275 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 21:13:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4060, loss: 2.4060 +2025-06-29 19:41:12,077 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 21:13:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 2.4038, loss: 2.4038 +2025-06-29 19:41:57,821 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 21:12:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3868, loss: 2.3868 +2025-06-29 19:42:43,670 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 21:11:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4531, loss: 2.4531 +2025-06-29 19:43:29,708 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 21:10:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.4236, loss: 2.4236 +2025-06-29 19:44:15,558 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 21:10:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8806, top5_acc: 0.9825, loss_cls: 2.5304, loss: 2.5304 +2025-06-29 19:45:01,553 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 21:09:18, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8825, top5_acc: 0.9931, loss_cls: 2.5028, loss: 2.5028 +2025-06-29 19:45:47,350 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 21:08:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.3521, loss: 2.3521 +2025-06-29 19:46:33,210 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 21:07:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.4250, loss: 2.4250 +2025-06-29 19:47:19,197 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 21:06:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 2.4111, loss: 2.4111 +2025-06-29 19:48:05,167 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 21:06:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3995, loss: 2.3995 +2025-06-29 19:48:51,020 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 21:05:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.4305, loss: 2.4305 +2025-06-29 19:49:36,820 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 21:04:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.4790, loss: 2.4790 +2025-06-29 19:49:39,501 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-06-29 19:53:54,818 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 19:53:55,362 - pyskl - INFO - +top1_acc 0.8324 +top5_acc 0.9668 +2025-06-29 19:53:55,383 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8324, top5_acc: 0.9668 +2025-06-29 19:55:03,864 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 21:03:58, time: 0.685, data_time: 0.227, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.3047, loss: 2.3047 +2025-06-29 19:55:49,638 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 21:03:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3948, loss: 2.3948 +2025-06-29 19:56:35,401 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 21:02:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.2995, loss: 2.2995 +2025-06-29 19:57:21,166 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 21:01:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.3848, loss: 2.3848 +2025-06-29 19:58:06,954 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 21:00:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3298, loss: 2.3298 +2025-06-29 19:58:52,725 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 21:00:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3633, loss: 2.3633 +2025-06-29 19:59:38,569 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 20:59:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 2.3679, loss: 2.3679 +2025-06-29 20:00:24,437 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 20:58:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3209, loss: 2.3209 +2025-06-29 20:01:10,220 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 20:57:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4069, loss: 2.4069 +2025-06-29 20:01:55,930 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 20:56:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.3779, loss: 2.3779 +2025-06-29 20:02:41,695 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 20:56:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.4794, loss: 2.4794 +2025-06-29 20:03:27,464 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 20:55:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 2.3319, loss: 2.3319 +2025-06-29 20:04:13,175 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 20:54:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.3064, loss: 2.3064 +2025-06-29 20:04:58,884 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 20:53:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2664, loss: 2.2664 +2025-06-29 20:05:44,599 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 20:53:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.3669, loss: 2.3669 +2025-06-29 20:06:30,331 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 20:52:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.4017, loss: 2.4017 +2025-06-29 20:07:16,161 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 20:51:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.4187, loss: 2.4187 +2025-06-29 20:08:01,967 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 20:50:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9856, loss_cls: 2.3409, loss: 2.3409 +2025-06-29 20:08:47,722 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 20:49:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.4067, loss: 2.4067 +2025-06-29 20:09:33,756 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 20:49:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.4073, loss: 2.4073 +2025-06-29 20:10:19,646 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 20:48:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3842, loss: 2.3842 +2025-06-29 20:11:05,564 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 20:47:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.4024, loss: 2.4024 +2025-06-29 20:11:51,498 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 20:46:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2981, loss: 2.2981 +2025-06-29 20:12:37,416 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 20:46:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 2.2787, loss: 2.2787 +2025-06-29 20:13:23,366 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 20:45:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3571, loss: 2.3571 +2025-06-29 20:14:09,226 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 20:44:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.3925, loss: 2.3925 +2025-06-29 20:14:55,097 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 20:43:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4289, loss: 2.4289 +2025-06-29 20:15:40,994 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 20:42:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.5666, loss: 2.5666 +2025-06-29 20:16:26,897 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 20:42:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.3762, loss: 2.3762 +2025-06-29 20:17:12,697 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 20:41:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 2.4450, loss: 2.4450 +2025-06-29 20:17:58,945 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 20:40:37, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.4245, loss: 2.4245 +2025-06-29 20:18:45,152 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 20:39:51, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 2.4748, loss: 2.4748 +2025-06-29 20:19:31,036 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 20:39:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.4454, loss: 2.4454 +2025-06-29 20:20:16,844 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 20:38:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.2758, loss: 2.2758 +2025-06-29 20:20:19,429 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-06-29 20:24:30,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:24:31,437 - pyskl - INFO - +top1_acc 0.8336 +top5_acc 0.9681 +2025-06-29 20:24:31,460 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8336, top5_acc: 0.9681 +2025-06-29 20:25:40,135 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 20:37:38, time: 0.687, data_time: 0.228, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.3530, loss: 2.3530 +2025-06-29 20:26:25,872 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 20:36:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.2531, loss: 2.2531 +2025-06-29 20:27:11,643 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 20:36:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.2449, loss: 2.2449 +2025-06-29 20:27:57,379 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 20:35:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.2140, loss: 2.2140 +2025-06-29 20:28:43,142 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 20:34:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.3108, loss: 2.3108 +2025-06-29 20:29:28,874 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 20:33:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9969, loss_cls: 2.2471, loss: 2.2471 +2025-06-29 20:30:14,607 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 20:32:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3350, loss: 2.3350 +2025-06-29 20:31:00,331 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 20:32:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.3341, loss: 2.3341 +2025-06-29 20:31:46,027 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 20:31:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.3987, loss: 2.3987 +2025-06-29 20:32:31,842 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 20:30:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9956, loss_cls: 2.3259, loss: 2.3259 +2025-06-29 20:33:17,586 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 20:29:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3223, loss: 2.3223 +2025-06-29 20:34:03,309 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 20:29:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.2835, loss: 2.2835 +2025-06-29 20:34:49,034 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 20:28:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.2244, loss: 2.2244 +2025-06-29 20:35:34,901 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 20:27:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3260, loss: 2.3260 +2025-06-29 20:36:20,888 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 20:26:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.2441, loss: 2.2441 +2025-06-29 20:37:06,631 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 20:25:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3075, loss: 2.3075 +2025-06-29 20:37:52,429 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 20:25:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.4251, loss: 2.4251 +2025-06-29 20:38:38,138 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 20:24:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 2.3429, loss: 2.3429 +2025-06-29 20:39:23,887 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 20:23:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.3435, loss: 2.3435 +2025-06-29 20:40:09,606 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 20:22:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.3752, loss: 2.3752 +2025-06-29 20:40:55,210 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 20:22:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.2817, loss: 2.2817 +2025-06-29 20:41:40,902 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 20:21:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 2.3871, loss: 2.3871 +2025-06-29 20:42:26,638 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 20:20:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.3880, loss: 2.3880 +2025-06-29 20:43:12,336 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 20:19:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.3221, loss: 2.3221 +2025-06-29 20:43:58,105 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 20:18:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.4102, loss: 2.4102 +2025-06-29 20:44:43,797 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 20:18:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.3703, loss: 2.3703 +2025-06-29 20:45:29,535 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 20:17:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.3388, loss: 2.3388 +2025-06-29 20:46:15,285 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 20:16:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.4674, loss: 2.4674 +2025-06-29 20:47:01,079 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 20:15:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.4100, loss: 2.4100 +2025-06-29 20:47:46,779 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 20:15:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.2457, loss: 2.2457 +2025-06-29 20:48:32,483 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 20:14:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.2701, loss: 2.2701 +2025-06-29 20:49:18,182 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 20:13:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.3128, loss: 2.3128 +2025-06-29 20:50:03,905 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 20:12:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.2981, loss: 2.2981 +2025-06-29 20:50:49,638 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 20:11:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 2.4079, loss: 2.4079 +2025-06-29 20:50:52,273 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-06-29 20:55:04,103 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 20:55:04,655 - pyskl - INFO - +top1_acc 0.8308 +top5_acc 0.9657 +2025-06-29 20:55:04,677 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8308, top5_acc: 0.9657 +2025-06-29 20:56:13,517 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 20:11:15, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2676, loss: 2.2676 +2025-06-29 20:56:59,229 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 20:10:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9944, loss_cls: 2.3028, loss: 2.3028 +2025-06-29 20:57:45,141 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 20:09:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.1828, loss: 2.1828 +2025-06-29 20:58:30,937 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 20:08:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 2.2208, loss: 2.2208 +2025-06-29 20:59:16,741 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 20:08:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.3203, loss: 2.3203 +2025-06-29 21:00:02,509 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 20:07:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.2781, loss: 2.2781 +2025-06-29 21:00:48,202 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 20:06:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9938, loss_cls: 2.3104, loss: 2.3104 +2025-06-29 21:01:33,897 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 20:05:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2544, loss: 2.2544 +2025-06-29 21:02:19,710 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 20:05:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 2.2436, loss: 2.2436 +2025-06-29 21:03:05,445 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 20:04:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 2.3755, loss: 2.3755 +2025-06-29 21:03:51,138 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 20:03:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3591, loss: 2.3591 +2025-06-29 21:04:36,849 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 20:02:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.1997, loss: 2.1997 +2025-06-29 21:05:22,570 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 20:01:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.2317, loss: 2.2317 +2025-06-29 21:06:08,400 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 20:01:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9962, loss_cls: 2.1858, loss: 2.1858 +2025-06-29 21:06:54,117 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 20:00:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.3139, loss: 2.3139 +2025-06-29 21:07:39,984 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 19:59:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 2.3581, loss: 2.3581 +2025-06-29 21:08:25,778 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 19:58:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 2.2905, loss: 2.2905 +2025-06-29 21:09:11,559 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 19:58:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.2713, loss: 2.2713 +2025-06-29 21:09:57,706 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 19:57:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.2614, loss: 2.2614 +2025-06-29 21:10:43,569 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 19:56:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.3765, loss: 2.3765 +2025-06-29 21:11:29,457 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 19:55:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.3323, loss: 2.3323 +2025-06-29 21:12:15,400 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 19:54:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.4021, loss: 2.4021 +2025-06-29 21:13:01,344 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 19:54:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3723, loss: 2.3723 +2025-06-29 21:13:47,413 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 19:53:22, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.2957, loss: 2.2957 +2025-06-29 21:14:33,146 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 19:52:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.2734, loss: 2.2734 +2025-06-29 21:15:18,963 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 19:51:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 2.3552, loss: 2.3552 +2025-06-29 21:16:04,682 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 19:51:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 2.3186, loss: 2.3186 +2025-06-29 21:16:50,288 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 19:50:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3887, loss: 2.3887 +2025-06-29 21:17:35,924 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 19:49:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3156, loss: 2.3156 +2025-06-29 21:18:21,352 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 19:48:41, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 2.3616, loss: 2.3616 +2025-06-29 21:19:06,903 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 19:47:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8831, top5_acc: 0.9931, loss_cls: 2.4829, loss: 2.4829 +2025-06-29 21:19:52,445 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 19:47:07, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 2.3275, loss: 2.3275 +2025-06-29 21:20:37,998 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 19:46:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4156, loss: 2.4156 +2025-06-29 21:21:23,575 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 19:45:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3560, loss: 2.3560 +2025-06-29 21:21:26,211 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-06-29 21:40:58,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 21:40:59,325 - pyskl - INFO - +top1_acc 0.8339 +top5_acc 0.9708 +2025-06-29 21:40:59,346 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8339, top5_acc: 0.9708 +2025-06-29 21:42:07,745 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 19:44:54, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.2502, loss: 2.2502 +2025-06-29 21:42:53,431 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 19:44:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.3274, loss: 2.3274 +2025-06-29 21:43:39,147 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 19:43:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.2028, loss: 2.2028 +2025-06-29 21:44:24,812 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 19:42:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1867, loss: 2.1867 +2025-06-29 21:45:10,654 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 19:41:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.2215, loss: 2.2215 +2025-06-29 21:45:56,245 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 19:41:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 2.2253, loss: 2.2253 +2025-06-29 21:46:41,982 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 19:40:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1911, loss: 2.1911 +2025-06-29 21:47:27,646 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 19:39:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.2058, loss: 2.2058 +2025-06-29 21:48:13,321 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 19:38:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.1632, loss: 2.1632 +2025-06-29 21:48:58,987 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 19:37:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.2753, loss: 2.2753 +2025-06-29 21:49:44,638 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 19:37:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9888, loss_cls: 2.2174, loss: 2.2174 +2025-06-29 21:50:30,335 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 19:36:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 2.2005, loss: 2.2005 +2025-06-29 21:51:15,970 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 19:35:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1942, loss: 2.1942 +2025-06-29 21:52:01,644 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 19:34:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.2678, loss: 2.2678 +2025-06-29 21:52:47,322 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 19:33:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 2.3520, loss: 2.3520 +2025-06-29 21:53:33,110 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 19:33:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.2148, loss: 2.2148 +2025-06-29 21:54:18,815 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 19:32:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3023, loss: 2.3023 +2025-06-29 21:55:04,529 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 19:31:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9969, loss_cls: 2.3738, loss: 2.3738 +2025-06-29 21:55:50,169 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 19:30:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4012, loss: 2.4012 +2025-06-29 21:56:35,833 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 19:30:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4067, loss: 2.4067 +2025-06-29 21:57:21,548 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 19:29:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2674, loss: 2.2674 +2025-06-29 21:58:07,335 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 19:28:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3405, loss: 2.3405 +2025-06-29 21:58:53,080 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 19:27:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.2907, loss: 2.2907 +2025-06-29 21:59:38,792 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 19:26:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1975, loss: 2.1975 +2025-06-29 22:00:24,512 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 19:26:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.2336, loss: 2.2336 +2025-06-29 22:01:10,192 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 19:25:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.3812, loss: 2.3812 +2025-06-29 22:01:55,946 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 19:24:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.3828, loss: 2.3828 +2025-06-29 22:02:41,710 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 19:23:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 2.3617, loss: 2.3617 +2025-06-29 22:03:27,426 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 19:23:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 2.3800, loss: 2.3800 +2025-06-29 22:04:13,156 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 19:22:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.3311, loss: 2.3311 +2025-06-29 22:04:58,776 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 19:21:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.2778, loss: 2.2778 +2025-06-29 22:05:44,387 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 19:20:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.3799, loss: 2.3799 +2025-06-29 22:06:30,000 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 19:19:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.2444, loss: 2.2444 +2025-06-29 22:07:15,597 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 19:19:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2146, loss: 2.2146 +2025-06-29 22:07:18,215 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-06-29 22:11:29,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:11:29,952 - pyskl - INFO - +top1_acc 0.8429 +top5_acc 0.9712 +2025-06-29 22:11:30,007 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_99.pth was removed +2025-06-29 22:11:31,009 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2025-06-29 22:11:31,011 - pyskl - INFO - Best top1_acc is 0.8429 at 106 epoch. +2025-06-29 22:11:31,029 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8429, top5_acc: 0.9712 +2025-06-29 22:12:39,181 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 19:18:31, time: 0.681, data_time: 0.226, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.1863, loss: 2.1863 +2025-06-29 22:13:24,766 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 19:17:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1300, loss: 2.1300 +2025-06-29 22:14:10,471 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 19:16:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2474, loss: 2.2474 +2025-06-29 22:14:56,363 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 19:16:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2132, loss: 2.2132 +2025-06-29 22:15:42,062 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 19:15:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.2384, loss: 2.2384 +2025-06-29 22:16:27,857 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 19:14:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.2079, loss: 2.2079 +2025-06-29 22:17:13,549 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 19:13:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1061, loss: 2.1061 +2025-06-29 22:17:59,147 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 19:13:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3190, loss: 2.3190 +2025-06-29 22:18:44,744 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 19:12:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 2.2487, loss: 2.2487 +2025-06-29 22:19:30,294 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 19:11:30, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 2.2057, loss: 2.2057 +2025-06-29 22:20:15,995 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 19:10:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2982, loss: 2.2982 +2025-06-29 22:21:01,757 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 19:09:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2928, loss: 2.2928 +2025-06-29 22:21:47,417 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 19:09:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 2.2635, loss: 2.2635 +2025-06-29 22:22:33,178 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 19:08:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9862, loss_cls: 2.3050, loss: 2.3050 +2025-06-29 22:23:19,463 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 19:07:37, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.3367, loss: 2.3367 +2025-06-29 22:24:05,334 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 19:06:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9994, loss_cls: 2.2285, loss: 2.2285 +2025-06-29 22:24:51,128 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 19:06:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.2086, loss: 2.2086 +2025-06-29 22:25:36,854 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 19:05:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.1969, loss: 2.1969 +2025-06-29 22:26:22,555 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 19:04:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 2.3774, loss: 2.3774 +2025-06-29 22:27:08,283 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 19:03:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2516, loss: 2.2516 +2025-06-29 22:27:54,012 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 19:02:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.2192, loss: 2.2192 +2025-06-29 22:28:39,705 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 19:02:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9969, loss_cls: 2.3139, loss: 2.3139 +2025-06-29 22:29:25,340 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 19:01:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3745, loss: 2.3745 +2025-06-29 22:30:11,076 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 19:00:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 2.4107, loss: 2.4107 +2025-06-29 22:30:56,737 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 18:59:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.2642, loss: 2.2642 +2025-06-29 22:31:42,402 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 18:59:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 2.2606, loss: 2.2606 +2025-06-29 22:32:27,947 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 18:58:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 2.3375, loss: 2.3375 +2025-06-29 22:33:13,574 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 18:57:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.2163, loss: 2.2163 +2025-06-29 22:33:59,698 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 18:56:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2284, loss: 2.2284 +2025-06-29 22:34:45,649 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 18:55:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2813, loss: 2.2813 +2025-06-29 22:35:31,757 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 18:55:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.2061, loss: 2.2061 +2025-06-29 22:36:17,875 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 18:54:23, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.2397, loss: 2.2397 +2025-06-29 22:37:03,613 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 18:53:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.2985, loss: 2.2985 +2025-06-29 22:37:49,019 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 18:52:50, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.3164, loss: 2.3164 +2025-06-29 22:37:51,684 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-06-29 22:42:02,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 22:42:03,007 - pyskl - INFO - +top1_acc 0.8426 +top5_acc 0.9691 +2025-06-29 22:42:03,032 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8426, top5_acc: 0.9691 +2025-06-29 22:43:11,710 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 18:52:09, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.1185, loss: 2.1185 +2025-06-29 22:43:57,325 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 18:51:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.1223, loss: 2.1223 +2025-06-29 22:44:42,990 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 18:50:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.2611, loss: 2.2611 +2025-06-29 22:45:28,822 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 18:49:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 2.2041, loss: 2.2041 +2025-06-29 22:46:14,549 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 18:49:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9969, loss_cls: 2.1036, loss: 2.1036 +2025-06-29 22:47:00,297 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 18:48:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.2343, loss: 2.2343 +2025-06-29 22:47:46,250 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 18:47:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1621, loss: 2.1621 +2025-06-29 22:48:32,125 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 18:46:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.2151, loss: 2.2151 +2025-06-29 22:49:17,933 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 18:45:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1728, loss: 2.1728 +2025-06-29 22:50:03,845 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 18:45:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3514, loss: 2.3514 +2025-06-29 22:50:49,597 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 18:44:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 2.1861, loss: 2.1861 +2025-06-29 22:51:35,281 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 18:43:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 2.1746, loss: 2.1746 +2025-06-29 22:52:21,029 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 18:42:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.1721, loss: 2.1721 +2025-06-29 22:53:06,767 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 18:42:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1295, loss: 2.1295 +2025-06-29 22:53:52,490 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 18:41:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.0796, loss: 2.0796 +2025-06-29 22:54:38,083 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 18:40:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.0848, loss: 2.0848 +2025-06-29 22:55:23,822 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 18:39:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.1325, loss: 2.1325 +2025-06-29 22:56:09,550 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 18:38:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 2.2306, loss: 2.2306 +2025-06-29 22:56:55,294 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 18:38:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2531, loss: 2.2531 +2025-06-29 22:57:41,045 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 18:37:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 2.2259, loss: 2.2259 +2025-06-29 22:58:26,756 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 18:36:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 2.3425, loss: 2.3425 +2025-06-29 22:59:12,478 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 18:35:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.3641, loss: 2.3641 +2025-06-29 22:59:58,160 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 18:35:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 2.2276, loss: 2.2276 +2025-06-29 23:00:43,922 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 18:34:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 2.1562, loss: 2.1562 +2025-06-29 23:01:29,598 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 18:33:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1955, loss: 2.1955 +2025-06-29 23:02:15,297 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 18:32:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9888, loss_cls: 2.1997, loss: 2.1997 +2025-06-29 23:03:00,933 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 18:31:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.2368, loss: 2.2368 +2025-06-29 23:03:46,607 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 18:31:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.8919, top5_acc: 0.9950, loss_cls: 2.3467, loss: 2.3467 +2025-06-29 23:04:32,220 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 18:30:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.2746, loss: 2.2746 +2025-06-29 23:05:17,878 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 18:29:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9081, top5_acc: 0.9950, loss_cls: 2.2448, loss: 2.2448 +2025-06-29 23:06:03,702 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 18:28:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2239, loss: 2.2239 +2025-06-29 23:06:49,546 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 18:28:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.3773, loss: 2.3773 +2025-06-29 23:07:35,384 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 18:27:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.3329, loss: 2.3329 +2025-06-29 23:08:21,119 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 18:26:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.2223, loss: 2.2223 +2025-06-29 23:08:23,754 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-06-29 23:12:37,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:12:38,116 - pyskl - INFO - +top1_acc 0.8506 +top5_acc 0.9718 +2025-06-29 23:12:38,179 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_106.pth was removed +2025-06-29 23:12:39,232 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2025-06-29 23:12:39,233 - pyskl - INFO - Best top1_acc is 0.8506 at 108 epoch. +2025-06-29 23:12:39,255 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8506, top5_acc: 0.9718 +2025-06-29 23:13:48,125 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 18:25:47, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.2005, loss: 2.2005 +2025-06-29 23:14:33,885 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 18:25:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.1377, loss: 2.1377 +2025-06-29 23:15:19,590 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 18:24:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.1540, loss: 2.1540 +2025-06-29 23:16:05,325 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 18:23:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.1086, loss: 2.1086 +2025-06-29 23:16:51,067 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 18:22:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.0862, loss: 2.0862 +2025-06-29 23:17:36,837 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 18:21:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.1395, loss: 2.1395 +2025-06-29 23:18:22,606 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 18:21:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.1726, loss: 2.1726 +2025-06-29 23:19:08,624 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 18:20:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.1384, loss: 2.1384 +2025-06-29 23:19:54,714 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 18:19:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 2.0757, loss: 2.0757 +2025-06-29 23:20:40,693 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 18:18:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 2.1765, loss: 2.1765 +2025-06-29 23:21:26,649 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 18:18:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.2638, loss: 2.2638 +2025-06-29 23:22:12,483 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 18:17:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.2140, loss: 2.2140 +2025-06-29 23:22:58,331 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 18:16:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 2.1383, loss: 2.1383 +2025-06-29 23:23:44,281 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 18:15:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0479, loss: 2.0479 +2025-06-29 23:24:30,104 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 18:14:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.2205, loss: 2.2205 +2025-06-29 23:25:15,992 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 18:14:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.3129, loss: 2.3129 +2025-06-29 23:26:01,843 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 18:13:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.2349, loss: 2.2349 +2025-06-29 23:26:47,738 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 18:12:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.1924, loss: 2.1924 +2025-06-29 23:27:33,639 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 18:11:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9075, top5_acc: 0.9969, loss_cls: 2.2296, loss: 2.2296 +2025-06-29 23:28:19,362 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 18:11:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.1412, loss: 2.1412 +2025-06-29 23:29:05,142 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 18:10:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.1770, loss: 2.1770 +2025-06-29 23:29:50,947 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 18:09:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 2.0919, loss: 2.0919 +2025-06-29 23:30:36,700 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 18:08:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.2600, loss: 2.2600 +2025-06-29 23:31:22,424 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 18:07:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.1694, loss: 2.1694 +2025-06-29 23:32:08,298 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 18:07:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9962, loss_cls: 2.2245, loss: 2.2245 +2025-06-29 23:32:54,134 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 18:06:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.3143, loss: 2.3143 +2025-06-29 23:33:39,895 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 18:05:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 2.2116, loss: 2.2116 +2025-06-29 23:34:25,591 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 18:04:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 2.1876, loss: 2.1876 +2025-06-29 23:35:11,214 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 18:04:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2750, loss: 2.2750 +2025-06-29 23:35:56,839 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 18:03:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.2258, loss: 2.2258 +2025-06-29 23:36:42,513 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 18:02:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.1433, loss: 2.1433 +2025-06-29 23:37:28,180 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 18:01:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1881, loss: 2.1881 +2025-06-29 23:38:13,927 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 18:00:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.1743, loss: 2.1743 +2025-06-29 23:38:59,628 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 18:00:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.2283, loss: 2.2283 +2025-06-29 23:39:02,301 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-06-29 23:43:14,861 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-29 23:43:15,405 - pyskl - INFO - +top1_acc 0.8299 +top5_acc 0.9658 +2025-06-29 23:43:15,425 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8299, top5_acc: 0.9658 +2025-06-29 23:44:24,485 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 17:59:26, time: 0.691, data_time: 0.233, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1354, loss: 2.1354 +2025-06-29 23:45:10,277 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 17:58:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.1303, loss: 2.1303 +2025-06-29 23:45:56,035 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 17:57:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1098, loss: 2.1098 +2025-06-29 23:46:41,843 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 17:57:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.2034, loss: 2.2034 +2025-06-29 23:47:27,918 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 17:56:19, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 2.1219, loss: 2.1219 +2025-06-29 23:48:13,830 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 17:55:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.1063, loss: 2.1063 +2025-06-29 23:48:59,746 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 17:54:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.1369, loss: 2.1369 +2025-06-29 23:49:45,630 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 17:54:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.1718, loss: 2.1718 +2025-06-29 23:50:31,618 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 17:53:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1738, loss: 2.1738 +2025-06-29 23:51:17,478 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 17:52:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9975, loss_cls: 2.1502, loss: 2.1502 +2025-06-29 23:52:03,358 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 17:51:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 2.0895, loss: 2.0895 +2025-06-29 23:52:49,424 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 17:50:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 2.1615, loss: 2.1615 +2025-06-29 23:53:35,418 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 17:50:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 2.1276, loss: 2.1276 +2025-06-29 23:54:21,313 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 17:49:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.1712, loss: 2.1712 +2025-06-29 23:55:07,119 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 17:48:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 2.1020, loss: 2.1020 +2025-06-29 23:55:52,910 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 17:47:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.1458, loss: 2.1458 +2025-06-29 23:56:38,655 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 17:47:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.1102, loss: 2.1102 +2025-06-29 23:57:24,436 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 17:46:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.2217, loss: 2.2217 +2025-06-29 23:58:10,290 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 17:45:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 2.3014, loss: 2.3014 +2025-06-29 23:58:56,156 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 17:44:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.1535, loss: 2.1535 +2025-06-29 23:59:41,952 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 17:43:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1463, loss: 2.1463 +2025-06-30 00:00:27,712 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 17:43:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1107, loss: 2.1107 +2025-06-30 00:01:13,568 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 17:42:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 2.1302, loss: 2.1302 +2025-06-30 00:01:59,482 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 17:41:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.2210, loss: 2.2210 +2025-06-30 00:02:45,433 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 17:40:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.1838, loss: 2.1838 +2025-06-30 00:03:31,359 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 17:40:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 2.1100, loss: 2.1100 +2025-06-30 00:04:17,282 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 17:39:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.2426, loss: 2.2426 +2025-06-30 00:05:03,135 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 17:38:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.1974, loss: 2.1974 +2025-06-30 00:05:48,959 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 17:37:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.1500, loss: 2.1500 +2025-06-30 00:06:34,783 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 17:36:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.1618, loss: 2.1618 +2025-06-30 00:07:20,547 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 17:36:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1954, loss: 2.1954 +2025-06-30 00:08:06,256 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 17:35:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.2425, loss: 2.2425 +2025-06-30 00:08:52,015 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 17:34:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2198, loss: 2.2198 +2025-06-30 00:09:38,012 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 17:33:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.2200, loss: 2.2200 +2025-06-30 00:09:40,692 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-06-30 00:28:40,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:28:40,774 - pyskl - INFO - +top1_acc 0.8522 +top5_acc 0.9715 +2025-06-30 00:28:40,834 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_108.pth was removed +2025-06-30 00:28:41,927 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-06-30 00:28:41,928 - pyskl - INFO - Best top1_acc is 0.8522 at 110 epoch. +2025-06-30 00:28:41,951 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8522, top5_acc: 0.9715 +2025-06-30 00:29:50,684 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 17:33:06, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 2.1031, loss: 2.1031 +2025-06-30 00:30:36,514 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 17:32:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 2.1028, loss: 2.1028 +2025-06-30 00:31:22,464 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 17:31:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9981, loss_cls: 2.0505, loss: 2.0505 +2025-06-30 00:32:08,674 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 17:30:46, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 2.0718, loss: 2.0718 +2025-06-30 00:32:54,623 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 17:29:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0081, loss: 2.0081 +2025-06-30 00:33:40,552 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 17:29:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.2148, loss: 2.2148 +2025-06-30 00:34:26,463 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 17:28:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.1730, loss: 2.1730 +2025-06-30 00:35:12,565 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 17:27:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1247, loss: 2.1247 +2025-06-30 00:35:58,553 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 17:26:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.1162, loss: 2.1162 +2025-06-30 00:36:44,551 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 17:26:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 2.2263, loss: 2.2263 +2025-06-30 00:37:30,535 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 17:25:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 2.1550, loss: 2.1550 +2025-06-30 00:38:16,454 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 17:24:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 2.1133, loss: 2.1133 +2025-06-30 00:39:02,329 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 17:23:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0470, loss: 2.0470 +2025-06-30 00:39:48,213 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 17:23:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 2.1014, loss: 2.1014 +2025-06-30 00:40:34,250 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 17:22:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 2.1547, loss: 2.1547 +2025-06-30 00:41:20,230 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 17:21:27, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.1047, loss: 2.1047 +2025-06-30 00:42:06,172 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 17:20:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.0759, loss: 2.0759 +2025-06-30 00:42:52,074 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 17:19:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.0810, loss: 2.0810 +2025-06-30 00:43:38,105 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 17:19:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9956, loss_cls: 2.1921, loss: 2.1921 +2025-06-30 00:44:24,085 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 17:18:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1859, loss: 2.1859 +2025-06-30 00:45:10,044 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 17:17:34, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0394, loss: 2.0394 +2025-06-30 00:45:55,990 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 17:16:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.0931, loss: 2.0931 +2025-06-30 00:46:42,000 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 17:16:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 2.1793, loss: 2.1793 +2025-06-30 00:47:28,105 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 17:15:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1614, loss: 2.1614 +2025-06-30 00:48:14,062 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 17:14:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9888, loss_cls: 2.2111, loss: 2.2111 +2025-06-30 00:49:00,037 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 17:13:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 2.1324, loss: 2.1324 +2025-06-30 00:49:45,987 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 17:12:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9975, loss_cls: 2.1555, loss: 2.1555 +2025-06-30 00:50:31,950 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 17:12:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9975, loss_cls: 2.1962, loss: 2.1962 +2025-06-30 00:51:17,938 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 17:11:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1616, loss: 2.1616 +2025-06-30 00:52:03,840 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 17:10:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.2431, loss: 2.2431 +2025-06-30 00:52:49,657 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 17:09:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.2475, loss: 2.2475 +2025-06-30 00:53:35,457 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 17:09:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 2.1834, loss: 2.1834 +2025-06-30 00:54:21,264 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 17:08:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1502, loss: 2.1502 +2025-06-30 00:55:07,072 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 17:07:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.1799, loss: 2.1799 +2025-06-30 00:55:09,639 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-06-30 00:59:19,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 00:59:20,519 - pyskl - INFO - +top1_acc 0.8482 +top5_acc 0.9689 +2025-06-30 00:59:20,539 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8482, top5_acc: 0.9689 +2025-06-30 01:00:28,902 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 17:06:46, time: 0.684, data_time: 0.227, memory: 13268, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1446, loss: 2.1446 +2025-06-30 01:01:14,633 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 17:06:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 2.0752, loss: 2.0752 +2025-06-30 01:02:00,284 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 17:05:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 2.1098, loss: 2.1098 +2025-06-30 01:02:46,045 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 17:04:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0191, loss: 2.0191 +2025-06-30 01:03:31,724 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 17:03:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9975, loss_cls: 2.1032, loss: 2.1032 +2025-06-30 01:04:17,402 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 17:02:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.1603, loss: 2.1603 +2025-06-30 01:05:03,218 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 17:02:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.9573, loss: 1.9573 +2025-06-30 01:05:49,078 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 17:01:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9975, loss_cls: 2.0789, loss: 2.0789 +2025-06-30 01:06:34,858 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 17:00:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.0978, loss: 2.0978 +2025-06-30 01:07:20,675 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 16:59:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 2.0860, loss: 2.0860 +2025-06-30 01:08:06,350 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 16:59:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0955, loss: 2.0955 +2025-06-30 01:08:52,088 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 16:58:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 2.0633, loss: 2.0633 +2025-06-30 01:09:37,843 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 16:57:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2084, loss: 2.2084 +2025-06-30 01:10:23,590 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 16:56:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.0763, loss: 2.0763 +2025-06-30 01:11:09,324 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 16:55:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.1711, loss: 2.1711 +2025-06-30 01:11:55,060 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 16:55:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.1970, loss: 2.1970 +2025-06-30 01:12:40,716 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 16:54:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 2.1140, loss: 2.1140 +2025-06-30 01:13:26,497 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 16:53:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.1215, loss: 2.1215 +2025-06-30 01:14:12,360 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 16:52:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.1139, loss: 2.1139 +2025-06-30 01:14:58,181 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 16:52:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 2.1241, loss: 2.1241 +2025-06-30 01:15:43,873 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 16:51:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.1403, loss: 2.1403 +2025-06-30 01:16:29,561 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 16:50:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 2.1163, loss: 2.1163 +2025-06-30 01:17:15,182 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 16:49:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1437, loss: 2.1437 +2025-06-30 01:18:00,859 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 16:48:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 2.0815, loss: 2.0815 +2025-06-30 01:18:46,926 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 16:48:06, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9225, top5_acc: 0.9969, loss_cls: 2.1469, loss: 2.1469 +2025-06-30 01:19:32,837 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 16:47:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.0355, loss: 2.0355 +2025-06-30 01:20:18,887 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 16:46:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.0948, loss: 2.0948 +2025-06-30 01:21:04,726 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 16:45:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 2.0368, loss: 2.0368 +2025-06-30 01:21:50,438 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 16:45:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 2.1202, loss: 2.1202 +2025-06-30 01:22:36,119 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 16:44:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 2.1445, loss: 2.1445 +2025-06-30 01:23:21,830 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 16:43:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1140, loss: 2.1140 +2025-06-30 01:24:07,955 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 16:42:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.0809, loss: 2.0809 +2025-06-30 01:24:53,893 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 16:41:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1021, loss: 2.1021 +2025-06-30 01:25:39,778 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 16:41:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.1486, loss: 2.1486 +2025-06-30 01:25:42,457 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-06-30 01:29:53,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 01:29:53,722 - pyskl - INFO - +top1_acc 0.8526 +top5_acc 0.9717 +2025-06-30 01:29:53,783 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_110.pth was removed +2025-06-30 01:29:54,881 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2025-06-30 01:29:54,882 - pyskl - INFO - Best top1_acc is 0.8526 at 112 epoch. +2025-06-30 01:29:54,905 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8526, top5_acc: 0.9717 +2025-06-30 01:31:04,117 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 16:40:25, time: 0.692, data_time: 0.232, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9718, loss: 1.9718 +2025-06-30 01:31:50,007 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 16:39:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 2.0030, loss: 2.0030 +2025-06-30 01:32:35,702 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 16:38:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0258, loss: 2.0258 +2025-06-30 01:33:21,365 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 16:38:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 2.0246, loss: 2.0246 +2025-06-30 01:34:07,150 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 16:37:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.0302, loss: 2.0302 +2025-06-30 01:34:52,812 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 16:36:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 2.0370, loss: 2.0370 +2025-06-30 01:35:38,589 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 16:35:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.9574, loss: 1.9574 +2025-06-30 01:36:24,385 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 16:34:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 2.1147, loss: 2.1147 +2025-06-30 01:37:10,066 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 16:34:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 2.0215, loss: 2.0215 +2025-06-30 01:37:55,811 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 16:33:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 2.0952, loss: 2.0952 +2025-06-30 01:38:41,485 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 16:32:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 2.0519, loss: 2.0519 +2025-06-30 01:39:27,185 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 16:31:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.0322, loss: 2.0322 +2025-06-30 01:40:12,967 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 16:31:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 2.0506, loss: 2.0506 +2025-06-30 01:40:58,738 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 16:30:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1588, loss: 2.1588 +2025-06-30 01:41:44,456 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 16:29:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 2.1045, loss: 2.1045 +2025-06-30 01:42:30,138 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 16:28:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.1129, loss: 2.1129 +2025-06-30 01:43:15,778 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 16:27:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 2.0398, loss: 2.0398 +2025-06-30 01:44:01,423 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 16:27:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.0517, loss: 2.0517 +2025-06-30 01:44:47,117 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 16:26:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.0244, loss: 2.0244 +2025-06-30 01:45:32,797 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 16:25:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 2.1007, loss: 2.1007 +2025-06-30 01:46:18,498 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 16:24:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 2.1607, loss: 2.1607 +2025-06-30 01:47:04,217 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 16:24:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.0850, loss: 2.0850 +2025-06-30 01:47:49,900 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 16:23:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.9812, loss: 1.9812 +2025-06-30 01:48:35,558 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 16:22:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 2.1502, loss: 2.1502 +2025-06-30 01:49:21,200 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 16:21:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.1333, loss: 2.1333 +2025-06-30 01:50:06,875 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 16:20:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 2.1178, loss: 2.1178 +2025-06-30 01:50:52,453 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 16:20:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 2.0880, loss: 2.0880 +2025-06-30 01:51:38,045 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 16:19:25, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0493, loss: 2.0493 +2025-06-30 01:52:23,701 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 16:18:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 2.0386, loss: 2.0386 +2025-06-30 01:53:09,350 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 16:17:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1189, loss: 2.1189 +2025-06-30 01:53:55,041 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 16:17:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.0898, loss: 2.0898 +2025-06-30 01:54:40,685 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 16:16:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.1619, loss: 2.1619 +2025-06-30 01:55:26,306 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 16:15:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.1160, loss: 2.1160 +2025-06-30 01:56:11,984 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 16:14:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1477, loss: 2.1477 +2025-06-30 01:56:14,639 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-06-30 02:00:26,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:00:27,337 - pyskl - INFO - +top1_acc 0.8422 +top5_acc 0.9722 +2025-06-30 02:00:27,357 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8422, top5_acc: 0.9722 +2025-06-30 02:01:36,070 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 16:14:03, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.9354, loss: 1.9354 +2025-06-30 02:02:21,885 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 16:13:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.9408, loss: 1.9408 +2025-06-30 02:03:07,776 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 16:12:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.9718, loss: 1.9718 +2025-06-30 02:03:53,717 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 16:11:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0055, loss: 2.0055 +2025-06-30 02:04:39,645 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 16:10:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.0276, loss: 2.0276 +2025-06-30 02:05:25,539 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 16:10:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 2.0812, loss: 2.0812 +2025-06-30 02:06:11,425 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 16:09:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.0771, loss: 2.0771 +2025-06-30 02:06:57,204 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 16:08:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0540, loss: 2.0540 +2025-06-30 02:07:43,265 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 16:07:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 2.1023, loss: 2.1023 +2025-06-30 02:08:29,226 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 16:07:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.0765, loss: 2.0765 +2025-06-30 02:09:15,084 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 16:06:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 2.0546, loss: 2.0546 +2025-06-30 02:10:01,392 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 16:05:31, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9676, loss: 1.9676 +2025-06-30 02:10:47,380 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 16:04:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0229, loss: 2.0229 +2025-06-30 02:11:33,303 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 16:03:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0517, loss: 2.0517 +2025-06-30 02:12:19,073 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 16:03:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0962, loss: 2.0962 +2025-06-30 02:13:04,737 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 16:02:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 2.0175, loss: 2.0175 +2025-06-30 02:13:50,517 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 16:01:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1242, loss: 2.1242 +2025-06-30 02:14:36,347 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 16:00:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0239, loss: 2.0239 +2025-06-30 02:15:22,157 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 16:00:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 2.1251, loss: 2.1251 +2025-06-30 02:16:08,025 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 15:59:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9981, loss_cls: 2.0138, loss: 2.0138 +2025-06-30 02:16:53,892 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 15:58:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.0309, loss: 2.0309 +2025-06-30 02:17:39,754 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 15:57:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 2.0777, loss: 2.0777 +2025-06-30 02:18:25,628 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 15:56:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.0928, loss: 2.0928 +2025-06-30 02:19:11,550 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 15:56:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.9861, loss: 1.9861 +2025-06-30 02:19:57,405 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 15:55:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.9667, loss: 1.9667 +2025-06-30 02:20:43,333 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 15:54:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9275, top5_acc: 0.9881, loss_cls: 2.0367, loss: 2.0367 +2025-06-30 02:21:29,327 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 15:53:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 2.0407, loss: 2.0407 +2025-06-30 02:22:15,281 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 15:53:05, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.0793, loss: 2.0793 +2025-06-30 02:23:01,143 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 15:52:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 2.0310, loss: 2.0310 +2025-06-30 02:23:47,072 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 15:51:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 2.1140, loss: 2.1140 +2025-06-30 02:24:32,900 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 15:50:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 2.0609, loss: 2.0609 +2025-06-30 02:25:18,775 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 15:49:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0362, loss: 2.0362 +2025-06-30 02:26:04,666 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 15:49:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9988, loss_cls: 2.0149, loss: 2.0149 +2025-06-30 02:26:50,593 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 15:48:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.0519, loss: 2.0519 +2025-06-30 02:26:53,175 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-06-30 02:31:07,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 02:31:08,269 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9727 +2025-06-30 02:31:08,289 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8471, top5_acc: 0.9727 +2025-06-30 02:32:17,031 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 15:47:43, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 2.0066, loss: 2.0066 +2025-06-30 02:33:02,931 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 15:46:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9938, loss_cls: 1.9564, loss: 1.9564 +2025-06-30 02:33:48,794 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 15:46:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.9129, loss: 1.9129 +2025-06-30 02:34:34,770 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 15:45:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9353, loss: 1.9353 +2025-06-30 02:35:20,651 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 15:44:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.9833, loss: 1.9833 +2025-06-30 02:36:06,455 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 15:43:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 2.0378, loss: 2.0378 +2025-06-30 02:36:52,273 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 15:43:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.9067, loss: 1.9067 +2025-06-30 02:37:38,078 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 15:42:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9994, loss_cls: 1.9249, loss: 1.9249 +2025-06-30 02:38:23,955 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 15:41:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9609, loss: 1.9609 +2025-06-30 02:39:09,833 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 15:40:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.9379, loss: 1.9379 +2025-06-30 02:39:55,706 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 15:39:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 1.9738, loss: 1.9738 +2025-06-30 02:40:41,518 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 15:39:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0647, loss: 2.0647 +2025-06-30 02:41:27,402 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 15:38:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9256, loss: 1.9256 +2025-06-30 02:42:13,316 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 15:37:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9471, loss: 1.9471 +2025-06-30 02:42:59,155 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 15:36:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9525, loss: 1.9525 +2025-06-30 02:43:44,815 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 15:36:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.9002, loss: 1.9002 +2025-06-30 02:44:30,490 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 15:35:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 1.9707, loss: 1.9707 +2025-06-30 02:45:16,205 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 15:34:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 2.0768, loss: 2.0768 +2025-06-30 02:46:01,978 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 15:33:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.9615, loss: 1.9615 +2025-06-30 02:46:47,774 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 15:32:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 2.0086, loss: 2.0086 +2025-06-30 02:47:33,517 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 15:32:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.0597, loss: 2.0597 +2025-06-30 02:48:19,216 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 15:31:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.0297, loss: 2.0297 +2025-06-30 02:49:04,978 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 15:30:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 2.0515, loss: 2.0515 +2025-06-30 02:49:50,736 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 15:29:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.0382, loss: 2.0382 +2025-06-30 02:50:36,458 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 15:29:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 1.9784, loss: 1.9784 +2025-06-30 02:51:22,220 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 15:28:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.0176, loss: 2.0176 +2025-06-30 02:52:07,986 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 15:27:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9828, loss: 1.9828 +2025-06-30 02:52:53,759 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 15:26:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 2.0273, loss: 2.0273 +2025-06-30 02:53:39,475 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 15:25:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 1.9147, loss: 1.9147 +2025-06-30 02:54:25,338 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 15:25:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 2.0301, loss: 2.0301 +2025-06-30 02:55:11,048 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 15:24:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 2.0060, loss: 2.0060 +2025-06-30 02:55:56,795 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 15:23:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0193, loss: 2.0193 +2025-06-30 02:56:42,544 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 15:22:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 2.0505, loss: 2.0505 +2025-06-30 02:57:28,263 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 15:22:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 2.0753, loss: 2.0753 +2025-06-30 02:57:30,936 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-06-30 03:17:22,929 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:17:23,473 - pyskl - INFO - +top1_acc 0.8615 +top5_acc 0.9741 +2025-06-30 03:17:23,532 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_112.pth was removed +2025-06-30 03:17:24,558 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-06-30 03:17:24,560 - pyskl - INFO - Best top1_acc is 0.8615 at 115 epoch. +2025-06-30 03:17:24,578 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8615, top5_acc: 0.9741 +2025-06-30 03:18:33,296 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 15:21:22, time: 0.687, data_time: 0.227, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8964, loss: 1.8964 +2025-06-30 03:19:19,084 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 15:20:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9994, loss_cls: 1.9226, loss: 1.9226 +2025-06-30 03:20:04,812 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 15:19:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9712, loss: 1.9712 +2025-06-30 03:20:50,574 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 15:19:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.9729, loss: 1.9729 +2025-06-30 03:21:36,327 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 15:18:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9344, loss: 1.9344 +2025-06-30 03:22:22,152 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 15:17:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.9089, loss: 1.9089 +2025-06-30 03:23:07,920 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 15:16:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 2.0016, loss: 2.0016 +2025-06-30 03:23:53,671 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 15:15:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9811, loss: 1.9811 +2025-06-30 03:24:39,461 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 15:15:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.8743, loss: 1.8743 +2025-06-30 03:25:25,193 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 15:14:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 2.0110, loss: 2.0110 +2025-06-30 03:26:11,045 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 15:13:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.9652, loss: 1.9652 +2025-06-30 03:26:56,865 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 15:12:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.0530, loss: 2.0530 +2025-06-30 03:27:42,675 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 15:12:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 1.9476, loss: 1.9476 +2025-06-30 03:28:28,601 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 15:11:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.9945, loss: 1.9945 +2025-06-30 03:29:14,429 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 15:10:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9367, loss: 1.9367 +2025-06-30 03:30:00,239 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 15:09:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.9791, loss: 1.9791 +2025-06-30 03:30:45,949 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 15:08:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 1.9241, loss: 1.9241 +2025-06-30 03:31:31,722 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 15:08:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.9902, loss: 1.9902 +2025-06-30 03:32:17,441 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 15:07:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0300, loss: 2.0300 +2025-06-30 03:33:03,189 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 15:06:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9988, loss_cls: 1.9477, loss: 1.9477 +2025-06-30 03:33:49,074 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 15:05:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 2.0011, loss: 2.0011 +2025-06-30 03:34:34,994 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 15:05:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0654, loss: 2.0654 +2025-06-30 03:35:20,745 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 15:04:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.9069, loss: 1.9069 +2025-06-30 03:36:06,507 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 15:03:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.9199, loss: 1.9199 +2025-06-30 03:36:52,119 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 15:02:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 2.0076, loss: 2.0076 +2025-06-30 03:37:37,799 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 15:01:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9759, loss: 1.9759 +2025-06-30 03:38:23,429 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 15:01:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9975, loss_cls: 2.0324, loss: 2.0324 +2025-06-30 03:39:09,075 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 15:00:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9518, loss: 1.9518 +2025-06-30 03:39:54,713 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 14:59:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 2.0051, loss: 2.0051 +2025-06-30 03:40:40,345 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 14:58:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0569, loss: 2.0569 +2025-06-30 03:41:26,166 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 14:58:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9319, top5_acc: 0.9988, loss_cls: 2.0372, loss: 2.0372 +2025-06-30 03:42:11,876 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 14:57:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.0862, loss: 2.0862 +2025-06-30 03:42:57,628 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 14:56:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 2.0083, loss: 2.0083 +2025-06-30 03:43:43,564 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 14:55:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.9519, loss: 1.9519 +2025-06-30 03:43:46,159 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-06-30 03:47:59,770 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 03:48:00,320 - pyskl - INFO - +top1_acc 0.8544 +top5_acc 0.9724 +2025-06-30 03:48:00,342 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8544, top5_acc: 0.9724 +2025-06-30 03:49:08,724 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 14:55:00, time: 0.684, data_time: 0.226, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.8868, loss: 1.8868 +2025-06-30 03:49:54,405 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 14:54:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.8854, loss: 1.8854 +2025-06-30 03:50:40,137 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 14:53:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.9329, loss: 1.9329 +2025-06-30 03:51:25,758 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 14:52:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8513, loss: 1.8513 +2025-06-30 03:52:11,439 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 14:51:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8382, loss: 1.8382 +2025-06-30 03:52:57,073 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 14:51:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.0028, loss: 2.0028 +2025-06-30 03:53:42,866 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 14:50:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 1.9502, loss: 1.9502 +2025-06-30 03:54:28,618 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 14:49:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9235, loss: 1.9235 +2025-06-30 03:55:14,269 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 14:48:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8939, loss: 1.8939 +2025-06-30 03:55:59,911 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 14:48:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.9200, loss: 1.9200 +2025-06-30 03:56:45,656 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 14:47:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.9772, loss: 1.9772 +2025-06-30 03:57:31,246 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 14:46:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 1.9991, loss: 1.9991 +2025-06-30 03:58:16,921 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 14:45:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.9367, loss: 1.9367 +2025-06-30 03:59:02,652 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 14:44:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 1.9995, loss: 1.9995 +2025-06-30 03:59:48,312 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 14:44:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9161, loss: 1.9161 +2025-06-30 04:00:34,259 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 14:43:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9369, top5_acc: 0.9988, loss_cls: 1.9740, loss: 1.9740 +2025-06-30 04:01:20,678 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 14:42:34, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9470, loss: 1.9470 +2025-06-30 04:02:06,809 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 14:41:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.8822, loss: 1.8822 +2025-06-30 04:02:52,875 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 14:41:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.9217, loss: 1.9217 +2025-06-30 04:03:39,114 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 14:40:15, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.9031, loss: 1.9031 +2025-06-30 04:04:25,292 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 14:39:28, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.9186, loss: 1.9186 +2025-06-30 04:05:11,274 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 14:38:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.9696, loss: 1.9696 +2025-06-30 04:05:56,935 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 14:37:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9317, loss: 1.9317 +2025-06-30 04:06:42,746 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 14:37:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.8856, loss: 1.8856 +2025-06-30 04:07:28,534 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 14:36:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9040, loss: 1.9040 +2025-06-30 04:08:14,246 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 14:35:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 1.9740, loss: 1.9740 +2025-06-30 04:09:00,064 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 14:34:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9985, loss: 1.9985 +2025-06-30 04:09:45,723 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 14:34:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.9068, loss: 1.9068 +2025-06-30 04:10:31,421 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 14:33:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.9876, loss: 1.9876 +2025-06-30 04:11:17,254 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 14:32:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8795, loss: 1.8795 +2025-06-30 04:12:02,954 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 14:31:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.9686, loss: 1.9686 +2025-06-30 04:12:48,665 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 14:30:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.0295, loss: 2.0295 +2025-06-30 04:13:34,388 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 14:30:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 2.0162, loss: 2.0162 +2025-06-30 04:14:20,182 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 14:29:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 2.0624, loss: 2.0624 +2025-06-30 04:14:22,854 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-06-30 04:18:37,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:18:38,135 - pyskl - INFO - +top1_acc 0.8552 +top5_acc 0.9730 +2025-06-30 04:18:38,158 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8552, top5_acc: 0.9730 +2025-06-30 04:19:46,894 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 14:28:39, time: 0.687, data_time: 0.229, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.9369, loss: 1.9369 +2025-06-30 04:20:32,633 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 14:27:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 1.9037, loss: 1.9037 +2025-06-30 04:21:18,588 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 14:27:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.8782, loss: 1.8782 +2025-06-30 04:22:04,439 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 14:26:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.9143, loss: 1.9143 +2025-06-30 04:22:50,357 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 14:25:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.8617, loss: 1.8617 +2025-06-30 04:23:36,074 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 14:24:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.9029, loss: 1.9029 +2025-06-30 04:24:21,786 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 14:24:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8609, loss: 1.8609 +2025-06-30 04:25:07,469 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 14:23:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9322, loss: 1.9322 +2025-06-30 04:25:53,138 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 14:22:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.9354, loss: 1.9354 +2025-06-30 04:26:38,894 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 14:21:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8881, loss: 1.8881 +2025-06-30 04:27:24,659 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 14:20:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.9003, loss: 1.9003 +2025-06-30 04:28:10,365 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 14:20:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9981, loss_cls: 1.9059, loss: 1.9059 +2025-06-30 04:28:56,057 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 14:19:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.8862, loss: 1.8862 +2025-06-30 04:29:41,743 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 14:18:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9087, loss: 1.9087 +2025-06-30 04:30:27,468 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 14:17:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9272, loss: 1.9272 +2025-06-30 04:31:13,103 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 14:17:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8850, loss: 1.8850 +2025-06-30 04:31:58,790 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 14:16:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8881, loss: 1.8881 +2025-06-30 04:32:44,468 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 14:15:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 1.8552, loss: 1.8552 +2025-06-30 04:33:30,136 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 14:14:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.9547, loss: 1.9547 +2025-06-30 04:34:15,814 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 14:13:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9281, top5_acc: 0.9956, loss_cls: 1.9418, loss: 1.9418 +2025-06-30 04:35:01,677 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 14:13:07, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9348, loss: 1.9348 +2025-06-30 04:35:47,361 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 14:12:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.9423, loss: 1.9423 +2025-06-30 04:36:33,132 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 14:11:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8248, loss: 1.8248 +2025-06-30 04:37:18,824 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 14:10:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8076, loss: 1.8076 +2025-06-30 04:38:04,476 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 14:10:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 1.8844, loss: 1.8844 +2025-06-30 04:38:50,110 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 14:09:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.8647, loss: 1.8647 +2025-06-30 04:39:35,747 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 14:08:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.8898, loss: 1.8898 +2025-06-30 04:40:21,434 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 14:07:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9994, loss_cls: 1.9639, loss: 1.9639 +2025-06-30 04:41:07,161 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 14:06:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0003, loss: 2.0003 +2025-06-30 04:41:52,795 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 14:06:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8402, loss: 1.8402 +2025-06-30 04:42:38,469 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 14:05:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.9877, loss: 1.9877 +2025-06-30 04:43:24,112 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 14:04:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.9089, loss: 1.9089 +2025-06-30 04:44:10,126 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 14:03:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.9298, loss: 1.9298 +2025-06-30 04:44:55,797 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 14:03:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.9464, loss: 1.9464 +2025-06-30 04:44:58,443 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-06-30 04:49:08,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 04:49:09,458 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9736 +2025-06-30 04:49:09,517 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_115.pth was removed +2025-06-30 04:49:10,552 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-06-30 04:49:10,554 - pyskl - INFO - Best top1_acc is 0.8648 at 118 epoch. +2025-06-30 04:49:10,577 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8648, top5_acc: 0.9736 +2025-06-30 04:50:19,492 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 14:02:18, time: 0.689, data_time: 0.231, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.8738, loss: 1.8738 +2025-06-30 04:51:05,478 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 14:01:31, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8616, loss: 1.8616 +2025-06-30 04:51:51,452 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 14:00:45, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8998, loss: 1.8998 +2025-06-30 04:52:37,386 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 13:59:58, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.8658, loss: 1.8658 +2025-06-30 04:53:23,221 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 13:59:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.9062, loss: 1.9062 +2025-06-30 04:54:09,110 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 13:58:25, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9016, loss: 1.9016 +2025-06-30 04:54:54,940 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 13:57:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9437, loss: 1.9437 +2025-06-30 04:55:40,730 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 13:56:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8616, loss: 1.8616 +2025-06-30 04:56:26,535 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 13:56:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 1.8199, loss: 1.8199 +2025-06-30 04:57:12,462 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 13:55:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9347, loss: 1.9347 +2025-06-30 04:57:58,417 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 13:54:32, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.8368, loss: 1.8368 +2025-06-30 04:58:44,282 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 13:53:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.8314, loss: 1.8314 +2025-06-30 04:59:30,122 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 13:52:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.8617, loss: 1.8617 +2025-06-30 05:00:16,092 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 13:52:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 1.8450, loss: 1.8450 +2025-06-30 05:01:02,071 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 13:51:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8988, loss: 1.8988 +2025-06-30 05:01:47,965 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 13:50:39, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.8255, loss: 1.8255 +2025-06-30 05:02:33,842 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 13:49:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8765, loss: 1.8765 +2025-06-30 05:03:19,739 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 13:49:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9994, loss_cls: 1.8750, loss: 1.8750 +2025-06-30 05:04:05,581 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 13:48:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.8832, loss: 1.8832 +2025-06-30 05:04:51,604 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 13:47:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8775, loss: 1.8775 +2025-06-30 05:05:37,517 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 13:46:46, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.9471, loss: 1.9471 +2025-06-30 05:06:23,475 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 13:46:00, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.8786, loss: 1.8786 +2025-06-30 05:07:09,302 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 13:45:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8698, loss: 1.8698 +2025-06-30 05:07:55,173 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 13:44:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.9261, loss: 1.9261 +2025-06-30 05:08:41,132 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 13:43:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.8868, loss: 1.8868 +2025-06-30 05:09:27,120 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 13:42:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.8623, loss: 1.8623 +2025-06-30 05:10:13,120 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 13:42:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.9292, loss: 1.9292 +2025-06-30 05:10:59,045 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 13:41:21, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.9376, loss: 1.9376 +2025-06-30 05:11:44,945 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 13:40:34, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9102, loss: 1.9102 +2025-06-30 05:12:30,806 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 13:39:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.9067, loss: 1.9067 +2025-06-30 05:13:16,891 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 13:39:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 1.9302, loss: 1.9302 +2025-06-30 05:14:02,856 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 13:38:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 1.8700, loss: 1.8700 +2025-06-30 05:14:48,770 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 13:37:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8655, loss: 1.8655 +2025-06-30 05:15:34,713 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 13:36:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8114, loss: 1.8114 +2025-06-30 05:15:37,374 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-06-30 05:19:49,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 05:19:49,703 - pyskl - INFO - +top1_acc 0.8633 +top5_acc 0.9737 +2025-06-30 05:19:49,722 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8633, top5_acc: 0.9737 +2025-06-30 05:20:58,614 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 13:35:58, time: 0.689, data_time: 0.229, memory: 13268, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 1.8654, loss: 1.8654 +2025-06-30 05:21:44,634 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 13:35:11, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.8963, loss: 1.8963 +2025-06-30 05:22:30,349 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 13:34:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.7451, loss: 1.7451 +2025-06-30 05:23:16,018 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 13:33:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.8174, loss: 1.8174 +2025-06-30 05:24:01,677 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 13:32:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.8236, loss: 1.8236 +2025-06-30 05:24:47,428 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 13:32:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8312, loss: 1.8312 +2025-06-30 05:25:33,128 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 13:31:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.8258, loss: 1.8258 +2025-06-30 05:26:18,873 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 13:30:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8168, loss: 1.8168 +2025-06-30 05:27:04,671 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 13:29:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.7619, loss: 1.7619 +2025-06-30 05:27:50,340 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 13:28:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8282, loss: 1.8282 +2025-06-30 05:28:36,044 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 13:28:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 1.7993, loss: 1.7993 +2025-06-30 05:29:21,772 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 13:27:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.7723, loss: 1.7723 +2025-06-30 05:30:07,459 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 13:26:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.7685, loss: 1.7685 +2025-06-30 05:30:53,077 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 13:25:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.7779, loss: 1.7779 +2025-06-30 05:31:38,805 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 13:25:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.7855, loss: 1.7855 +2025-06-30 05:32:24,592 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 13:24:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7408, loss: 1.7408 +2025-06-30 05:33:10,317 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 13:23:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.7782, loss: 1.7782 +2025-06-30 05:33:56,033 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 13:22:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.8093, loss: 1.8093 +2025-06-30 05:34:41,741 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 13:21:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.8498, loss: 1.8498 +2025-06-30 05:35:27,373 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 13:21:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8157, loss: 1.8157 +2025-06-30 05:36:13,036 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 13:20:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.8217, loss: 1.8217 +2025-06-30 05:36:58,606 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 13:19:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.8971, loss: 1.8971 +2025-06-30 05:37:44,186 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 13:18:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.8291, loss: 1.8291 +2025-06-30 05:38:29,842 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 13:18:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.8555, loss: 1.8555 +2025-06-30 05:39:15,462 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 13:17:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.8035, loss: 1.8035 +2025-06-30 05:40:01,092 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 13:16:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.7899, loss: 1.7899 +2025-06-30 05:40:46,789 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 13:15:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7773, loss: 1.7773 +2025-06-30 05:41:32,480 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 13:14:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8563, loss: 1.8563 +2025-06-30 05:42:18,059 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 13:14:13, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.8198, loss: 1.8198 +2025-06-30 05:43:03,862 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 13:13:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.8926, loss: 1.8926 +2025-06-30 05:43:49,550 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 13:12:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.8684, loss: 1.8684 +2025-06-30 05:44:35,283 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 13:11:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8252, loss: 1.8252 +2025-06-30 05:45:21,072 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 13:11:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.8863, loss: 1.8863 +2025-06-30 05:46:06,820 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 13:10:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9437, top5_acc: 0.9994, loss_cls: 1.8118, loss: 1.8118 +2025-06-30 05:46:09,484 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-06-30 06:05:45,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:05:45,643 - pyskl - INFO - +top1_acc 0.8663 +top5_acc 0.9748 +2025-06-30 06:05:45,707 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_118.pth was removed +2025-06-30 06:05:46,805 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-06-30 06:05:46,806 - pyskl - INFO - Best top1_acc is 0.8663 at 120 epoch. +2025-06-30 06:05:46,829 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8663, top5_acc: 0.9748 +2025-06-30 06:06:55,655 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 13:09:36, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.6555, loss: 1.6555 +2025-06-30 06:07:41,378 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 13:08:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 1.7480, loss: 1.7480 +2025-06-30 06:08:27,129 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 13:08:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.7479, loss: 1.7479 +2025-06-30 06:09:12,882 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 13:07:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8816, loss: 1.8816 +2025-06-30 06:09:58,617 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 13:06:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 1.0000, loss_cls: 1.8152, loss: 1.8152 +2025-06-30 06:10:44,353 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 13:05:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.8016, loss: 1.8016 +2025-06-30 06:11:30,077 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 13:04:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7495, loss: 1.7495 +2025-06-30 06:12:15,855 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 13:04:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.7161, loss: 1.7161 +2025-06-30 06:13:01,640 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 13:03:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.7331, loss: 1.7331 +2025-06-30 06:13:47,368 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 13:02:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7893, loss: 1.7893 +2025-06-30 06:14:33,174 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 13:01:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.8207, loss: 1.8207 +2025-06-30 06:15:18,935 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 13:01:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8086, loss: 1.8086 +2025-06-30 06:16:04,742 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 13:00:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.8240, loss: 1.8240 +2025-06-30 06:16:50,531 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 12:59:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.7889, loss: 1.7889 +2025-06-30 06:17:36,085 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 12:58:44, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7941, loss: 1.7941 +2025-06-30 06:18:21,556 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 12:57:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 1.7746, loss: 1.7746 +2025-06-30 06:19:07,090 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 12:57:11, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.7905, loss: 1.7905 +2025-06-30 06:19:52,721 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 12:56:24, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9387, top5_acc: 0.9994, loss_cls: 1.9145, loss: 1.9145 +2025-06-30 06:20:38,240 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 12:55:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.7707, loss: 1.7707 +2025-06-30 06:21:23,781 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 12:54:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8116, loss: 1.8116 +2025-06-30 06:22:09,330 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 12:54:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 1.7731, loss: 1.7731 +2025-06-30 06:22:54,796 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 12:53:17, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7739, loss: 1.7739 +2025-06-30 06:23:40,268 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 12:52:31, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.8145, loss: 1.8145 +2025-06-30 06:24:25,736 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 12:51:44, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.8085, loss: 1.8085 +2025-06-30 06:25:11,247 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 12:50:57, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.8094, loss: 1.8094 +2025-06-30 06:25:56,821 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 12:50:11, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.8073, loss: 1.8073 +2025-06-30 06:26:42,337 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 12:49:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7824, loss: 1.7824 +2025-06-30 06:27:28,130 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 12:48:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.7814, loss: 1.7814 +2025-06-30 06:28:14,005 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 12:47:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.8215, loss: 1.8215 +2025-06-30 06:28:59,828 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 12:47:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8750, loss: 1.8750 +2025-06-30 06:29:45,625 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 12:46:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8227, loss: 1.8227 +2025-06-30 06:30:31,375 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 12:45:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8396, loss: 1.8396 +2025-06-30 06:31:17,093 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 12:44:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8229, loss: 1.8229 +2025-06-30 06:32:03,102 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 12:43:58, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.8655, loss: 1.8655 +2025-06-30 06:32:05,746 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-06-30 06:36:17,527 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 06:36:18,072 - pyskl - INFO - +top1_acc 0.8651 +top5_acc 0.9728 +2025-06-30 06:36:18,092 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8651, top5_acc: 0.9728 +2025-06-30 06:37:27,053 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 12:43:14, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.8159, loss: 1.8159 +2025-06-30 06:38:12,991 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 12:42:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7334, loss: 1.7334 +2025-06-30 06:38:58,746 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 12:41:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7369, loss: 1.7369 +2025-06-30 06:39:44,491 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 12:40:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.7800, loss: 1.7800 +2025-06-30 06:40:30,334 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 12:40:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9994, loss_cls: 1.7605, loss: 1.7605 +2025-06-30 06:41:16,347 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 12:39:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.7548, loss: 1.7548 +2025-06-30 06:42:02,182 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 12:38:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7343, loss: 1.7343 +2025-06-30 06:42:48,022 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 12:37:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7388, loss: 1.7388 +2025-06-30 06:43:34,003 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 12:37:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.7839, loss: 1.7839 +2025-06-30 06:44:19,814 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 12:36:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7382, loss: 1.7382 +2025-06-30 06:45:05,723 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 12:35:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7313, loss: 1.7313 +2025-06-30 06:45:51,507 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 12:34:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.7792, loss: 1.7792 +2025-06-30 06:46:37,314 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 12:33:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.7333, loss: 1.7333 +2025-06-30 06:47:23,222 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 12:33:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.7505, loss: 1.7505 +2025-06-30 06:48:09,031 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 12:32:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.7528, loss: 1.7528 +2025-06-30 06:48:54,849 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 12:31:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7225, loss: 1.7225 +2025-06-30 06:49:40,604 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 12:30:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.8242, loss: 1.8242 +2025-06-30 06:50:26,307 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 12:30:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7716, loss: 1.7716 +2025-06-30 06:51:12,059 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 12:29:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.7816, loss: 1.7816 +2025-06-30 06:51:57,806 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 12:28:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.7301, loss: 1.7301 +2025-06-30 06:52:43,635 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 12:27:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8182, loss: 1.8182 +2025-06-30 06:53:29,434 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 12:26:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7762, loss: 1.7762 +2025-06-30 06:54:15,165 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 12:26:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6946, loss: 1.6946 +2025-06-30 06:55:00,893 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 12:25:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7642, loss: 1.7642 +2025-06-30 06:55:46,703 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 12:24:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.8430, loss: 1.8430 +2025-06-30 06:56:32,714 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 12:23:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.8886, loss: 1.8886 +2025-06-30 06:57:18,740 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 12:23:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7441, loss: 1.7441 +2025-06-30 06:58:04,703 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 12:22:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.7360, loss: 1.7360 +2025-06-30 06:58:50,594 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 12:21:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7692, loss: 1.7692 +2025-06-30 06:59:36,357 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 12:20:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8123, loss: 1.8123 +2025-06-30 07:00:22,141 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 12:19:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8389, loss: 1.8389 +2025-06-30 07:01:07,912 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 12:19:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.7676, loss: 1.7676 +2025-06-30 07:01:53,826 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 12:18:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7590, loss: 1.7590 +2025-06-30 07:02:39,585 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 12:17:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.8303, loss: 1.8303 +2025-06-30 07:02:42,254 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-06-30 07:06:54,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:06:54,567 - pyskl - INFO - +top1_acc 0.8555 +top5_acc 0.9718 +2025-06-30 07:06:54,586 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8555, top5_acc: 0.9718 +2025-06-30 07:08:03,422 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 12:16:54, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.7267, loss: 1.7267 +2025-06-30 07:08:49,190 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 12:16:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.6795, loss: 1.6795 +2025-06-30 07:09:34,943 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 12:15:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6572, loss: 1.6572 +2025-06-30 07:10:20,662 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 12:14:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7138, loss: 1.7138 +2025-06-30 07:11:06,398 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 12:13:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.7012, loss: 1.7012 +2025-06-30 07:11:52,133 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 12:13:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.7350, loss: 1.7350 +2025-06-30 07:12:37,866 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 12:12:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7429, loss: 1.7429 +2025-06-30 07:13:23,597 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 12:11:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.6587, loss: 1.6587 +2025-06-30 07:14:09,358 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 12:10:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7341, loss: 1.7341 +2025-06-30 07:14:55,336 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 12:09:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7187, loss: 1.7187 +2025-06-30 07:15:41,274 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 12:09:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.7502, loss: 1.7502 +2025-06-30 07:16:27,010 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 12:08:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.7132, loss: 1.7132 +2025-06-30 07:17:12,792 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 12:07:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.6859, loss: 1.6859 +2025-06-30 07:17:58,492 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 12:06:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7747, loss: 1.7747 +2025-06-30 07:18:44,236 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 12:06:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.6948, loss: 1.6948 +2025-06-30 07:19:30,001 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 12:05:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.7289, loss: 1.7289 +2025-06-30 07:20:15,724 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 12:04:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7792, loss: 1.7792 +2025-06-30 07:21:01,593 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 12:03:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.6922, loss: 1.6922 +2025-06-30 07:21:47,585 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 12:02:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.7033, loss: 1.7033 +2025-06-30 07:22:33,591 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 12:02:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7686, loss: 1.7686 +2025-06-30 07:23:19,447 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 12:01:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7088, loss: 1.7088 +2025-06-30 07:24:05,218 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 12:00:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.7390, loss: 1.7390 +2025-06-30 07:24:50,901 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 11:59:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.7039, loss: 1.7039 +2025-06-30 07:25:36,755 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 11:59:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7735, loss: 1.7735 +2025-06-30 07:26:22,476 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 11:58:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7445, loss: 1.7445 +2025-06-30 07:27:08,439 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 11:57:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.7618, loss: 1.7618 +2025-06-30 07:27:54,410 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 11:56:43, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.6864, loss: 1.6864 +2025-06-30 07:28:40,233 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 11:55:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 1.0000, loss_cls: 1.7397, loss: 1.7397 +2025-06-30 07:29:26,059 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 11:55:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.7455, loss: 1.7455 +2025-06-30 07:30:11,905 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 11:54:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7596, loss: 1.7596 +2025-06-30 07:30:57,983 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 11:53:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.7330, loss: 1.7330 +2025-06-30 07:31:43,890 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 11:52:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.7758, loss: 1.7758 +2025-06-30 07:32:29,599 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 11:52:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7609, loss: 1.7609 +2025-06-30 07:33:15,338 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 11:51:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 1.0000, loss_cls: 1.6866, loss: 1.6866 +2025-06-30 07:33:17,954 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-06-30 07:37:32,496 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 07:37:33,102 - pyskl - INFO - +top1_acc 0.8734 +top5_acc 0.9752 +2025-06-30 07:37:33,162 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_120.pth was removed +2025-06-30 07:37:34,227 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2025-06-30 07:37:34,228 - pyskl - INFO - Best top1_acc is 0.8734 at 123 epoch. +2025-06-30 07:37:34,249 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8734, top5_acc: 0.9752 +2025-06-30 07:38:43,019 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 11:50:33, time: 0.688, data_time: 0.231, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.7091, loss: 1.7091 +2025-06-30 07:39:28,724 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 11:49:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6429, loss: 1.6429 +2025-06-30 07:40:14,417 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 11:49:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6014, loss: 1.6014 +2025-06-30 07:41:00,202 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 11:48:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5871, loss: 1.5871 +2025-06-30 07:41:46,091 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 11:47:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.6329, loss: 1.6329 +2025-06-30 07:42:31,994 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 11:46:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6464, loss: 1.6464 +2025-06-30 07:43:17,872 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 11:45:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 1.7249, loss: 1.7249 +2025-06-30 07:44:03,665 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 11:45:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.6629, loss: 1.6629 +2025-06-30 07:44:49,623 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 11:44:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.6860, loss: 1.6860 +2025-06-30 07:45:35,453 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 11:43:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6456, loss: 1.6456 +2025-06-30 07:46:21,316 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 11:42:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6749, loss: 1.6749 +2025-06-30 07:47:07,156 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 11:42:01, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5965, loss: 1.5965 +2025-06-30 07:47:53,221 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 11:41:14, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7323, loss: 1.7323 +2025-06-30 07:48:39,134 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 11:40:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6925, loss: 1.6925 +2025-06-30 07:49:25,004 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 11:39:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 1.7169, loss: 1.7169 +2025-06-30 07:50:10,961 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 11:38:55, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6542, loss: 1.6542 +2025-06-30 07:50:56,980 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 11:38:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.7871, loss: 1.7871 +2025-06-30 07:51:42,958 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 11:37:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6516, loss: 1.6516 +2025-06-30 07:52:28,741 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 11:36:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6530, loss: 1.6530 +2025-06-30 07:53:14,630 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 11:35:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7135, loss: 1.7135 +2025-06-30 07:54:00,406 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 11:35:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.7211, loss: 1.7211 +2025-06-30 07:54:46,176 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 11:34:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7148, loss: 1.7148 +2025-06-30 07:55:31,970 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 11:33:29, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6491, loss: 1.6491 +2025-06-30 07:56:17,832 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 11:32:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7761, loss: 1.7761 +2025-06-30 07:57:03,771 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 11:31:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6829, loss: 1.6829 +2025-06-30 07:57:49,659 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 11:31:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6807, loss: 1.6807 +2025-06-30 07:58:35,463 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 11:30:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.7169, loss: 1.7169 +2025-06-30 07:59:21,260 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 11:29:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7208, loss: 1.7208 +2025-06-30 08:00:07,322 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 11:28:50, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.6776, loss: 1.6776 +2025-06-30 08:00:53,196 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 11:28:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6141, loss: 1.6141 +2025-06-30 08:01:39,069 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 11:27:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.6676, loss: 1.6676 +2025-06-30 08:02:24,862 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 11:26:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6178, loss: 1.6178 +2025-06-30 08:03:10,641 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 11:25:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.6618, loss: 1.6618 +2025-06-30 08:03:56,610 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 11:24:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.7358, loss: 1.7358 +2025-06-30 08:03:59,286 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-06-30 08:08:11,235 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:08:11,779 - pyskl - INFO - +top1_acc 0.8665 +top5_acc 0.9745 +2025-06-30 08:08:11,800 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8665, top5_acc: 0.9745 +2025-06-30 08:09:20,812 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 11:24:13, time: 0.690, data_time: 0.231, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5603, loss: 1.5603 +2025-06-30 08:10:06,739 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 11:23:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.6147, loss: 1.6147 +2025-06-30 08:10:52,650 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 11:22:40, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6257, loss: 1.6257 +2025-06-30 08:11:38,578 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 11:21:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6956, loss: 1.6956 +2025-06-30 08:12:24,598 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 11:21:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.6478, loss: 1.6478 +2025-06-30 08:13:10,464 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 11:20:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6193, loss: 1.6193 +2025-06-30 08:13:56,427 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 11:19:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.6597, loss: 1.6597 +2025-06-30 08:14:42,267 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 11:18:47, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6379, loss: 1.6379 +2025-06-30 08:15:28,124 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 11:18:00, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.6549, loss: 1.6549 +2025-06-30 08:16:14,008 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 11:17:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.7116, loss: 1.7116 +2025-06-30 08:16:59,862 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 11:16:27, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6199, loss: 1.6199 +2025-06-30 08:17:45,709 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 11:15:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.6593, loss: 1.6593 +2025-06-30 08:18:31,563 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 11:14:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6759, loss: 1.6759 +2025-06-30 08:19:17,361 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 11:14:08, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6385, loss: 1.6385 +2025-06-30 08:20:03,209 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 11:13:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.6418, loss: 1.6418 +2025-06-30 08:20:49,015 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 11:12:35, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6290, loss: 1.6290 +2025-06-30 08:21:34,808 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 11:11:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6609, loss: 1.6609 +2025-06-30 08:22:20,660 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 11:11:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.7255, loss: 1.7255 +2025-06-30 08:23:06,553 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 11:10:15, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5996, loss: 1.5996 +2025-06-30 08:23:52,402 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 11:09:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6945, loss: 1.6945 +2025-06-30 08:24:38,224 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 11:08:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6846, loss: 1.6846 +2025-06-30 08:25:24,074 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 11:07:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7230, loss: 1.7230 +2025-06-30 08:26:10,008 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 11:07:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 1.6677, loss: 1.6677 +2025-06-30 08:26:55,991 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 11:06:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6514, loss: 1.6514 +2025-06-30 08:27:42,007 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 11:05:36, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.6664, loss: 1.6664 +2025-06-30 08:28:28,002 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 11:04:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6532, loss: 1.6532 +2025-06-30 08:29:14,059 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 11:04:03, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.6776, loss: 1.6776 +2025-06-30 08:30:00,093 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 11:03:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.5917, loss: 1.5917 +2025-06-30 08:30:46,310 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 11:02:30, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.7149, loss: 1.7149 +2025-06-30 08:31:32,416 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 11:01:43, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5556, loss: 1.5556 +2025-06-30 08:32:18,385 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 11:00:57, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.6530, loss: 1.6530 +2025-06-30 08:33:04,316 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 11:00:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.6074, loss: 1.6074 +2025-06-30 08:33:50,318 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 10:59:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6590, loss: 1.6590 +2025-06-30 08:34:36,439 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 10:58:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6511, loss: 1.6511 +2025-06-30 08:34:39,133 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-06-30 08:53:40,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 08:53:41,051 - pyskl - INFO - +top1_acc 0.8661 +top5_acc 0.9742 +2025-06-30 08:53:41,074 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8661, top5_acc: 0.9742 +2025-06-30 08:54:50,208 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 10:57:53, time: 0.691, data_time: 0.230, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.6923, loss: 1.6923 +2025-06-30 08:55:36,142 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 10:57:06, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6487, loss: 1.6487 +2025-06-30 08:56:21,971 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 10:56:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5548, loss: 1.5548 +2025-06-30 08:57:07,768 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 10:55:33, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5898, loss: 1.5898 +2025-06-30 08:57:53,507 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 10:54:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5882, loss: 1.5882 +2025-06-30 08:58:39,268 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 10:54:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.6161, loss: 1.6161 +2025-06-30 08:59:25,180 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 10:53:13, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6699, loss: 1.6699 +2025-06-30 09:00:10,870 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 10:52:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6105, loss: 1.6105 +2025-06-30 09:00:56,494 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 10:51:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.6309, loss: 1.6309 +2025-06-30 09:01:42,175 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 10:50:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5854, loss: 1.5854 +2025-06-30 09:02:27,868 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 10:50:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.7211, loss: 1.7211 +2025-06-30 09:03:13,478 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 10:49:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6815, loss: 1.6815 +2025-06-30 09:03:59,098 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 10:48:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6262, loss: 1.6262 +2025-06-30 09:04:44,727 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 10:47:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6119, loss: 1.6119 +2025-06-30 09:05:30,350 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 10:47:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.6112, loss: 1.6112 +2025-06-30 09:06:16,237 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 10:46:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5722, loss: 1.5722 +2025-06-30 09:07:02,030 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 10:45:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.6351, loss: 1.6351 +2025-06-30 09:07:47,610 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 10:44:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.6115, loss: 1.6115 +2025-06-30 09:08:33,197 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 10:43:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5849, loss: 1.5849 +2025-06-30 09:09:18,860 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 10:43:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6658, loss: 1.6658 +2025-06-30 09:10:04,644 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 10:42:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6460, loss: 1.6460 +2025-06-30 09:10:50,370 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 10:41:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6059, loss: 1.6059 +2025-06-30 09:11:36,093 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 10:40:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5828, loss: 1.5828 +2025-06-30 09:12:21,788 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 10:40:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6469, loss: 1.6469 +2025-06-30 09:13:07,500 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 10:39:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6389, loss: 1.6389 +2025-06-30 09:13:53,363 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 10:38:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.5971, loss: 1.5971 +2025-06-30 09:14:39,096 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 10:37:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6079, loss: 1.6079 +2025-06-30 09:15:24,758 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 10:36:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5490, loss: 1.5490 +2025-06-30 09:16:10,776 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 10:36:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6197, loss: 1.6197 +2025-06-30 09:16:57,045 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 10:35:23, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6742, loss: 1.6742 +2025-06-30 09:17:42,871 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 10:34:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.6739, loss: 1.6739 +2025-06-30 09:18:28,710 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 10:33:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.5934, loss: 1.5934 +2025-06-30 09:19:14,530 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 10:33:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-30 09:20:00,495 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 10:32:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.6080, loss: 1.6080 +2025-06-30 09:20:03,154 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-06-30 09:24:14,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:24:15,514 - pyskl - INFO - +top1_acc 0.8777 +top5_acc 0.9757 +2025-06-30 09:24:15,579 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_123.pth was removed +2025-06-30 09:24:16,658 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-06-30 09:24:16,659 - pyskl - INFO - Best top1_acc is 0.8777 at 126 epoch. +2025-06-30 09:24:16,682 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8777, top5_acc: 0.9757 +2025-06-30 09:25:25,527 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 10:31:32, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5323, loss: 1.5323 +2025-06-30 09:26:11,224 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 10:30:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.6133, loss: 1.6133 +2025-06-30 09:26:56,972 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 10:29:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4939, loss: 1.4939 +2025-06-30 09:27:42,762 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 10:29:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6022, loss: 1.6022 +2025-06-30 09:28:28,433 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 10:28:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5238, loss: 1.5238 +2025-06-30 09:29:14,090 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 10:27:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.6176, loss: 1.6176 +2025-06-30 09:29:59,721 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 10:26:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.5604, loss: 1.5604 +2025-06-30 09:30:45,387 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 10:26:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5744, loss: 1.5744 +2025-06-30 09:31:31,118 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 10:25:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5687, loss: 1.5687 +2025-06-30 09:32:16,870 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 10:24:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5754, loss: 1.5754 +2025-06-30 09:33:02,658 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 10:23:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4952, loss: 1.4952 +2025-06-30 09:33:48,451 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 10:22:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5476, loss: 1.5476 +2025-06-30 09:34:34,212 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 10:22:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.6020, loss: 1.6020 +2025-06-30 09:35:19,900 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 10:21:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5277, loss: 1.5277 +2025-06-30 09:36:05,709 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 10:20:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6361, loss: 1.6361 +2025-06-30 09:36:51,438 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 10:19:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6328, loss: 1.6328 +2025-06-30 09:37:37,211 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 10:19:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5987, loss: 1.5987 +2025-06-30 09:38:22,951 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 10:18:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.6488, loss: 1.6488 +2025-06-30 09:39:08,714 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 10:17:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5899, loss: 1.5899 +2025-06-30 09:39:54,760 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 10:16:47, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5818, loss: 1.5818 +2025-06-30 09:40:40,691 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 10:16:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5845, loss: 1.5845 +2025-06-30 09:41:26,667 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 10:15:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.6380, loss: 1.6380 +2025-06-30 09:42:12,699 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 10:14:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5766, loss: 1.5766 +2025-06-30 09:42:58,521 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 10:13:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6280, loss: 1.6280 +2025-06-30 09:43:44,397 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 10:12:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.5820, loss: 1.5820 +2025-06-30 09:44:30,325 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 10:12:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5954, loss: 1.5954 +2025-06-30 09:45:16,158 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 10:11:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.6186, loss: 1.6186 +2025-06-30 09:46:02,045 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 10:10:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6255, loss: 1.6255 +2025-06-30 09:46:47,959 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 10:09:48, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5946, loss: 1.5946 +2025-06-30 09:47:33,431 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 10:09:02, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5562, loss: 1.5562 +2025-06-30 09:48:19,004 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 10:08:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5478, loss: 1.5478 +2025-06-30 09:49:04,656 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 10:07:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5650, loss: 1.5650 +2025-06-30 09:49:50,310 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 10:06:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5543, loss: 1.5543 +2025-06-30 09:50:35,968 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 10:05:56, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5382, loss: 1.5382 +2025-06-30 09:50:38,631 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-06-30 09:54:53,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 09:54:53,799 - pyskl - INFO - +top1_acc 0.8779 +top5_acc 0.9758 +2025-06-30 09:54:53,859 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_126.pth was removed +2025-06-30 09:54:54,963 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-06-30 09:54:54,964 - pyskl - INFO - Best top1_acc is 0.8779 at 127 epoch. +2025-06-30 09:54:54,987 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8779, top5_acc: 0.9758 +2025-06-30 09:56:03,806 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 10:05:10, time: 0.688, data_time: 0.232, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5227, loss: 1.5227 +2025-06-30 09:56:49,472 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 10:04:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5450, loss: 1.5450 +2025-06-30 09:57:35,112 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 10:03:37, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4920, loss: 1.4920 +2025-06-30 09:58:20,772 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 10:02:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4922, loss: 1.4922 +2025-06-30 09:59:06,443 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 10:02:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.5474, loss: 1.5474 +2025-06-30 09:59:52,149 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 10:01:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5239, loss: 1.5239 +2025-06-30 10:00:37,792 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 10:00:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5734, loss: 1.5734 +2025-06-30 10:01:23,553 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 9:59:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5019, loss: 1.5019 +2025-06-30 10:02:09,361 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 9:58:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5491, loss: 1.5491 +2025-06-30 10:02:55,177 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 9:58:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4606, loss: 1.4606 +2025-06-30 10:03:40,938 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 9:57:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4945, loss: 1.4945 +2025-06-30 10:04:26,682 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 9:56:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.6190, loss: 1.6190 +2025-06-30 10:05:12,409 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 9:55:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5851, loss: 1.5851 +2025-06-30 10:05:58,126 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 9:55:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5317, loss: 1.5317 +2025-06-30 10:06:43,782 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 9:54:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.5209, loss: 1.5209 +2025-06-30 10:07:29,479 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 9:53:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5321, loss: 1.5321 +2025-06-30 10:08:15,217 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 9:52:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.6048, loss: 1.6048 +2025-06-30 10:09:00,980 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 9:51:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5740, loss: 1.5740 +2025-06-30 10:09:46,757 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 9:51:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5749, loss: 1.5749 +2025-06-30 10:10:32,587 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 9:50:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5571, loss: 1.5571 +2025-06-30 10:11:18,278 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 9:49:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5543, loss: 1.5543 +2025-06-30 10:12:04,086 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 9:48:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5951, loss: 1.5951 +2025-06-30 10:12:49,867 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 9:48:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5858, loss: 1.5858 +2025-06-30 10:13:35,544 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 9:47:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5357, loss: 1.5357 +2025-06-30 10:14:21,189 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 9:46:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5564, loss: 1.5564 +2025-06-30 10:15:06,886 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 9:45:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5857, loss: 1.5857 +2025-06-30 10:15:52,500 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 9:45:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5569, loss: 1.5569 +2025-06-30 10:16:38,199 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 9:44:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6121, loss: 1.6121 +2025-06-30 10:17:23,855 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 9:43:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5817, loss: 1.5817 +2025-06-30 10:18:09,413 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 9:42:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5643, loss: 1.5643 +2025-06-30 10:18:55,094 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 9:41:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5302, loss: 1.5302 +2025-06-30 10:19:40,738 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 9:41:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5434, loss: 1.5434 +2025-06-30 10:20:26,452 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 9:40:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6199, loss: 1.6199 +2025-06-30 10:21:12,301 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 9:39:34, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5020, loss: 1.5020 +2025-06-30 10:21:14,909 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-06-30 10:25:29,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:25:29,887 - pyskl - INFO - +top1_acc 0.8742 +top5_acc 0.9759 +2025-06-30 10:25:29,907 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8742, top5_acc: 0.9759 +2025-06-30 10:26:38,140 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 9:38:49, time: 0.682, data_time: 0.227, memory: 13268, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 1.5544, loss: 1.5544 +2025-06-30 10:27:23,714 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 9:38:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4887, loss: 1.4887 +2025-06-30 10:28:09,344 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 9:37:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5531, loss: 1.5531 +2025-06-30 10:28:54,932 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 9:36:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5991, loss: 1.5991 +2025-06-30 10:29:40,561 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 9:35:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4938, loss: 1.4938 +2025-06-30 10:30:26,166 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 9:34:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5269, loss: 1.5269 +2025-06-30 10:31:11,806 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 9:34:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4564, loss: 1.4564 +2025-06-30 10:31:57,767 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 9:33:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5248, loss: 1.5248 +2025-06-30 10:32:43,569 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 9:32:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4730, loss: 1.4730 +2025-06-30 10:33:29,287 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 9:31:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5359, loss: 1.5359 +2025-06-30 10:34:14,914 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 9:31:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5635, loss: 1.5635 +2025-06-30 10:35:00,548 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 9:30:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4906, loss: 1.4906 +2025-06-30 10:35:46,210 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 9:29:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5093, loss: 1.5093 +2025-06-30 10:36:31,906 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 9:28:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4661, loss: 1.4661 +2025-06-30 10:37:17,575 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 9:27:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4614, loss: 1.4614 +2025-06-30 10:38:03,274 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 9:27:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.5446, loss: 1.5446 +2025-06-30 10:38:49,073 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 9:26:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5686, loss: 1.5686 +2025-06-30 10:39:34,850 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 9:25:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5029, loss: 1.5029 +2025-06-30 10:40:20,565 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 9:24:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.5264, loss: 1.5264 +2025-06-30 10:41:06,266 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 9:24:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4798, loss: 1.4798 +2025-06-30 10:41:52,045 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 9:23:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4726, loss: 1.4726 +2025-06-30 10:42:37,842 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 9:22:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5701, loss: 1.5701 +2025-06-30 10:43:23,563 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 9:21:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.5333, loss: 1.5333 +2025-06-30 10:44:09,251 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 9:20:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5574, loss: 1.5574 +2025-06-30 10:44:55,235 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 9:20:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5212, loss: 1.5212 +2025-06-30 10:45:40,992 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 9:19:26, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.5328, loss: 1.5328 +2025-06-30 10:46:26,778 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 9:18:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.6168, loss: 1.6168 +2025-06-30 10:47:12,591 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 9:17:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5781, loss: 1.5781 +2025-06-30 10:47:58,206 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 9:17:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.5169, loss: 1.5169 +2025-06-30 10:48:43,848 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 9:16:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4723, loss: 1.4723 +2025-06-30 10:49:29,482 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 9:15:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4754, loss: 1.4754 +2025-06-30 10:50:15,153 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 9:14:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5089, loss: 1.5089 +2025-06-30 10:51:00,841 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 9:14:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5165, loss: 1.5165 +2025-06-30 10:51:46,538 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 9:13:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.4972, loss: 1.4972 +2025-06-30 10:51:49,185 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-06-30 10:56:01,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 10:56:01,651 - pyskl - INFO - +top1_acc 0.8775 +top5_acc 0.9752 +2025-06-30 10:56:01,670 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8775, top5_acc: 0.9752 +2025-06-30 10:57:10,334 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 9:12:28, time: 0.687, data_time: 0.230, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5037, loss: 1.5037 +2025-06-30 10:57:56,209 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 9:11:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.5142, loss: 1.5142 +2025-06-30 10:58:41,976 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 9:10:55, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5593, loss: 1.5593 +2025-06-30 10:59:27,707 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 9:10:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4731, loss: 1.4731 +2025-06-30 11:00:13,465 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 9:09:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5063, loss: 1.5063 +2025-06-30 11:00:59,205 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 9:08:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4822, loss: 1.4822 +2025-06-30 11:01:44,978 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 9:07:49, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4479, loss: 1.4479 +2025-06-30 11:02:30,673 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 9:07:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4886, loss: 1.4886 +2025-06-30 11:03:16,449 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 9:06:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4207, loss: 1.4207 +2025-06-30 11:04:02,167 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 9:05:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.4380, loss: 1.4380 +2025-06-30 11:04:47,937 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 9:04:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4418, loss: 1.4418 +2025-06-30 11:05:33,714 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 9:03:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4615, loss: 1.4615 +2025-06-30 11:06:19,509 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 9:03:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4825, loss: 1.4825 +2025-06-30 11:07:05,297 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 9:02:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3887, loss: 1.3887 +2025-06-30 11:07:51,192 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 9:01:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4501, loss: 1.4501 +2025-06-30 11:08:36,947 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 9:00:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4954, loss: 1.4954 +2025-06-30 11:09:22,701 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 9:00:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.5033, loss: 1.5033 +2025-06-30 11:10:08,565 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 8:59:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4824, loss: 1.4824 +2025-06-30 11:10:54,312 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 8:58:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4611, loss: 1.4611 +2025-06-30 11:11:40,268 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 8:57:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4734, loss: 1.4734 +2025-06-30 11:12:26,014 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 8:56:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4927, loss: 1.4927 +2025-06-30 11:13:11,944 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 8:56:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4734, loss: 1.4734 +2025-06-30 11:13:57,969 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 8:55:24, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4965, loss: 1.4965 +2025-06-30 11:14:43,648 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 8:54:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4124, loss: 1.4124 +2025-06-30 11:15:29,360 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 8:53:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4443, loss: 1.4443 +2025-06-30 11:16:14,892 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 8:53:05, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.5102, loss: 1.5102 +2025-06-30 11:17:00,614 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 8:52:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.5195, loss: 1.5195 +2025-06-30 11:17:46,276 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 8:51:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.5187, loss: 1.5187 +2025-06-30 11:18:31,988 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 8:50:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4831, loss: 1.4831 +2025-06-30 11:19:17,677 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 8:49:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4609, loss: 1.4609 +2025-06-30 11:20:03,362 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 8:49:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.4902, loss: 1.4902 +2025-06-30 11:20:49,101 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 8:48:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.4293, loss: 1.4293 +2025-06-30 11:21:34,844 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 8:47:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4655, loss: 1.4655 +2025-06-30 11:22:20,484 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 8:46:52, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4704, loss: 1.4704 +2025-06-30 11:22:23,163 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-06-30 11:41:36,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 11:41:37,506 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9760 +2025-06-30 11:41:37,562 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_127.pth was removed +2025-06-30 11:41:38,571 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-06-30 11:41:38,573 - pyskl - INFO - Best top1_acc is 0.8793 at 130 epoch. +2025-06-30 11:41:38,592 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8793, top5_acc: 0.9760 +2025-06-30 11:42:47,071 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 8:46:07, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-06-30 11:43:32,672 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 8:45:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4785, loss: 1.4785 +2025-06-30 11:44:18,275 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 8:44:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4764, loss: 1.4764 +2025-06-30 11:45:03,919 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 8:43:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4537, loss: 1.4537 +2025-06-30 11:45:49,588 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 8:43:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4225, loss: 1.4225 +2025-06-30 11:46:35,192 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 8:42:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4880, loss: 1.4880 +2025-06-30 11:47:20,695 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 8:41:27, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.4390, loss: 1.4390 +2025-06-30 11:48:06,167 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 8:40:41, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4169, loss: 1.4169 +2025-06-30 11:48:51,675 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 8:39:54, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4906, loss: 1.4906 +2025-06-30 11:49:37,117 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 8:39:08, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4320, loss: 1.4320 +2025-06-30 11:50:22,611 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 8:38:21, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4545, loss: 1.4545 +2025-06-30 11:51:08,131 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 8:37:35, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4033, loss: 1.4033 +2025-06-30 11:51:53,597 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 8:36:48, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4227, loss: 1.4227 +2025-06-30 11:52:39,105 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 8:36:01, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.5219, loss: 1.5219 +2025-06-30 11:53:24,705 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 8:35:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4586, loss: 1.4586 +2025-06-30 11:54:10,202 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 8:34:28, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4843, loss: 1.4843 +2025-06-30 11:54:55,768 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 8:33:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4215, loss: 1.4215 +2025-06-30 11:55:41,360 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 8:32:55, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.4704, loss: 1.4704 +2025-06-30 11:56:26,930 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 8:32:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3959, loss: 1.3959 +2025-06-30 11:57:12,948 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 8:31:22, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4296, loss: 1.4296 +2025-06-30 11:57:58,507 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 8:30:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4220, loss: 1.4220 +2025-06-30 11:58:44,256 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 8:29:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-06-30 11:59:30,057 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 8:29:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4137, loss: 1.4137 +2025-06-30 12:00:15,914 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 8:28:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4435, loss: 1.4435 +2025-06-30 12:01:01,870 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 8:27:30, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4065, loss: 1.4065 +2025-06-30 12:01:47,625 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 8:26:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4701, loss: 1.4701 +2025-06-30 12:02:33,399 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 8:25:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4059, loss: 1.4059 +2025-06-30 12:03:19,113 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 8:25:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4948, loss: 1.4948 +2025-06-30 12:04:04,817 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 8:24:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4255, loss: 1.4255 +2025-06-30 12:04:50,617 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 8:23:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4366, loss: 1.4366 +2025-06-30 12:05:36,390 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 8:22:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.5071, loss: 1.5071 +2025-06-30 12:06:22,009 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 8:22:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4453, loss: 1.4453 +2025-06-30 12:07:07,773 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 8:21:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4172, loss: 1.4172 +2025-06-30 12:07:53,532 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 8:20:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4366, loss: 1.4366 +2025-06-30 12:07:56,190 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-06-30 12:12:08,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:12:09,024 - pyskl - INFO - +top1_acc 0.8875 +top5_acc 0.9767 +2025-06-30 12:12:09,091 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_130.pth was removed +2025-06-30 12:12:10,299 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2025-06-30 12:12:10,300 - pyskl - INFO - Best top1_acc is 0.8875 at 131 epoch. +2025-06-30 12:12:10,331 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8875, top5_acc: 0.9767 +2025-06-30 12:13:20,554 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 8:19:45, time: 0.702, data_time: 0.244, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.4147, loss: 1.4147 +2025-06-30 12:14:06,243 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 8:18:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4126, loss: 1.4126 +2025-06-30 12:14:52,384 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 8:18:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4371, loss: 1.4371 +2025-06-30 12:15:38,269 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 8:17:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.4180, loss: 1.4180 +2025-06-30 12:16:23,925 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 8:16:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3874, loss: 1.3874 +2025-06-30 12:17:09,578 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 8:15:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3692, loss: 1.3692 +2025-06-30 12:17:55,310 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 8:15:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4262, loss: 1.4262 +2025-06-30 12:18:41,192 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 8:14:20, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4172, loss: 1.4172 +2025-06-30 12:19:27,064 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 8:13:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3996, loss: 1.3996 +2025-06-30 12:20:12,666 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 8:12:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4455, loss: 1.4455 +2025-06-30 12:20:58,279 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 8:12:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4118, loss: 1.4118 +2025-06-30 12:21:43,933 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 8:11:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3775, loss: 1.3775 +2025-06-30 12:22:29,696 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 8:10:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-06-30 12:23:15,521 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 8:09:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4426, loss: 1.4426 +2025-06-30 12:24:01,198 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 8:08:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3964, loss: 1.3964 +2025-06-30 12:24:46,853 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 8:08:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4286, loss: 1.4286 +2025-06-30 12:25:32,530 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 8:07:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4036, loss: 1.4036 +2025-06-30 12:26:18,278 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 8:06:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3874, loss: 1.3874 +2025-06-30 12:27:04,044 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 8:05:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3780, loss: 1.3780 +2025-06-30 12:27:49,736 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 8:05:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3992, loss: 1.3992 +2025-06-30 12:28:35,452 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 8:04:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4379, loss: 1.4379 +2025-06-30 12:29:21,172 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 8:03:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3870, loss: 1.3870 +2025-06-30 12:30:06,910 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 8:02:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3909, loss: 1.3909 +2025-06-30 12:30:52,709 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 8:01:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3667, loss: 1.3667 +2025-06-30 12:31:38,431 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 8:01:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4129, loss: 1.4129 +2025-06-30 12:32:24,052 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 8:00:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4281, loss: 1.4281 +2025-06-30 12:33:09,741 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 7:59:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4202, loss: 1.4202 +2025-06-30 12:33:55,460 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 7:58:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4571, loss: 1.4571 +2025-06-30 12:34:41,317 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 7:58:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4676, loss: 1.4676 +2025-06-30 12:35:27,062 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 7:57:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4526, loss: 1.4526 +2025-06-30 12:36:12,821 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 7:56:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.4066, loss: 1.4066 +2025-06-30 12:36:58,501 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 7:55:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3849, loss: 1.3849 +2025-06-30 12:37:44,163 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 7:54:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-06-30 12:38:29,786 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 7:54:10, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4499, loss: 1.4499 +2025-06-30 12:38:32,427 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-06-30 12:42:43,992 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 12:42:44,539 - pyskl - INFO - +top1_acc 0.8871 +top5_acc 0.9769 +2025-06-30 12:42:44,559 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8871, top5_acc: 0.9769 +2025-06-30 12:43:53,802 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 7:53:24, time: 0.692, data_time: 0.233, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.4207, loss: 1.4207 +2025-06-30 12:44:39,662 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 7:52:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3693, loss: 1.3693 +2025-06-30 12:45:25,424 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 7:51:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-06-30 12:46:11,176 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 7:51:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4336, loss: 1.4336 +2025-06-30 12:46:56,954 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 7:50:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4195, loss: 1.4195 +2025-06-30 12:47:42,854 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 7:49:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3674, loss: 1.3674 +2025-06-30 12:48:28,565 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 7:48:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3865, loss: 1.3865 +2025-06-30 12:49:14,226 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 7:47:59, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.4129, loss: 1.4129 +2025-06-30 12:49:59,914 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 7:47:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3648, loss: 1.3648 +2025-06-30 12:50:45,599 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 7:46:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3456, loss: 1.3456 +2025-06-30 12:51:31,269 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 7:45:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3955, loss: 1.3955 +2025-06-30 12:52:16,968 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 7:44:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3805, loss: 1.3805 +2025-06-30 12:53:02,602 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 7:44:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3707, loss: 1.3707 +2025-06-30 12:53:48,242 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 7:43:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3716, loss: 1.3716 +2025-06-30 12:54:33,871 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 7:42:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3785, loss: 1.3785 +2025-06-30 12:55:19,364 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 7:41:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3601, loss: 1.3601 +2025-06-30 12:56:05,109 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 7:41:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.4042, loss: 1.4042 +2025-06-30 12:56:50,908 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 7:40:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3775, loss: 1.3775 +2025-06-30 12:57:36,619 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 7:39:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3910, loss: 1.3910 +2025-06-30 12:58:22,380 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 7:38:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3863, loss: 1.3863 +2025-06-30 12:59:08,294 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 7:37:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3779, loss: 1.3779 +2025-06-30 12:59:53,999 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 7:37:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.3752, loss: 1.3752 +2025-06-30 13:00:39,611 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 7:36:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4020, loss: 1.4020 +2025-06-30 13:01:25,270 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 7:35:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3824, loss: 1.3824 +2025-06-30 13:02:10,967 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 7:34:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3820, loss: 1.3820 +2025-06-30 13:02:56,549 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 7:34:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3770, loss: 1.3770 +2025-06-30 13:03:42,131 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 7:33:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3507, loss: 1.3507 +2025-06-30 13:04:27,694 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 7:32:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3284, loss: 1.3284 +2025-06-30 13:05:13,277 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 7:31:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.4077, loss: 1.4077 +2025-06-30 13:05:58,850 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 7:30:56, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3633, loss: 1.3633 +2025-06-30 13:06:44,473 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 7:30:09, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-06-30 13:07:30,063 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 7:29:23, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3750, loss: 1.3750 +2025-06-30 13:08:15,720 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 7:28:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3553, loss: 1.3553 +2025-06-30 13:09:01,299 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 7:27:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3424, loss: 1.3424 +2025-06-30 13:09:03,981 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-06-30 13:13:14,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:13:15,502 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9761 +2025-06-30 13:13:15,522 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8842, top5_acc: 0.9761 +2025-06-30 13:14:24,437 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 7:27:03, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3744, loss: 1.3744 +2025-06-30 13:15:10,055 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 7:26:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3512, loss: 1.3512 +2025-06-30 13:15:55,778 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 7:25:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.4095, loss: 1.4095 +2025-06-30 13:16:41,545 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 7:24:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3630, loss: 1.3630 +2025-06-30 13:17:27,269 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 7:23:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3676, loss: 1.3676 +2025-06-30 13:18:13,006 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 7:23:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3163, loss: 1.3163 +2025-06-30 13:18:58,767 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 7:22:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3148, loss: 1.3148 +2025-06-30 13:19:44,559 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 7:21:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3399, loss: 1.3399 +2025-06-30 13:20:30,175 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 7:20:51, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3872, loss: 1.3872 +2025-06-30 13:21:15,970 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 7:20:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3571, loss: 1.3571 +2025-06-30 13:22:01,646 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 7:19:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3668, loss: 1.3668 +2025-06-30 13:22:47,232 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 7:18:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3768, loss: 1.3768 +2025-06-30 13:23:32,725 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 7:17:45, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3199, loss: 1.3199 +2025-06-30 13:24:18,322 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 7:16:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3647, loss: 1.3647 +2025-06-30 13:25:03,993 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 7:16:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3122, loss: 1.3122 +2025-06-30 13:25:49,672 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 7:15:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4024, loss: 1.4024 +2025-06-30 13:26:35,279 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 7:14:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3951, loss: 1.3951 +2025-06-30 13:27:20,910 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 7:13:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3819, loss: 1.3819 +2025-06-30 13:28:06,488 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 7:13:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3609, loss: 1.3609 +2025-06-30 13:28:52,303 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 7:12:20, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3473, loss: 1.3473 +2025-06-30 13:29:38,040 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 7:11:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3028, loss: 1.3028 +2025-06-30 13:30:23,739 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 7:10:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3619, loss: 1.3619 +2025-06-30 13:31:09,415 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 7:10:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3682, loss: 1.3682 +2025-06-30 13:31:55,064 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 7:09:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2702, loss: 1.2702 +2025-06-30 13:32:40,739 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 7:08:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3418, loss: 1.3418 +2025-06-30 13:33:26,437 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 7:07:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3429, loss: 1.3429 +2025-06-30 13:34:12,111 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 7:06:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3772, loss: 1.3772 +2025-06-30 13:34:57,803 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 7:06:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3877, loss: 1.3877 +2025-06-30 13:35:43,493 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 7:05:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3509, loss: 1.3509 +2025-06-30 13:36:29,165 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 7:04:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3399, loss: 1.3399 +2025-06-30 13:37:14,733 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 7:03:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3657, loss: 1.3657 +2025-06-30 13:38:00,442 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 7:03:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2523, loss: 1.2523 +2025-06-30 13:38:46,085 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 7:02:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3485, loss: 1.3485 +2025-06-30 13:39:31,719 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 7:01:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3388, loss: 1.3388 +2025-06-30 13:39:34,351 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-06-30 13:43:45,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 13:43:45,587 - pyskl - INFO - +top1_acc 0.8892 +top5_acc 0.9770 +2025-06-30 13:43:45,649 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_131.pth was removed +2025-06-30 13:43:46,716 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-06-30 13:43:46,718 - pyskl - INFO - Best top1_acc is 0.8892 at 134 epoch. +2025-06-30 13:43:46,737 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8892, top5_acc: 0.9770 +2025-06-30 13:44:56,243 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 7:00:42, time: 0.695, data_time: 0.237, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3621, loss: 1.3621 +2025-06-30 13:45:42,165 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 6:59:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3331, loss: 1.3331 +2025-06-30 13:46:27,926 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 6:59:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3670, loss: 1.3670 +2025-06-30 13:47:13,619 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 6:58:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2988, loss: 1.2988 +2025-06-30 13:47:59,302 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 6:57:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3318, loss: 1.3318 +2025-06-30 13:48:45,041 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 6:56:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3543, loss: 1.3543 +2025-06-30 13:49:30,769 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 6:56:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2801, loss: 1.2801 +2025-06-30 13:50:16,399 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 6:55:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3110, loss: 1.3110 +2025-06-30 13:51:02,199 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 6:54:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3232, loss: 1.3232 +2025-06-30 13:51:47,968 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 6:53:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3639, loss: 1.3639 +2025-06-30 13:52:33,774 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 6:52:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3499, loss: 1.3499 +2025-06-30 13:53:19,532 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 6:52:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2792, loss: 1.2792 +2025-06-30 13:54:05,346 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 6:51:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2907, loss: 1.2907 +2025-06-30 13:54:51,137 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 6:50:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3452, loss: 1.3452 +2025-06-30 13:55:36,973 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 6:49:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3454, loss: 1.3454 +2025-06-30 13:56:22,887 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 6:49:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3431, loss: 1.3431 +2025-06-30 13:57:08,664 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 6:48:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3652, loss: 1.3652 +2025-06-30 13:57:54,534 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 6:47:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3169, loss: 1.3169 +2025-06-30 13:58:40,618 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 6:46:45, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-06-30 13:59:26,534 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 6:45:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3539, loss: 1.3539 +2025-06-30 14:00:12,330 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 6:45:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2942, loss: 1.2942 +2025-06-30 14:00:58,057 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 6:44:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3339, loss: 1.3339 +2025-06-30 14:01:43,771 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 6:43:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3340, loss: 1.3340 +2025-06-30 14:02:29,379 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 6:42:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2925, loss: 1.2925 +2025-06-30 14:03:14,994 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 6:42:06, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3314, loss: 1.3314 +2025-06-30 14:04:00,617 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 6:41:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3258, loss: 1.3258 +2025-06-30 14:04:46,196 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 6:40:33, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3313, loss: 1.3313 +2025-06-30 14:05:31,800 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 6:39:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2880, loss: 1.2880 +2025-06-30 14:06:17,365 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 6:39:00, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3286, loss: 1.3286 +2025-06-30 14:07:02,963 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 6:38:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.3609, loss: 1.3609 +2025-06-30 14:07:48,578 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 6:37:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3131, loss: 1.3131 +2025-06-30 14:08:34,206 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 6:36:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3359, loss: 1.3359 +2025-06-30 14:09:19,841 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 6:35:54, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2859, loss: 1.2859 +2025-06-30 14:10:05,442 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 6:35:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3203, loss: 1.3203 +2025-06-30 14:10:08,067 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-06-30 14:29:38,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 14:29:39,011 - pyskl - INFO - +top1_acc 0.8900 +top5_acc 0.9776 +2025-06-30 14:29:39,071 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_134.pth was removed +2025-06-30 14:29:40,148 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-06-30 14:29:40,150 - pyskl - INFO - Best top1_acc is 0.8900 at 135 epoch. +2025-06-30 14:29:40,171 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8900, top5_acc: 0.9776 +2025-06-30 14:30:48,451 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 6:34:21, time: 0.683, data_time: 0.226, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3221, loss: 1.3221 +2025-06-30 14:31:34,127 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 6:33:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2867, loss: 1.2867 +2025-06-30 14:32:19,797 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 6:32:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3016, loss: 1.3016 +2025-06-30 14:33:05,449 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 6:32:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3187, loss: 1.3187 +2025-06-30 14:33:51,088 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 6:31:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3005, loss: 1.3005 +2025-06-30 14:34:36,692 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 6:30:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3556, loss: 1.3556 +2025-06-30 14:35:22,475 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 6:29:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3008, loss: 1.3008 +2025-06-30 14:36:08,341 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 6:28:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2915, loss: 1.2915 +2025-06-30 14:36:54,229 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 6:28:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2866, loss: 1.2866 +2025-06-30 14:37:39,987 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 6:27:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3026, loss: 1.3026 +2025-06-30 14:38:25,753 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 6:26:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3337, loss: 1.3337 +2025-06-30 14:39:11,354 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 6:25:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2812, loss: 1.2812 +2025-06-30 14:39:57,112 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 6:25:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3279, loss: 1.3279 +2025-06-30 14:40:42,969 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 6:24:17, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2942, loss: 1.2942 +2025-06-30 14:41:28,799 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 6:23:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3238, loss: 1.3238 +2025-06-30 14:42:14,707 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 6:22:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2893, loss: 1.2893 +2025-06-30 14:43:00,571 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 6:21:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2939, loss: 1.2939 +2025-06-30 14:43:46,459 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 6:21:11, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3199, loss: 1.3199 +2025-06-30 14:44:32,238 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 6:20:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-06-30 14:45:18,005 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 6:19:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3382, loss: 1.3382 +2025-06-30 14:46:03,769 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 6:18:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3261, loss: 1.3261 +2025-06-30 14:46:49,549 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 6:18:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2679, loss: 1.2679 +2025-06-30 14:47:35,263 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 6:17:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2888, loss: 1.2888 +2025-06-30 14:48:21,002 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 6:16:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2746, loss: 1.2746 +2025-06-30 14:49:06,761 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 6:15:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2763, loss: 1.2763 +2025-06-30 14:49:52,820 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 6:14:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2967, loss: 1.2967 +2025-06-30 14:50:38,897 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 6:14:13, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3037, loss: 1.3037 +2025-06-30 14:51:24,900 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 6:13:26, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3275, loss: 1.3275 +2025-06-30 14:52:10,913 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 6:12:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3104, loss: 1.3104 +2025-06-30 14:52:57,017 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 6:11:53, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-06-30 14:53:43,093 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 6:11:07, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2946, loss: 1.2946 +2025-06-30 14:54:29,152 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 6:10:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3266, loss: 1.3266 +2025-06-30 14:55:15,220 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 6:09:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3218, loss: 1.3218 +2025-06-30 14:56:01,362 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 6:08:48, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3105, loss: 1.3105 +2025-06-30 14:56:04,056 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-06-30 15:00:16,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:00:17,114 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9770 +2025-06-30 15:00:17,174 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_135.pth was removed +2025-06-30 15:00:18,222 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-06-30 15:00:18,224 - pyskl - INFO - Best top1_acc is 0.8903 at 136 epoch. +2025-06-30 15:00:18,258 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8903, top5_acc: 0.9770 +2025-06-30 15:01:27,251 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 6:08:01, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2886, loss: 1.2886 +2025-06-30 15:02:13,172 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 6:07:14, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.3294, loss: 1.3294 +2025-06-30 15:02:58,913 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 6:06:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3049, loss: 1.3049 +2025-06-30 15:03:44,606 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 6:05:41, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.3291, loss: 1.3291 +2025-06-30 15:04:30,507 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 6:04:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2773, loss: 1.2773 +2025-06-30 15:05:16,118 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 6:04:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2446, loss: 1.2446 +2025-06-30 15:06:01,706 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 6:03:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2798, loss: 1.2798 +2025-06-30 15:06:47,295 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 6:02:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.3199, loss: 1.3199 +2025-06-30 15:07:32,711 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 6:01:49, time: 0.454, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2977, loss: 1.2977 +2025-06-30 15:08:18,445 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 6:01:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.3244, loss: 1.3244 +2025-06-30 15:09:04,376 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 6:00:16, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2445, loss: 1.2445 +2025-06-30 15:09:50,118 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 5:59:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3034, loss: 1.3034 +2025-06-30 15:10:35,954 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 5:58:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2823, loss: 1.2823 +2025-06-30 15:11:21,801 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 5:57:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2613, loss: 1.2613 +2025-06-30 15:12:07,614 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 5:57:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2836, loss: 1.2836 +2025-06-30 15:12:53,422 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 5:56:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2747, loss: 1.2747 +2025-06-30 15:13:39,194 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 5:55:37, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2885, loss: 1.2885 +2025-06-30 15:14:24,880 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 5:54:51, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3211, loss: 1.3211 +2025-06-30 15:15:10,506 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 5:54:04, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2752, loss: 1.2752 +2025-06-30 15:15:56,181 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 5:53:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2704, loss: 1.2704 +2025-06-30 15:16:41,796 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 5:52:31, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-06-30 15:17:27,446 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 5:51:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2864, loss: 1.2864 +2025-06-30 15:18:13,026 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 5:50:58, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2706, loss: 1.2706 +2025-06-30 15:18:58,659 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 5:50:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2840, loss: 1.2840 +2025-06-30 15:19:44,416 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 5:49:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-06-30 15:20:29,992 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 5:48:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2402, loss: 1.2402 +2025-06-30 15:21:15,770 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 5:47:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2838, loss: 1.2838 +2025-06-30 15:22:01,430 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 5:47:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3027, loss: 1.3027 +2025-06-30 15:22:47,004 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 5:46:19, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3128, loss: 1.3128 +2025-06-30 15:23:32,881 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 5:45:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-06-30 15:24:18,638 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 5:44:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2937, loss: 1.2937 +2025-06-30 15:25:04,450 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 5:44:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2977, loss: 1.2977 +2025-06-30 15:25:50,181 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 5:43:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2920, loss: 1.2920 +2025-06-30 15:26:35,766 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 5:42:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2972, loss: 1.2972 +2025-06-30 15:26:38,396 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-06-30 15:30:52,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 15:30:52,872 - pyskl - INFO - +top1_acc 0.8925 +top5_acc 0.9776 +2025-06-30 15:30:52,933 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_136.pth was removed +2025-06-30 15:30:54,030 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2025-06-30 15:30:54,032 - pyskl - INFO - Best top1_acc is 0.8925 at 137 epoch. +2025-06-30 15:30:54,053 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8925, top5_acc: 0.9776 +2025-06-30 15:32:03,334 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 5:41:40, time: 0.693, data_time: 0.233, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3402, loss: 1.3402 +2025-06-30 15:32:49,197 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 5:40:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2994, loss: 1.2994 +2025-06-30 15:33:35,157 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 5:40:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2759, loss: 1.2759 +2025-06-30 15:34:21,007 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 5:39:21, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2891, loss: 1.2891 +2025-06-30 15:35:06,704 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 5:38:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2957, loss: 1.2957 +2025-06-30 15:35:52,417 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 5:37:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2500, loss: 1.2500 +2025-06-30 15:36:38,152 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 5:37:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2807, loss: 1.2807 +2025-06-30 15:37:23,865 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 5:36:15, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-30 15:38:09,648 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 5:35:28, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2633, loss: 1.2633 +2025-06-30 15:38:55,416 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 5:34:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-06-30 15:39:41,155 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 5:33:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2431, loss: 1.2431 +2025-06-30 15:40:26,936 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 5:33:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2945, loss: 1.2945 +2025-06-30 15:41:12,579 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 5:32:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2789, loss: 1.2789 +2025-06-30 15:41:58,330 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 5:31:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2810, loss: 1.2810 +2025-06-30 15:42:43,979 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 5:30:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2776, loss: 1.2776 +2025-06-30 15:43:29,605 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 5:30:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2655, loss: 1.2655 +2025-06-30 15:44:15,229 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 5:29:16, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2835, loss: 1.2835 +2025-06-30 15:45:00,874 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 5:28:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3019, loss: 1.3019 +2025-06-30 15:45:46,586 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 5:27:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2688, loss: 1.2688 +2025-06-30 15:46:32,283 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 5:26:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2748, loss: 1.2748 +2025-06-30 15:47:17,984 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 5:26:10, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2498, loss: 1.2498 +2025-06-30 15:48:03,719 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 5:25:24, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2945, loss: 1.2945 +2025-06-30 15:48:49,393 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 5:24:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2570, loss: 1.2570 +2025-06-30 15:49:35,157 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 5:23:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2602, loss: 1.2602 +2025-06-30 15:50:20,894 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 5:23:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3088, loss: 1.3088 +2025-06-30 15:51:06,614 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 5:22:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2379, loss: 1.2379 +2025-06-30 15:51:52,270 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 5:21:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2912, loss: 1.2912 +2025-06-30 15:52:37,911 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 5:20:45, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2726, loss: 1.2726 +2025-06-30 15:53:23,547 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 5:19:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2932, loss: 1.2932 +2025-06-30 15:54:09,199 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 5:19:12, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2361, loss: 1.2361 +2025-06-30 15:54:54,856 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 5:18:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2786, loss: 1.2786 +2025-06-30 15:55:40,594 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 5:17:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2689, loss: 1.2689 +2025-06-30 15:56:26,268 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 5:16:53, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2687, loss: 1.2687 +2025-06-30 15:57:12,096 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 5:16:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.2817, loss: 1.2817 +2025-06-30 15:57:14,735 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-06-30 16:01:25,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:01:25,816 - pyskl - INFO - +top1_acc 0.8911 +top5_acc 0.9779 +2025-06-30 16:01:25,839 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8911, top5_acc: 0.9779 +2025-06-30 16:02:34,815 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 5:15:19, time: 0.690, data_time: 0.232, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-06-30 16:03:20,555 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 5:14:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2671, loss: 1.2671 +2025-06-30 16:04:06,374 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 5:13:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2760, loss: 1.2760 +2025-06-30 16:04:52,148 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 5:13:00, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2647, loss: 1.2647 +2025-06-30 16:05:37,965 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 5:12:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2763, loss: 1.2763 +2025-06-30 16:06:23,718 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 5:11:27, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2283, loss: 1.2283 +2025-06-30 16:07:09,479 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 5:10:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2601, loss: 1.2601 +2025-06-30 16:07:55,341 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 5:09:54, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2642, loss: 1.2642 +2025-06-30 16:08:41,078 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 5:09:08, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2595, loss: 1.2595 +2025-06-30 16:09:26,826 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 5:08:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2710, loss: 1.2710 +2025-06-30 16:10:12,508 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 5:07:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2637, loss: 1.2637 +2025-06-30 16:10:58,195 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 5:06:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2168, loss: 1.2168 +2025-06-30 16:11:43,969 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 5:06:02, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2748, loss: 1.2748 +2025-06-30 16:12:29,609 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 5:05:15, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2733, loss: 1.2733 +2025-06-30 16:13:15,222 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 5:04:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2644, loss: 1.2644 +2025-06-30 16:14:00,862 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 5:03:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2831, loss: 1.2831 +2025-06-30 16:14:46,845 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 5:02:56, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2685, loss: 1.2685 +2025-06-30 16:15:32,817 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 5:02:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-06-30 16:16:18,644 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 5:01:23, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2703, loss: 1.2703 +2025-06-30 16:17:04,325 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 5:00:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2869, loss: 1.2869 +2025-06-30 16:17:50,001 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 4:59:50, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2256, loss: 1.2256 +2025-06-30 16:18:35,662 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 4:59:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2512, loss: 1.2512 +2025-06-30 16:19:21,324 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 4:58:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.3063, loss: 1.3063 +2025-06-30 16:20:06,994 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 4:57:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2384, loss: 1.2384 +2025-06-30 16:20:52,651 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 4:56:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2327, loss: 1.2327 +2025-06-30 16:21:38,305 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 4:55:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2818, loss: 1.2818 +2025-06-30 16:22:23,993 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 4:55:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2836, loss: 1.2836 +2025-06-30 16:23:09,723 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 4:54:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.3269, loss: 1.3269 +2025-06-30 16:23:55,381 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 4:53:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2324, loss: 1.2324 +2025-06-30 16:24:41,109 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 4:52:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-06-30 16:25:26,814 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 4:52:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2598, loss: 1.2598 +2025-06-30 16:26:12,525 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 4:51:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2766, loss: 1.2766 +2025-06-30 16:26:58,293 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 4:50:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2567, loss: 1.2567 +2025-06-30 16:27:44,056 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 4:49:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.3228, loss: 1.3228 +2025-06-30 16:27:46,744 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-06-30 16:31:57,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 16:31:58,140 - pyskl - INFO - +top1_acc 0.8922 +top5_acc 0.9778 +2025-06-30 16:31:58,161 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8922, top5_acc: 0.9778 +2025-06-30 16:33:07,244 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 4:48:59, time: 0.691, data_time: 0.232, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2289, loss: 1.2289 +2025-06-30 16:33:53,187 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 4:48:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2116, loss: 1.2116 +2025-06-30 16:34:39,263 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 4:47:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2474, loss: 1.2474 +2025-06-30 16:35:25,222 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 4:46:39, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2315, loss: 1.2315 +2025-06-30 16:36:11,227 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 4:45:53, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-06-30 16:36:57,258 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 4:45:06, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-06-30 16:37:43,312 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 4:44:20, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2091, loss: 1.2091 +2025-06-30 16:38:29,461 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 4:43:33, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2248, loss: 1.2248 +2025-06-30 16:39:15,615 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 4:42:47, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 +2025-06-30 16:40:01,720 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 4:42:01, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2689, loss: 1.2689 +2025-06-30 16:40:47,918 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 4:41:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2361, loss: 1.2361 +2025-06-30 16:41:33,893 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 4:40:28, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2400, loss: 1.2400 +2025-06-30 16:42:19,750 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 4:39:41, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2538, loss: 1.2538 +2025-06-30 16:43:05,637 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 4:38:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2826, loss: 1.2826 +2025-06-30 16:43:51,529 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 4:38:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2298, loss: 1.2298 +2025-06-30 16:44:37,429 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 4:37:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2475, loss: 1.2475 +2025-06-30 16:45:23,345 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 4:36:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2360, loss: 1.2360 +2025-06-30 16:46:09,230 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 4:35:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2546, loss: 1.2546 +2025-06-30 16:46:55,125 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 4:35:03, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-30 16:47:40,968 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 4:34:16, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2366, loss: 1.2366 +2025-06-30 16:48:26,801 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 4:33:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2364, loss: 1.2364 +2025-06-30 16:49:12,633 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 4:32:43, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2506, loss: 1.2506 +2025-06-30 16:49:58,464 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 4:31:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2630, loss: 1.2630 +2025-06-30 16:50:44,313 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 4:31:10, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2544, loss: 1.2544 +2025-06-30 16:51:30,167 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 4:30:24, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2554, loss: 1.2554 +2025-06-30 16:52:16,028 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 4:29:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2406, loss: 1.2406 +2025-06-30 16:53:01,887 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 4:28:51, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2585, loss: 1.2585 +2025-06-30 16:53:47,722 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 4:28:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2312, loss: 1.2312 +2025-06-30 16:54:33,655 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 4:27:18, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2364, loss: 1.2364 +2025-06-30 16:55:19,885 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 4:26:32, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2604, loss: 1.2604 +2025-06-30 16:56:06,118 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 4:25:45, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2474, loss: 1.2474 +2025-06-30 16:56:52,249 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 4:24:59, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2771, loss: 1.2771 +2025-06-30 16:57:38,238 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 4:24:12, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2756, loss: 1.2756 +2025-06-30 16:58:24,139 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 4:23:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2586, loss: 1.2586 +2025-06-30 16:58:26,794 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-06-30 17:17:54,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:17:54,730 - pyskl - INFO - +top1_acc 0.8951 +top5_acc 0.9781 +2025-06-30 17:17:54,789 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_137.pth was removed +2025-06-30 17:17:55,850 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2025-06-30 17:17:55,852 - pyskl - INFO - Best top1_acc is 0.8951 at 140 epoch. +2025-06-30 17:17:55,874 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8951, top5_acc: 0.9781 +2025-06-30 17:19:04,407 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 4:22:38, time: 0.685, data_time: 0.228, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2422, loss: 1.2422 +2025-06-30 17:19:50,174 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 4:21:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2217, loss: 1.2217 +2025-06-30 17:20:35,986 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 4:21:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2211, loss: 1.2211 +2025-06-30 17:21:21,895 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 4:20:19, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2409, loss: 1.2409 +2025-06-30 17:22:07,863 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 4:19:33, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-30 17:22:53,853 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 4:18:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2459, loss: 1.2459 +2025-06-30 17:23:39,995 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 4:18:00, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1958, loss: 1.1958 +2025-06-30 17:24:26,315 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 4:17:13, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2522, loss: 1.2522 +2025-06-30 17:25:12,605 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 4:16:27, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2004, loss: 1.2004 +2025-06-30 17:25:58,841 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 4:15:40, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2319, loss: 1.2319 +2025-06-30 17:26:44,855 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 4:14:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2584, loss: 1.2584 +2025-06-30 17:27:30,773 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 4:14:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2527, loss: 1.2527 +2025-06-30 17:28:16,796 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 4:13:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2563, loss: 1.2563 +2025-06-30 17:29:02,875 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 4:12:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2440, loss: 1.2440 +2025-06-30 17:29:48,871 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 4:11:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1904, loss: 1.1904 +2025-06-30 17:30:34,757 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 4:11:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2284, loss: 1.2284 +2025-06-30 17:31:20,838 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 4:10:15, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2596, loss: 1.2596 +2025-06-30 17:32:06,745 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 4:09:29, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2468, loss: 1.2468 +2025-06-30 17:32:52,652 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 4:08:42, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2673, loss: 1.2673 +2025-06-30 17:33:38,532 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 4:07:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2515, loss: 1.2515 +2025-06-30 17:34:24,544 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 4:07:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2446, loss: 1.2446 +2025-06-30 17:35:10,403 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 4:06:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2224, loss: 1.2224 +2025-06-30 17:35:56,268 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 4:05:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2187, loss: 1.2187 +2025-06-30 17:36:42,169 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 4:04:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2481, loss: 1.2481 +2025-06-30 17:37:28,168 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 4:04:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2218, loss: 1.2218 +2025-06-30 17:38:14,216 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 4:03:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2746, loss: 1.2746 +2025-06-30 17:39:00,154 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 4:02:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2091, loss: 1.2091 +2025-06-30 17:39:46,123 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 4:01:44, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2708, loss: 1.2708 +2025-06-30 17:40:32,199 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 4:00:58, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2237, loss: 1.2237 +2025-06-30 17:41:18,126 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 4:00:12, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2089, loss: 1.2089 +2025-06-30 17:42:03,928 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 3:59:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2349, loss: 1.2349 +2025-06-30 17:42:49,762 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 3:58:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2503, loss: 1.2503 +2025-06-30 17:43:35,567 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 3:57:52, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2582, loss: 1.2582 +2025-06-30 17:44:21,350 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 3:57:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2077, loss: 1.2077 +2025-06-30 17:44:23,992 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-06-30 17:48:35,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 17:48:36,449 - pyskl - INFO - +top1_acc 0.8954 +top5_acc 0.9780 +2025-06-30 17:48:36,507 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_140.pth was removed +2025-06-30 17:48:37,555 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-06-30 17:48:37,557 - pyskl - INFO - Best top1_acc is 0.8954 at 141 epoch. +2025-06-30 17:48:37,576 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8954, top5_acc: 0.9780 +2025-06-30 17:49:46,565 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 3:56:18, time: 0.690, data_time: 0.233, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2171, loss: 1.2171 +2025-06-30 17:50:32,425 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 3:55:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2520, loss: 1.2520 +2025-06-30 17:51:18,175 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 3:54:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2316, loss: 1.2316 +2025-06-30 17:52:04,052 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 3:53:59, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2065, loss: 1.2065 +2025-06-30 17:52:49,842 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 3:53:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2211, loss: 1.2211 +2025-06-30 17:53:35,739 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 3:52:26, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2013, loss: 1.2013 +2025-06-30 17:54:21,699 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 3:51:40, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-06-30 17:55:07,635 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 3:50:53, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2070, loss: 1.2070 +2025-06-30 17:55:53,412 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 3:50:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2254, loss: 1.2254 +2025-06-30 17:56:39,139 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 3:49:20, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-06-30 17:57:24,817 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 3:48:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2782, loss: 1.2782 +2025-06-30 17:58:10,686 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 3:47:47, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2280, loss: 1.2280 +2025-06-30 17:58:56,570 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 3:47:01, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2323, loss: 1.2323 +2025-06-30 17:59:42,551 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 3:46:14, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2255, loss: 1.2255 +2025-06-30 18:00:28,428 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 3:45:28, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2378, loss: 1.2378 +2025-06-30 18:01:14,269 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 3:44:41, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2600, loss: 1.2600 +2025-06-30 18:02:00,180 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 3:43:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2653, loss: 1.2653 +2025-06-30 18:02:46,070 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 3:43:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2208, loss: 1.2208 +2025-06-30 18:03:32,017 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 3:42:22, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2015, loss: 1.2015 +2025-06-30 18:04:17,738 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 3:41:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1954, loss: 1.1954 +2025-06-30 18:05:03,438 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 3:40:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2183, loss: 1.2183 +2025-06-30 18:05:49,101 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 3:40:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2105, loss: 1.2105 +2025-06-30 18:06:34,793 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 3:39:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1903, loss: 1.1903 +2025-06-30 18:07:20,554 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 3:38:30, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.2176, loss: 1.2176 +2025-06-30 18:08:06,238 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 3:37:43, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2087, loss: 1.2087 +2025-06-30 18:08:51,980 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 3:36:57, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2200, loss: 1.2200 +2025-06-30 18:09:37,895 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 3:36:10, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2482, loss: 1.2482 +2025-06-30 18:10:23,654 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 3:35:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2467, loss: 1.2467 +2025-06-30 18:11:09,576 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 3:34:38, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2325, loss: 1.2325 +2025-06-30 18:11:55,605 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 3:33:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2433, loss: 1.2433 +2025-06-30 18:12:41,432 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 3:33:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-06-30 18:13:27,261 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 3:32:18, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-06-30 18:14:13,150 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 3:31:32, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2361, loss: 1.2361 +2025-06-30 18:14:59,077 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 3:30:45, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2479, loss: 1.2479 +2025-06-30 18:15:01,751 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-06-30 18:19:13,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:19:14,104 - pyskl - INFO - +top1_acc 0.8957 +top5_acc 0.9770 +2025-06-30 18:19:14,165 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_141.pth was removed +2025-06-30 18:19:15,206 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-06-30 18:19:15,208 - pyskl - INFO - Best top1_acc is 0.8957 at 142 epoch. +2025-06-30 18:19:15,228 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8957, top5_acc: 0.9770 +2025-06-30 18:20:24,586 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 3:29:58, time: 0.694, data_time: 0.234, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2163, loss: 1.2163 +2025-06-30 18:21:10,336 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 3:29:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2217, loss: 1.2217 +2025-06-30 18:21:56,132 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 3:28:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2352, loss: 1.2352 +2025-06-30 18:22:41,822 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 3:27:38, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2633, loss: 1.2633 +2025-06-30 18:23:27,570 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 3:26:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2527, loss: 1.2527 +2025-06-30 18:24:13,443 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 3:26:05, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1971, loss: 1.1971 +2025-06-30 18:24:59,174 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 3:25:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2487, loss: 1.2487 +2025-06-30 18:25:44,854 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 3:24:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2517, loss: 1.2517 +2025-06-30 18:26:30,542 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 3:23:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2234, loss: 1.2234 +2025-06-30 18:27:16,284 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 3:23:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1995, loss: 1.1995 +2025-06-30 18:28:01,982 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 3:22:13, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2282, loss: 1.2282 +2025-06-30 18:28:47,662 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 3:21:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-06-30 18:29:33,341 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 3:20:40, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2083, loss: 1.2083 +2025-06-30 18:30:19,041 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 3:19:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2248, loss: 1.2248 +2025-06-30 18:31:04,717 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 3:19:07, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-06-30 18:31:50,407 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 3:18:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2293, loss: 1.2293 +2025-06-30 18:32:36,078 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 3:17:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2368, loss: 1.2368 +2025-06-30 18:33:21,750 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 3:16:48, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2166, loss: 1.2166 +2025-06-30 18:34:07,469 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 3:16:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2216, loss: 1.2216 +2025-06-30 18:34:53,300 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 3:15:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2330, loss: 1.2330 +2025-06-30 18:35:38,934 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 3:14:29, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-06-30 18:36:24,564 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 3:13:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2363, loss: 1.2363 +2025-06-30 18:37:10,397 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 3:12:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2028, loss: 1.2028 +2025-06-30 18:37:56,118 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 3:12:09, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2353, loss: 1.2353 +2025-06-30 18:38:41,776 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 3:11:23, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2259, loss: 1.2259 +2025-06-30 18:39:27,578 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 3:10:36, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2201, loss: 1.2201 +2025-06-30 18:40:13,396 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 3:09:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2077, loss: 1.2077 +2025-06-30 18:40:59,223 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 3:09:03, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 +2025-06-30 18:41:44,989 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 3:08:17, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2499, loss: 1.2499 +2025-06-30 18:42:30,694 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 3:07:31, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2528, loss: 1.2528 +2025-06-30 18:43:16,486 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 3:06:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2016, loss: 1.2016 +2025-06-30 18:44:02,179 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 3:05:58, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2356, loss: 1.2356 +2025-06-30 18:44:47,957 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 3:05:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2774, loss: 1.2774 +2025-06-30 18:45:33,758 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 3:04:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2201, loss: 1.2201 +2025-06-30 18:45:36,420 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-06-30 18:49:51,143 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 18:49:51,688 - pyskl - INFO - +top1_acc 0.8922 +top5_acc 0.9778 +2025-06-30 18:49:51,709 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8922, top5_acc: 0.9778 +2025-06-30 18:51:01,209 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 3:03:37, time: 0.695, data_time: 0.235, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1987, loss: 1.1987 +2025-06-30 18:51:47,001 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 3:02:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1978, loss: 1.1978 +2025-06-30 18:52:32,789 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 3:02:04, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2197, loss: 1.2197 +2025-06-30 18:53:18,537 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 3:01:18, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2155, loss: 1.2155 +2025-06-30 18:54:04,331 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 3:00:31, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1868, loss: 1.1868 +2025-06-30 18:54:50,116 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 2:59:45, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2517, loss: 1.2517 +2025-06-30 18:55:35,882 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 2:58:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2045, loss: 1.2045 +2025-06-30 18:56:21,649 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 2:58:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2079, loss: 1.2079 +2025-06-30 18:57:07,439 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 2:57:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2196, loss: 1.2196 +2025-06-30 18:57:53,061 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 2:56:39, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2373, loss: 1.2373 +2025-06-30 18:58:38,910 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 2:55:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2078, loss: 1.2078 +2025-06-30 18:59:24,662 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 2:55:06, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2563, loss: 1.2563 +2025-06-30 19:00:10,630 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 2:54:20, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2032, loss: 1.2032 +2025-06-30 19:00:56,560 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 2:53:33, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1820, loss: 1.1820 +2025-06-30 19:01:42,275 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 2:52:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2384, loss: 1.2384 +2025-06-30 19:02:27,981 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 2:52:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2075, loss: 1.2075 +2025-06-30 19:03:13,727 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 2:51:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2351, loss: 1.2351 +2025-06-30 19:03:59,465 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 2:50:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2493, loss: 1.2493 +2025-06-30 19:04:45,499 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 2:49:41, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2373, loss: 1.2373 +2025-06-30 19:05:31,434 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 2:48:55, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2300, loss: 1.2300 +2025-06-30 19:06:17,348 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 2:48:08, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1855, loss: 1.1855 +2025-06-30 19:07:03,123 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 2:47:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2077, loss: 1.2077 +2025-06-30 19:07:48,984 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 2:46:35, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2052, loss: 1.2052 +2025-06-30 19:08:34,878 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 2:45:49, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2144, loss: 1.2144 +2025-06-30 19:09:20,806 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 2:45:02, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1831, loss: 1.1831 +2025-06-30 19:10:06,786 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 2:44:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2082, loss: 1.2082 +2025-06-30 19:10:52,736 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 2:43:30, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2226, loss: 1.2226 +2025-06-30 19:11:38,664 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 2:42:43, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1795, loss: 1.1795 +2025-06-30 19:12:24,565 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 2:41:57, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1930, loss: 1.1930 +2025-06-30 19:13:10,562 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 2:41:10, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2448, loss: 1.2448 +2025-06-30 19:13:56,394 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 2:40:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2245, loss: 1.2245 +2025-06-30 19:14:42,123 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 2:39:37, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2259, loss: 1.2259 +2025-06-30 19:15:28,088 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 2:38:51, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2360, loss: 1.2360 +2025-06-30 19:16:13,963 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 2:38:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2155, loss: 1.2155 +2025-06-30 19:16:16,622 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-06-30 19:20:31,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 19:20:31,869 - pyskl - INFO - +top1_acc 0.8947 +top5_acc 0.9781 +2025-06-30 19:20:31,891 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8947, top5_acc: 0.9781 +2025-06-30 19:21:41,110 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 2:37:17, time: 0.692, data_time: 0.235, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2263, loss: 1.2263 +2025-06-30 19:22:26,740 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 2:36:30, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2143, loss: 1.2143 +2025-06-30 19:23:12,518 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 2:35:44, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-06-30 19:23:58,327 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 2:34:57, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2173, loss: 1.2173 +2025-06-30 19:24:44,127 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 2:34:11, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1962, loss: 1.1962 +2025-06-30 19:25:29,913 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 2:33:24, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1928, loss: 1.1928 +2025-06-30 19:26:15,693 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 2:32:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2272, loss: 1.2272 +2025-06-30 19:27:01,514 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 2:31:51, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2108, loss: 1.2108 +2025-06-30 19:27:47,282 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 2:31:05, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2027, loss: 1.2027 +2025-06-30 19:28:33,085 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 2:30:19, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1989, loss: 1.1989 +2025-06-30 19:29:18,893 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 2:29:32, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2082, loss: 1.2082 +2025-06-30 19:30:04,691 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 2:28:46, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2209, loss: 1.2209 +2025-06-30 19:30:50,467 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 2:27:59, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2721, loss: 1.2721 +2025-06-30 19:31:36,253 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 2:27:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1876, loss: 1.1876 +2025-06-30 19:32:21,957 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 2:26:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1963, loss: 1.1963 +2025-06-30 19:33:07,781 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 2:25:40, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2509, loss: 1.2509 +2025-06-30 19:33:53,563 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 2:24:53, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2564, loss: 1.2564 +2025-06-30 19:34:39,397 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 2:24:07, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2270, loss: 1.2270 +2025-06-30 19:35:25,145 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 2:23:21, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1869, loss: 1.1869 +2025-06-30 19:36:10,773 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 2:22:34, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1971, loss: 1.1971 +2025-06-30 19:36:56,392 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 2:21:48, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2344, loss: 1.2344 +2025-06-30 19:37:42,027 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 2:21:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2148, loss: 1.2148 +2025-06-30 19:38:27,857 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 2:20:15, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2021, loss: 1.2021 +2025-06-30 19:39:13,972 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 2:19:28, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2372, loss: 1.2372 +2025-06-30 19:40:00,008 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 2:18:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2287, loss: 1.2287 +2025-06-30 19:40:45,835 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 2:17:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1967, loss: 1.1967 +2025-06-30 19:41:31,589 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 2:17:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2286, loss: 1.2286 +2025-06-30 19:42:17,443 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 2:16:23, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2443, loss: 1.2443 +2025-06-30 19:43:03,125 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 2:15:36, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2569, loss: 1.2569 +2025-06-30 19:43:48,775 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 2:14:50, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2141, loss: 1.2141 +2025-06-30 19:44:34,510 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 2:14:03, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2661, loss: 1.2661 +2025-06-30 19:45:20,217 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 2:13:17, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2204, loss: 1.2204 +2025-06-30 19:46:05,897 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 2:12:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2223, loss: 1.2223 +2025-06-30 19:46:51,569 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 2:11:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2551, loss: 1.2551 +2025-06-30 19:46:54,228 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-06-30 20:06:35,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:06:36,470 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9780 +2025-06-30 20:06:36,529 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_142.pth was removed +2025-06-30 20:06:37,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-06-30 20:06:37,604 - pyskl - INFO - Best top1_acc is 0.8960 at 145 epoch. +2025-06-30 20:06:37,628 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8960, top5_acc: 0.9780 +2025-06-30 20:07:46,568 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 2:10:56, time: 0.689, data_time: 0.228, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2354, loss: 1.2354 +2025-06-30 20:08:32,803 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 2:10:10, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2277, loss: 1.2277 +2025-06-30 20:09:19,182 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 2:09:23, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2242, loss: 1.2242 +2025-06-30 20:10:05,324 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 2:08:37, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2101, loss: 1.2101 +2025-06-30 20:10:51,291 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 2:07:50, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1998, loss: 1.1998 +2025-06-30 20:11:37,278 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 2:07:04, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2090, loss: 1.2090 +2025-06-30 20:12:23,516 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 2:06:17, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2348, loss: 1.2348 +2025-06-30 20:13:09,706 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 2:05:31, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2137, loss: 1.2137 +2025-06-30 20:13:56,002 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 2:04:45, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2309, loss: 1.2309 +2025-06-30 20:14:42,185 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 2:03:58, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1851, loss: 1.1851 +2025-06-30 20:15:28,248 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 2:03:12, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2178, loss: 1.2178 +2025-06-30 20:16:14,356 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 2:02:25, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-06-30 20:17:00,673 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 2:01:39, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1919, loss: 1.1919 +2025-06-30 20:17:47,023 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 2:00:52, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2174, loss: 1.2174 +2025-06-30 20:18:33,232 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 2:00:06, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2088, loss: 1.2088 +2025-06-30 20:19:19,555 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:59:20, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1908, loss: 1.1908 +2025-06-30 20:20:05,952 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:58:33, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2177, loss: 1.2177 +2025-06-30 20:20:52,076 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:57:47, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2489, loss: 1.2489 +2025-06-30 20:21:38,515 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:57:00, time: 0.464, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2227, loss: 1.2227 +2025-06-30 20:22:24,744 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:56:14, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2169, loss: 1.2169 +2025-06-30 20:23:10,884 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:55:27, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2012, loss: 1.2012 +2025-06-30 20:23:57,110 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:54:41, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1863, loss: 1.1863 +2025-06-30 20:24:43,255 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:53:55, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2219, loss: 1.2219 +2025-06-30 20:25:29,304 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:53:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2398, loss: 1.2398 +2025-06-30 20:26:15,526 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:52:22, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2045, loss: 1.2045 +2025-06-30 20:27:01,608 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:51:35, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1761, loss: 1.1761 +2025-06-30 20:27:47,719 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:50:49, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2114, loss: 1.2114 +2025-06-30 20:28:33,737 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:50:02, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2057, loss: 1.2057 +2025-06-30 20:29:19,752 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:49:16, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1729, loss: 1.1729 +2025-06-30 20:30:05,849 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:48:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2175, loss: 1.2175 +2025-06-30 20:30:52,049 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:47:43, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2528, loss: 1.2528 +2025-06-30 20:31:38,176 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:46:57, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2143, loss: 1.2143 +2025-06-30 20:32:24,302 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:46:10, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1837, loss: 1.1837 +2025-06-30 20:33:10,452 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 1:45:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1853, loss: 1.1853 +2025-06-30 20:33:13,097 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-06-30 20:37:25,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 20:37:25,674 - pyskl - INFO - +top1_acc 0.8954 +top5_acc 0.9778 +2025-06-30 20:37:25,696 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8954, top5_acc: 0.9778 +2025-06-30 20:38:34,670 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 1:44:36, time: 0.690, data_time: 0.230, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1970, loss: 1.1970 +2025-06-30 20:39:20,629 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 1:43:49, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1896, loss: 1.1896 +2025-06-30 20:40:06,664 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 1:43:03, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2335, loss: 1.2335 +2025-06-30 20:40:52,722 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 1:42:16, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1793, loss: 1.1793 +2025-06-30 20:41:38,802 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 1:41:30, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2144, loss: 1.2144 +2025-06-30 20:42:25,117 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 1:40:44, time: 0.463, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1990, loss: 1.1990 +2025-06-30 20:43:11,268 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 1:39:57, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2252, loss: 1.2252 +2025-06-30 20:43:57,399 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 1:39:11, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1863, loss: 1.1863 +2025-06-30 20:44:43,528 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 1:38:24, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2169, loss: 1.2169 +2025-06-30 20:45:29,598 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 1:37:38, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1935, loss: 1.1935 +2025-06-30 20:46:15,687 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 1:36:51, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-06-30 20:47:01,774 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 1:36:05, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1991, loss: 1.1991 +2025-06-30 20:47:47,944 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 1:35:19, time: 0.462, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2073, loss: 1.2073 +2025-06-30 20:48:34,059 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 1:34:32, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2145, loss: 1.2145 +2025-06-30 20:49:20,100 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 1:33:46, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2342, loss: 1.2342 +2025-06-30 20:50:06,105 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 1:32:59, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1863, loss: 1.1863 +2025-06-30 20:50:52,153 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 1:32:13, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1662, loss: 1.1662 +2025-06-30 20:51:38,282 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 1:31:26, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2054, loss: 1.2054 +2025-06-30 20:52:24,375 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 1:30:40, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1883, loss: 1.1883 +2025-06-30 20:53:10,414 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 1:29:54, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1608, loss: 1.1608 +2025-06-30 20:53:56,454 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 1:29:07, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2041, loss: 1.2041 +2025-06-30 20:54:42,502 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 1:28:21, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2257, loss: 1.2257 +2025-06-30 20:55:28,605 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 1:27:34, time: 0.461, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1948, loss: 1.1948 +2025-06-30 20:56:14,614 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 1:26:48, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2153, loss: 1.2153 +2025-06-30 20:57:00,636 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 1:26:01, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2353, loss: 1.2353 +2025-06-30 20:57:46,632 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 1:25:15, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1875, loss: 1.1875 +2025-06-30 20:58:32,612 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 1:24:29, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2070, loss: 1.2070 +2025-06-30 20:59:18,570 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 1:23:42, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2015, loss: 1.2015 +2025-06-30 21:00:04,457 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 1:22:56, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1889, loss: 1.1889 +2025-06-30 21:00:50,338 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 1:22:09, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2374, loss: 1.2374 +2025-06-30 21:01:36,365 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 1:21:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2007, loss: 1.2007 +2025-06-30 21:02:22,288 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 1:20:36, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2013, loss: 1.2013 +2025-06-30 21:03:08,082 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 1:19:50, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1972, loss: 1.1972 +2025-06-30 21:03:53,803 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 1:19:04, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2037, loss: 1.2037 +2025-06-30 21:03:56,398 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-06-30 21:08:10,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 21:08:11,065 - pyskl - INFO - +top1_acc 0.8961 +top5_acc 0.9780 +2025-06-30 21:08:11,123 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_145.pth was removed +2025-06-30 21:08:12,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2025-06-30 21:08:12,157 - pyskl - INFO - Best top1_acc is 0.8961 at 147 epoch. +2025-06-30 21:08:12,176 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8961, top5_acc: 0.9780 +2025-06-30 21:09:21,087 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 1:18:15, time: 0.689, data_time: 0.232, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2065, loss: 1.2065 +2025-06-30 21:10:06,797 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 1:17:29, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2423, loss: 1.2423 +2025-06-30 21:10:52,548 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 1:16:42, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2220, loss: 1.2220 +2025-06-30 21:11:38,299 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 1:15:56, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2035, loss: 1.2035 +2025-06-30 21:12:24,297 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 1:15:09, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2040, loss: 1.2040 +2025-06-30 21:13:10,344 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 1:14:23, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2079, loss: 1.2079 +2025-06-30 21:13:56,258 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 1:13:37, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1726, loss: 1.1726 +2025-06-30 21:14:42,153 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 1:12:50, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-06-30 21:15:28,090 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 1:12:04, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2180, loss: 1.2180 +2025-06-30 21:16:14,045 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 1:11:17, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1895, loss: 1.1895 +2025-06-30 21:16:59,955 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 1:10:31, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2029, loss: 1.2029 +2025-06-30 21:17:45,829 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 1:09:44, time: 0.459, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1725, loss: 1.1725 +2025-06-30 21:18:31,641 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 1:08:58, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2135, loss: 1.2135 +2025-06-30 21:19:17,440 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 1:08:12, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1933, loss: 1.1933 +2025-06-30 21:20:03,290 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 1:07:25, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2050, loss: 1.2050 +2025-06-30 21:20:49,067 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 1:06:39, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2695, loss: 1.2695 +2025-06-30 21:21:34,796 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 1:05:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2038, loss: 1.2038 +2025-06-30 21:22:20,452 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 1:05:06, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1964, loss: 1.1964 +2025-06-30 21:23:06,106 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 1:04:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2075, loss: 1.2075 +2025-06-30 21:23:51,756 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 1:03:33, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2020, loss: 1.2020 +2025-06-30 21:24:37,367 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 1:02:47, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-06-30 21:25:23,025 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 1:02:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2615, loss: 1.2615 +2025-06-30 21:26:08,795 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 1:01:14, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2392, loss: 1.2392 +2025-06-30 21:26:54,516 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 1:00:27, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1941, loss: 1.1941 +2025-06-30 21:27:40,075 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:59:41, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2450, loss: 1.2450 +2025-06-30 21:28:25,894 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:58:54, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2138, loss: 1.2138 +2025-06-30 21:29:11,878 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:58:08, time: 0.460, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2189, loss: 1.2189 +2025-06-30 21:29:57,639 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:57:22, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2039, loss: 1.2039 +2025-06-30 21:30:43,337 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:56:35, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2480, loss: 1.2480 +2025-06-30 21:31:29,014 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:55:49, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1975, loss: 1.1975 +2025-06-30 21:32:14,712 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:55:02, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1758, loss: 1.1758 +2025-06-30 21:33:00,369 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:54:16, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2184, loss: 1.2184 +2025-06-30 21:33:45,919 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:53:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1855, loss: 1.1855 +2025-06-30 21:34:31,466 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:52:43, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2281, loss: 1.2281 +2025-06-30 21:34:34,131 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-06-30 21:38:49,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 21:38:49,732 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9783 +2025-06-30 21:38:49,790 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_147.pth was removed +2025-06-30 21:38:50,814 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2025-06-30 21:38:50,815 - pyskl - INFO - Best top1_acc is 0.8962 at 148 epoch. +2025-06-30 21:38:50,837 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8962, top5_acc: 0.9783 +2025-06-30 21:39:59,489 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:51:54, time: 0.686, data_time: 0.231, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2042, loss: 1.2042 +2025-06-30 21:40:45,063 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:51:08, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2186, loss: 1.2186 +2025-06-30 21:41:30,675 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:50:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1941, loss: 1.1941 +2025-06-30 21:42:16,301 - pyskl - INFO - Epoch [149][400/3405] lr: 9.718e-06, eta: 0:49:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1965, loss: 1.1965 +2025-06-30 21:43:01,948 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:48:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2102, loss: 1.2102 +2025-06-30 21:43:47,566 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:48:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2237, loss: 1.2237 +2025-06-30 21:44:33,110 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:47:16, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2189, loss: 1.2189 +2025-06-30 21:45:18,567 - pyskl - INFO - Epoch [149][800/3405] lr: 8.543e-06, eta: 0:46:29, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1954, loss: 1.1954 +2025-06-30 21:46:04,197 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:45:43, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2272, loss: 1.2272 +2025-06-30 21:46:49,818 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:44:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2547, loss: 1.2547 +2025-06-30 21:47:35,354 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:44:10, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1749, loss: 1.1749 +2025-06-30 21:48:20,862 - pyskl - INFO - Epoch [149][1200/3405] lr: 7.444e-06, eta: 0:43:24, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1795, loss: 1.1795 +2025-06-30 21:49:06,370 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:42:37, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1518, loss: 1.1518 +2025-06-30 21:49:51,856 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:41:51, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1925, loss: 1.1925 +2025-06-30 21:50:37,383 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:41:04, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2272, loss: 1.2272 +2025-06-30 21:51:22,878 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:40:18, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1566, loss: 1.1566 +2025-06-30 21:52:08,483 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:39:32, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2156, loss: 1.2156 +2025-06-30 21:52:54,137 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:38:45, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2330, loss: 1.2330 +2025-06-30 21:53:39,758 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:37:59, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1883, loss: 1.1883 +2025-06-30 21:54:25,402 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:37:12, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2370, loss: 1.2370 +2025-06-30 21:55:11,060 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:36:26, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2098, loss: 1.2098 +2025-06-30 21:55:56,729 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:35:39, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1865, loss: 1.1865 +2025-06-30 21:56:42,374 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:34:53, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2141, loss: 1.2141 +2025-06-30 21:57:27,972 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:34:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2252, loss: 1.2252 +2025-06-30 21:58:13,612 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:33:20, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1833, loss: 1.1833 +2025-06-30 21:58:59,324 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:32:34, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 +2025-06-30 21:59:45,028 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:31:47, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2304, loss: 1.2304 +2025-06-30 22:00:30,731 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:31:01, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1781, loss: 1.1781 +2025-06-30 22:01:16,436 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:30:14, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2012, loss: 1.2012 +2025-06-30 22:02:02,164 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:29:28, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1663, loss: 1.1663 +2025-06-30 22:02:47,860 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:28:42, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2347, loss: 1.2347 +2025-06-30 22:03:33,557 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:27:55, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2117, loss: 1.2117 +2025-06-30 22:04:19,312 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:27:09, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2299, loss: 1.2299 +2025-06-30 22:05:05,022 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:26:22, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1811, loss: 1.1811 +2025-06-30 22:05:07,602 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-06-30 22:09:22,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 22:09:23,467 - pyskl - INFO - +top1_acc 0.8967 +top5_acc 0.9784 +2025-06-30 22:09:23,527 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_148.pth was removed +2025-06-30 22:09:24,552 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2025-06-30 22:09:24,554 - pyskl - INFO - Best top1_acc is 0.8967 at 149 epoch. +2025-06-30 22:09:24,574 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8967, top5_acc: 0.9784 +2025-06-30 22:10:33,467 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:25:34, time: 0.689, data_time: 0.234, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1945, loss: 1.1945 +2025-06-30 22:11:19,014 - pyskl - INFO - Epoch [150][200/3405] lr: 2.430e-06, eta: 0:24:47, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2228, loss: 1.2228 +2025-06-30 22:12:04,570 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:24:01, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1956, loss: 1.1956 +2025-06-30 22:12:50,139 - pyskl - INFO - Epoch [150][400/3405] lr: 2.137e-06, eta: 0:23:14, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2190, loss: 1.2190 +2025-06-30 22:13:35,706 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:22:28, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2119, loss: 1.2119 +2025-06-30 22:14:21,304 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:21:42, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2030, loss: 1.2030 +2025-06-30 22:15:06,850 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:20:55, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1837, loss: 1.1837 +2025-06-30 22:15:52,395 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:20:09, time: 0.455, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-06-30 22:16:38,020 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:19:22, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1820, loss: 1.1820 +2025-06-30 22:17:23,584 - pyskl - INFO - Epoch [150][1000/3405] lr: 1.369e-06, eta: 0:18:36, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1907, loss: 1.1907 +2025-06-30 22:18:09,141 - pyskl - INFO - Epoch [150][1100/3405] lr: 1.257e-06, eta: 0:17:49, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1943, loss: 1.1943 +2025-06-30 22:18:54,755 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:17:03, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2371, loss: 1.2371 +2025-06-30 22:19:40,402 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:16:17, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1981, loss: 1.1981 +2025-06-30 22:20:26,088 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:15:30, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1953, loss: 1.1953 +2025-06-30 22:21:11,741 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:14:44, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1969, loss: 1.1969 +2025-06-30 22:21:57,315 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:13:57, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1901, loss: 1.1901 +2025-06-30 22:22:42,978 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:13:11, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2188, loss: 1.2188 +2025-06-30 22:23:28,663 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:12:25, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1623, loss: 1.1623 +2025-06-30 22:24:14,424 - pyskl - INFO - Epoch [150][1900/3405] lr: 5.363e-07, eta: 0:11:38, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2102, loss: 1.2102 +2025-06-30 22:25:00,117 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:10:52, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2167, loss: 1.2167 +2025-06-30 22:25:45,820 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:10:05, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1770, loss: 1.1770 +2025-06-30 22:26:31,497 - pyskl - INFO - Epoch [150][2200/3405] lr: 3.439e-07, eta: 0:09:19, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2002, loss: 1.2002 +2025-06-30 22:27:17,150 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:08:32, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1973, loss: 1.1973 +2025-06-30 22:28:02,838 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:07:46, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1701, loss: 1.1701 +2025-06-30 22:28:48,564 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:07:00, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2140, loss: 1.2140 +2025-06-30 22:29:34,332 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:06:13, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2229, loss: 1.2229 +2025-06-30 22:30:19,973 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:05:27, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2126, loss: 1.2126 +2025-06-30 22:31:05,590 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:04:40, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1899, loss: 1.1899 +2025-06-30 22:31:51,306 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:03:54, time: 0.457, data_time: 0.000, memory: 13268, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2367, loss: 1.2367 +2025-06-30 22:32:36,938 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:03:07, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-06-30 22:33:22,581 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:02:21, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2085, loss: 1.2085 +2025-06-30 22:34:08,197 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:01:35, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2143, loss: 1.2143 +2025-06-30 22:34:53,955 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:48, time: 0.458, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2103, loss: 1.2103 +2025-06-30 22:35:39,544 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:02, time: 0.456, data_time: 0.000, memory: 13268, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.2253, loss: 1.2253 +2025-06-30 22:35:42,097 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-06-30 22:39:52,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-06-30 22:39:53,002 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9729 +2025-06-30 22:39:53,022 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8903, top5_acc: 0.9729 +2025-06-30 22:40:04,680 - pyskl - INFO - 59477 videos remain after valid thresholding +2025-06-30 23:14:48,617 - pyskl - INFO - Testing results of the last checkpoint +2025-06-30 23:14:48,617 - pyskl - INFO - top1_acc: 0.8926 +2025-06-30 23:14:48,618 - pyskl - INFO - top5_acc: 0.9749 +2025-06-30 23:14:48,618 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu120_xset/k_2/best_top1_acc_epoch_149.pth +2025-06-30 23:49:37,972 - pyskl - INFO - Testing results of the best checkpoint +2025-06-30 23:49:37,972 - pyskl - INFO - top1_acc: 0.8985 +2025-06-30 23:49:37,972 - pyskl - INFO - top5_acc: 0.9797