diff --git "a/ntu60_xsub/j_2/20250525_201954.log" "b/ntu60_xsub/j_2/20250525_201954.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/j_2/20250525_201954.log" @@ -0,0 +1,4965 @@ +2025-05-25 20:19:55,012 - 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+ +------------------------------------------------------------ + +2025-05-25 20:19:55,374 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/j_2' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module_LLM', + llm_model='gpt4o', + llm_modality='j', + num_classes=60, + 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=60, + in_channels=384, + work_dir='./work_dirs/ntu60_xsub/j_2', + interval_epoch=5, + weight_1=0.2, + weight_2=0.5)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, 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) + +2025-05-25 20:19:55,374 - pyskl - INFO - Set random seed to 686694126, deterministic: False +2025-05-25 20:20:04,419 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-25 20:20:09,752 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-25 20:20:09,776 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2 +2025-05-25 20:20:09,776 - 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 + -------------------- +2025-05-25 20:20:09,776 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-25 20:20:09,776 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2 by HardDiskBackend. +2025-05-25 20:21:13,989 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 19:01:36, time: 0.642, data_time: 0.206, memory: 13125, top1_acc: 0.0300, top5_acc: 0.1575, loss_cls: 11.0528, loss: 11.0528 +2025-05-25 20:21:56,642 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 7:45:39, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.0700, top5_acc: 0.2281, loss_cls: 9.6441, loss: 9.6441 +2025-05-25 20:22:39,403 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 4:02:06, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0688, top5_acc: 0.2863, loss_cls: 9.2431, loss: 9.2431 +2025-05-25 20:23:22,253 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 2:11:22, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0825, top5_acc: 0.3456, loss_cls: 8.9329, loss: 8.9329 +2025-05-25 20:24:05,082 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:04:23, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.0988, top5_acc: 0.4056, loss_cls: 8.6049, loss: 8.6049 +2025-05-25 20:24:47,770 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 0:18:01, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1537, top5_acc: 0.4619, loss_cls: 8.3890, loss: 8.3890 +2025-05-25 20:25:30,387 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 23:44:03, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.1394, top5_acc: 0.4700, loss_cls: 8.1809, loss: 8.1809 +2025-05-25 20:26:13,099 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 23:19:09, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.1806, top5_acc: 0.5088, loss_cls: 7.9560, loss: 7.9560 +2025-05-25 20:26:55,783 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 22:59:26, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2106, top5_acc: 0.5444, loss_cls: 7.8686, loss: 7.8686 +2025-05-25 20:27:38,483 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 22:43:37, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2081, top5_acc: 0.5569, loss_cls: 7.7511, loss: 7.7511 +2025-05-25 20:28:21,126 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 22:30:13, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.2162, top5_acc: 0.5988, loss_cls: 7.5772, loss: 7.5772 +2025-05-25 20:29:03,830 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 22:19:15, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2425, top5_acc: 0.6075, loss_cls: 7.4934, loss: 7.4934 +2025-05-25 20:29:46,606 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:10:12, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.2475, top5_acc: 0.6144, loss_cls: 7.3892, loss: 7.3892 +2025-05-25 20:30:29,326 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:02:06, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.2781, top5_acc: 0.6594, loss_cls: 7.3106, loss: 7.3106 +2025-05-25 20:31:12,039 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 21:54:58, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3169, top5_acc: 0.6987, loss_cls: 6.9025, loss: 6.9025 +2025-05-25 20:31:54,687 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 21:48:22, time: 0.426, data_time: 0.000, memory: 13125, top1_acc: 0.2963, top5_acc: 0.6900, loss_cls: 7.0202, loss: 7.0202 +2025-05-25 20:32:37,466 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 21:42:57, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3075, top5_acc: 0.7000, loss_cls: 6.9491, loss: 6.9491 +2025-05-25 20:33:20,215 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 21:37:57, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3356, top5_acc: 0.7163, loss_cls: 6.8211, loss: 6.8211 +2025-05-25 20:34:03,012 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 21:33:33, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3406, top5_acc: 0.7294, loss_cls: 6.6526, loss: 6.6526 +2025-05-25 20:34:45,691 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 21:29:09, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3444, top5_acc: 0.7388, loss_cls: 6.7373, loss: 6.7373 +2025-05-25 20:35:28,378 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 21:25:08, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3544, top5_acc: 0.7506, loss_cls: 6.5903, loss: 6.5903 +2025-05-25 20:36:11,045 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 21:21:22, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3700, top5_acc: 0.7694, loss_cls: 6.4959, loss: 6.4959 +2025-05-25 20:36:53,817 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:18:08, time: 0.428, data_time: 0.000, memory: 13125, top1_acc: 0.3887, top5_acc: 0.7812, loss_cls: 6.3646, loss: 6.3646 +2025-05-25 20:37:36,530 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:14:58, time: 0.427, data_time: 0.000, memory: 13125, top1_acc: 0.3969, top5_acc: 0.7706, loss_cls: 6.3618, loss: 6.3618 +2025-05-25 20:38:19,503 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:12:39, time: 0.430, data_time: 0.000, memory: 13125, top1_acc: 0.4194, top5_acc: 0.8113, loss_cls: 6.1866, loss: 6.1866 +2025-05-25 20:38:22,616 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-25 20:39:38,018 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:39:38,086 - pyskl - INFO - +top1_acc 0.4452 +top5_acc 0.8371 +2025-05-25 20:39:39,062 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-25 20:39:39,063 - pyskl - INFO - Best top1_acc is 0.4452 at 1 epoch. +2025-05-25 20:39:39,066 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4452, top5_acc: 0.8371 +2025-05-25 20:40:42,762 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 21:53:38, time: 0.637, data_time: 0.207, memory: 13126, top1_acc: 0.4437, top5_acc: 0.8194, loss_cls: 6.0674, loss: 6.0674 +2025-05-25 20:41:25,593 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 21:49:36, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4375, top5_acc: 0.7981, loss_cls: 6.1520, loss: 6.1520 +2025-05-25 20:42:08,277 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 21:45:30, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.4412, top5_acc: 0.7956, loss_cls: 6.1164, loss: 6.1164 +2025-05-25 20:42:51,057 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 21:41:49, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4719, top5_acc: 0.8363, loss_cls: 5.8496, loss: 5.8496 +2025-05-25 20:43:33,853 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 21:38:23, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4612, top5_acc: 0.8369, loss_cls: 5.9334, loss: 5.9334 +2025-05-25 20:44:16,696 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 21:35:12, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4775, top5_acc: 0.8344, loss_cls: 5.7922, loss: 5.7922 +2025-05-25 20:44:59,499 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 21:32:07, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4806, top5_acc: 0.8644, loss_cls: 5.7072, loss: 5.7072 +2025-05-25 20:45:42,357 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 21:29:16, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5119, top5_acc: 0.8731, loss_cls: 5.6234, loss: 5.6234 +2025-05-25 20:46:25,116 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 21:26:21, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4844, top5_acc: 0.8462, loss_cls: 5.7318, loss: 5.7318 +2025-05-25 20:47:07,961 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 21:23:44, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.4963, top5_acc: 0.8675, loss_cls: 5.4655, loss: 5.4655 +2025-05-25 20:47:50,661 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 21:20:57, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5194, top5_acc: 0.8706, loss_cls: 5.5373, loss: 5.5373 +2025-05-25 20:48:33,462 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:18:28, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5069, top5_acc: 0.8638, loss_cls: 5.5242, loss: 5.5242 +2025-05-25 20:49:16,237 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:16:02, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5400, top5_acc: 0.8838, loss_cls: 5.3894, loss: 5.3894 +2025-05-25 20:49:59,201 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:13:59, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.5400, top5_acc: 0.8662, loss_cls: 5.4665, loss: 5.4665 +2025-05-25 20:50:42,133 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:11:57, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5375, top5_acc: 0.8756, loss_cls: 5.3540, loss: 5.3540 +2025-05-25 20:51:25,038 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:09:56, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5656, top5_acc: 0.8931, loss_cls: 5.1308, loss: 5.1308 +2025-05-25 20:52:07,818 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:07:48, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5669, top5_acc: 0.8769, loss_cls: 5.1868, loss: 5.1868 +2025-05-25 20:52:50,488 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:05:34, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5787, top5_acc: 0.9081, loss_cls: 5.1354, loss: 5.1354 +2025-05-25 20:53:33,296 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:03:37, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5694, top5_acc: 0.8938, loss_cls: 5.2328, loss: 5.2328 +2025-05-25 20:54:15,971 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:01:31, time: 0.427, data_time: 0.000, memory: 13126, top1_acc: 0.5913, top5_acc: 0.8981, loss_cls: 5.1281, loss: 5.1281 +2025-05-25 20:54:58,817 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 20:59:43, time: 0.428, data_time: 0.000, memory: 13126, top1_acc: 0.5881, top5_acc: 0.8931, loss_cls: 5.0752, loss: 5.0752 +2025-05-25 20:55:41,696 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 20:58:01, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.6006, top5_acc: 0.9000, loss_cls: 5.0197, loss: 5.0197 +2025-05-25 20:56:24,848 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 20:56:42, time: 0.432, data_time: 0.000, memory: 13126, top1_acc: 0.5994, top5_acc: 0.9237, loss_cls: 4.9124, loss: 4.9124 +2025-05-25 20:57:07,873 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 20:55:14, time: 0.430, data_time: 0.000, memory: 13126, top1_acc: 0.6075, top5_acc: 0.8938, loss_cls: 5.0368, loss: 5.0368 +2025-05-25 20:57:50,823 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 20:53:43, time: 0.429, data_time: 0.000, memory: 13126, top1_acc: 0.5906, top5_acc: 0.9131, loss_cls: 4.9531, loss: 4.9531 +2025-05-25 20:57:53,924 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-25 20:59:09,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:59:09,422 - pyskl - INFO - +top1_acc 0.6194 +top5_acc 0.9080 +2025-05-25 20:59:09,476 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_1.pth was removed +2025-05-25 20:59:10,532 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-25 20:59:10,533 - pyskl - INFO - Best top1_acc is 0.6194 at 2 epoch. +2025-05-25 20:59:10,535 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.6194, top5_acc: 0.9080 +2025-05-25 21:00:13,779 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:13:34, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.6306, top5_acc: 0.9113, loss_cls: 4.8233, loss: 4.8233 +2025-05-25 21:00:56,589 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:11:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6319, top5_acc: 0.9175, loss_cls: 4.7516, loss: 4.7516 +2025-05-25 21:01:39,423 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:09:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6362, top5_acc: 0.9187, loss_cls: 4.7762, loss: 4.7762 +2025-05-25 21:02:22,322 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:07:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6362, top5_acc: 0.9331, loss_cls: 4.7068, loss: 4.7068 +2025-05-25 21:03:05,270 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:05:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6144, top5_acc: 0.9187, loss_cls: 4.8367, loss: 4.8367 +2025-05-25 21:03:48,147 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:04:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6212, top5_acc: 0.9175, loss_cls: 4.7359, loss: 4.7359 +2025-05-25 21:04:31,245 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:02:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6388, top5_acc: 0.9219, loss_cls: 4.6494, loss: 4.6494 +2025-05-25 21:05:14,185 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:01:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9237, loss_cls: 4.5388, loss: 4.5388 +2025-05-25 21:05:57,014 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 20:59:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9181, loss_cls: 4.6903, loss: 4.6903 +2025-05-25 21:06:39,990 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 20:57:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6644, top5_acc: 0.9313, loss_cls: 4.5814, loss: 4.5814 +2025-05-25 21:07:22,930 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 20:56:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9344, loss_cls: 4.4826, loss: 4.4826 +2025-05-25 21:08:05,851 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 20:54:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6731, top5_acc: 0.9256, loss_cls: 4.5107, loss: 4.5107 +2025-05-25 21:08:48,723 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 20:53:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6681, top5_acc: 0.9344, loss_cls: 4.5728, loss: 4.5728 +2025-05-25 21:09:31,477 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 20:51:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6450, top5_acc: 0.9187, loss_cls: 4.6634, loss: 4.6634 +2025-05-25 21:10:14,215 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 20:49:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6531, top5_acc: 0.9275, loss_cls: 4.5267, loss: 4.5267 +2025-05-25 21:10:57,049 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 20:48:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9219, loss_cls: 4.5825, loss: 4.5825 +2025-05-25 21:11:39,811 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 20:46:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6512, top5_acc: 0.9350, loss_cls: 4.5219, loss: 4.5219 +2025-05-25 21:12:22,671 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 20:45:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9319, loss_cls: 4.3446, loss: 4.3446 +2025-05-25 21:13:05,727 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 20:43:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.6388, top5_acc: 0.9269, loss_cls: 4.5799, loss: 4.5799 +2025-05-25 21:13:48,573 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 20:42:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6544, top5_acc: 0.9400, loss_cls: 4.4959, loss: 4.4959 +2025-05-25 21:14:31,342 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 20:41:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6719, top5_acc: 0.9356, loss_cls: 4.4804, loss: 4.4804 +2025-05-25 21:15:14,113 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 20:39:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6587, top5_acc: 0.9337, loss_cls: 4.4234, loss: 4.4234 +2025-05-25 21:15:56,878 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 20:38:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6594, top5_acc: 0.9200, loss_cls: 4.5815, loss: 4.5815 +2025-05-25 21:16:39,675 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 20:36:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6725, top5_acc: 0.9381, loss_cls: 4.4179, loss: 4.4179 +2025-05-25 21:17:22,690 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 20:35:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9306, loss_cls: 4.2817, loss: 4.2817 +2025-05-25 21:17:25,776 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-25 21:18:41,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:18:41,257 - pyskl - INFO - +top1_acc 0.6737 +top5_acc 0.9252 +2025-05-25 21:18:41,315 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_2.pth was removed +2025-05-25 21:18:42,358 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-25 21:18:42,359 - pyskl - INFO - Best top1_acc is 0.6737 at 3 epoch. +2025-05-25 21:18:42,361 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6737, top5_acc: 0.9252 +2025-05-25 21:19:46,000 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 20:48:53, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.6831, top5_acc: 0.9363, loss_cls: 4.3275, loss: 4.3275 +2025-05-25 21:20:29,017 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 20:47:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9431, loss_cls: 4.2956, loss: 4.2956 +2025-05-25 21:21:11,702 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 20:45:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6975, top5_acc: 0.9356, loss_cls: 4.2456, loss: 4.2456 +2025-05-25 21:21:54,469 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 20:44:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9469, loss_cls: 4.3525, loss: 4.3525 +2025-05-25 21:22:37,223 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 20:42:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6863, top5_acc: 0.9450, loss_cls: 4.2756, loss: 4.2756 +2025-05-25 21:23:20,074 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 20:41:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.6987, top5_acc: 0.9506, loss_cls: 4.1077, loss: 4.1077 +2025-05-25 21:24:02,843 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 20:40:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6881, top5_acc: 0.9356, loss_cls: 4.2600, loss: 4.2600 +2025-05-25 21:24:45,578 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 20:38:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9463, loss_cls: 4.1531, loss: 4.1531 +2025-05-25 21:25:28,365 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 20:37:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9375, loss_cls: 4.1841, loss: 4.1841 +2025-05-25 21:26:11,130 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 20:35:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.6956, top5_acc: 0.9500, loss_cls: 4.1489, loss: 4.1489 +2025-05-25 21:26:53,823 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 20:34:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7006, top5_acc: 0.9350, loss_cls: 4.2237, loss: 4.2237 +2025-05-25 21:27:36,563 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 20:32:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.6900, top5_acc: 0.9350, loss_cls: 4.2358, loss: 4.2358 +2025-05-25 21:28:19,261 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 20:31:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7087, top5_acc: 0.9431, loss_cls: 4.1403, loss: 4.1403 +2025-05-25 21:29:01,947 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 20:30:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 4.0679, loss: 4.0679 +2025-05-25 21:29:44,566 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 20:28:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 4.1895, loss: 4.1895 +2025-05-25 21:30:27,242 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 20:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9494, loss_cls: 4.1224, loss: 4.1224 +2025-05-25 21:31:09,837 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 20:25:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7069, top5_acc: 0.9419, loss_cls: 4.2456, loss: 4.2456 +2025-05-25 21:31:52,610 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 20:24:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9456, loss_cls: 4.0414, loss: 4.0414 +2025-05-25 21:32:35,402 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:23:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7269, top5_acc: 0.9550, loss_cls: 4.0358, loss: 4.0358 +2025-05-25 21:33:18,232 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:22:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9563, loss_cls: 4.0849, loss: 4.0849 +2025-05-25 21:34:00,995 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:20:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7000, top5_acc: 0.9413, loss_cls: 4.0587, loss: 4.0587 +2025-05-25 21:34:43,613 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:19:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9537, loss_cls: 4.0792, loss: 4.0792 +2025-05-25 21:35:26,583 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:18:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9437, loss_cls: 4.2064, loss: 4.2064 +2025-05-25 21:36:09,754 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:17:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9444, loss_cls: 4.1158, loss: 4.1158 +2025-05-25 21:36:52,711 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:16:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9500, loss_cls: 3.9905, loss: 3.9905 +2025-05-25 21:36:55,773 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-25 21:38:11,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:38:11,254 - pyskl - INFO - +top1_acc 0.7000 +top5_acc 0.9372 +2025-05-25 21:38:11,312 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_3.pth was removed +2025-05-25 21:38:12,360 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-25 21:38:12,361 - pyskl - INFO - Best top1_acc is 0.7000 at 4 epoch. +2025-05-25 21:38:12,364 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.7000, top5_acc: 0.9372 +2025-05-25 21:39:15,374 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 20:25:43, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9531, loss_cls: 4.0179, loss: 4.0179 +2025-05-25 21:39:58,087 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 20:24:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9456, loss_cls: 4.0604, loss: 4.0604 +2025-05-25 21:40:40,852 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 20:23:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7325, top5_acc: 0.9513, loss_cls: 3.9345, loss: 3.9345 +2025-05-25 21:41:23,589 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:21:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7175, top5_acc: 0.9531, loss_cls: 3.9424, loss: 3.9424 +2025-05-25 21:42:06,343 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:20:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7200, top5_acc: 0.9525, loss_cls: 4.1784, loss: 4.1784 +2025-05-25 21:42:49,112 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:19:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7037, top5_acc: 0.9381, loss_cls: 4.1022, loss: 4.1022 +2025-05-25 21:43:31,911 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:18:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 4.1260, loss: 4.1260 +2025-05-25 21:44:14,719 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:16:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7300, top5_acc: 0.9563, loss_cls: 3.9449, loss: 3.9449 +2025-05-25 21:44:57,641 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:15:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9513, loss_cls: 4.0176, loss: 4.0176 +2025-05-25 21:45:40,385 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:14:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9594, loss_cls: 3.8772, loss: 3.8772 +2025-05-25 21:46:23,100 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:13:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7288, top5_acc: 0.9463, loss_cls: 4.0280, loss: 4.0280 +2025-05-25 21:47:05,818 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:11:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9469, loss_cls: 3.9058, loss: 3.9058 +2025-05-25 21:47:48,472 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:10:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 3.9494, loss: 3.9494 +2025-05-25 21:48:31,185 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:09:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 3.8779, loss: 3.8779 +2025-05-25 21:49:13,882 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:08:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 3.8555, loss: 3.8555 +2025-05-25 21:49:56,665 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:07:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7250, top5_acc: 0.9594, loss_cls: 3.8824, loss: 3.8824 +2025-05-25 21:50:39,440 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:05:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7212, top5_acc: 0.9569, loss_cls: 3.8860, loss: 3.8860 +2025-05-25 21:51:22,130 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:04:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 3.9189, loss: 3.9189 +2025-05-25 21:52:04,759 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:03:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9575, loss_cls: 3.9982, loss: 3.9982 +2025-05-25 21:52:47,489 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:02:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9569, loss_cls: 3.8547, loss: 3.8547 +2025-05-25 21:53:30,189 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:01:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9600, loss_cls: 3.8558, loss: 3.8558 +2025-05-25 21:54:12,857 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:00:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7306, top5_acc: 0.9600, loss_cls: 3.7727, loss: 3.7727 +2025-05-25 21:54:55,637 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 19:58:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 3.8075, loss: 3.8075 +2025-05-25 21:55:38,353 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 19:57:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7388, top5_acc: 0.9469, loss_cls: 3.9957, loss: 3.9957 +2025-05-25 21:56:21,063 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 19:56:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9600, loss_cls: 3.8329, loss: 3.8329 +2025-05-25 21:56:24,044 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-25 22:05:01,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:05:01,644 - pyskl - INFO - +top1_acc 0.7411 +top5_acc 0.9478 +2025-05-25 22:05:01,705 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_4.pth was removed +2025-05-25 22:05:02,770 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-25 22:05:02,771 - pyskl - INFO - Best top1_acc is 0.7411 at 5 epoch. +2025-05-25 22:05:02,774 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7411, top5_acc: 0.9478 +2025-05-25 22:06:06,526 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:04:24, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 3.8915, loss: 3.8915 +2025-05-25 22:06:49,294 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:03:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9531, loss_cls: 3.9005, loss: 3.9005 +2025-05-25 22:07:32,006 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:02:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9519, loss_cls: 3.9576, loss: 3.9576 +2025-05-25 22:08:14,797 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:00:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 3.7591, loss: 3.7591 +2025-05-25 22:08:57,461 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 19:59:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 3.8101, loss: 3.8101 +2025-05-25 22:09:40,228 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 19:58:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9681, loss_cls: 3.7598, loss: 3.7598 +2025-05-25 22:10:22,993 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 19:57:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7375, top5_acc: 0.9563, loss_cls: 3.8096, loss: 3.8096 +2025-05-25 22:11:05,781 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 19:56:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9600, loss_cls: 3.7965, loss: 3.7965 +2025-05-25 22:11:48,566 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 19:55:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 3.7717, loss: 3.7717 +2025-05-25 22:12:31,342 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 19:54:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 3.7795, loss: 3.7795 +2025-05-25 22:13:14,243 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 19:53:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 3.7471, loss: 3.7471 +2025-05-25 22:13:57,102 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 19:52:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7512, top5_acc: 0.9600, loss_cls: 3.7699, loss: 3.7699 +2025-05-25 22:14:39,902 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 19:50:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9644, loss_cls: 3.7281, loss: 3.7281 +2025-05-25 22:15:22,654 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 19:49:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 3.8647, loss: 3.8647 +2025-05-25 22:16:05,394 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 19:48:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 3.7440, loss: 3.7440 +2025-05-25 22:16:48,113 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 19:47:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7531, top5_acc: 0.9500, loss_cls: 3.7790, loss: 3.7790 +2025-05-25 22:17:30,876 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 19:46:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 3.6656, loss: 3.6656 +2025-05-25 22:18:13,734 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 19:45:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 3.8639, loss: 3.8639 +2025-05-25 22:18:56,502 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 19:44:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9619, loss_cls: 3.7463, loss: 3.7463 +2025-05-25 22:19:39,117 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 19:43:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 3.7070, loss: 3.7070 +2025-05-25 22:20:21,869 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 19:42:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9537, loss_cls: 3.9339, loss: 3.9339 +2025-05-25 22:21:04,665 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 19:41:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 3.7276, loss: 3.7276 +2025-05-25 22:21:47,463 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 19:40:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9587, loss_cls: 3.7923, loss: 3.7923 +2025-05-25 22:22:30,322 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 19:39:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9569, loss_cls: 3.8356, loss: 3.8356 +2025-05-25 22:23:13,109 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 19:38:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 3.6411, loss: 3.6411 +2025-05-25 22:23:16,191 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-25 22:24:31,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:24:31,572 - pyskl - INFO - +top1_acc 0.7470 +top5_acc 0.9563 +2025-05-25 22:24:31,627 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_5.pth was removed +2025-05-25 22:24:32,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2025-05-25 22:24:32,656 - pyskl - INFO - Best top1_acc is 0.7470 at 6 epoch. +2025-05-25 22:24:32,658 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7470, top5_acc: 0.9563 +2025-05-25 22:25:35,645 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 19:44:10, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 3.5950, loss: 3.5950 +2025-05-25 22:26:18,327 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 19:43:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 3.8069, loss: 3.8069 +2025-05-25 22:27:01,054 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 19:41:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7438, top5_acc: 0.9613, loss_cls: 3.7864, loss: 3.7864 +2025-05-25 22:27:43,738 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 19:40:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9587, loss_cls: 3.7640, loss: 3.7640 +2025-05-25 22:28:26,437 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 19:39:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 3.6256, loss: 3.6256 +2025-05-25 22:29:09,154 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 19:38:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 3.6891, loss: 3.6891 +2025-05-25 22:29:51,853 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 19:37:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 3.4744, loss: 3.4744 +2025-05-25 22:30:34,576 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 19:36:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 3.6303, loss: 3.6303 +2025-05-25 22:31:17,314 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 19:35:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 3.7472, loss: 3.7472 +2025-05-25 22:32:00,017 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 19:34:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9637, loss_cls: 3.7455, loss: 3.7455 +2025-05-25 22:32:42,701 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 19:33:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 3.6650, loss: 3.6650 +2025-05-25 22:33:25,426 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 19:32:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 3.7146, loss: 3.7146 +2025-05-25 22:34:08,156 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 19:31:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7638, top5_acc: 0.9675, loss_cls: 3.7334, loss: 3.7334 +2025-05-25 22:34:50,933 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 19:30:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9663, loss_cls: 3.6778, loss: 3.6778 +2025-05-25 22:35:33,642 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 19:29:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 3.7079, loss: 3.7079 +2025-05-25 22:36:16,405 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 19:28:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7625, top5_acc: 0.9513, loss_cls: 3.7834, loss: 3.7834 +2025-05-25 22:36:59,112 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 19:27:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 3.6322, loss: 3.6322 +2025-05-25 22:37:41,870 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 19:26:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9656, loss_cls: 3.4848, loss: 3.4848 +2025-05-25 22:38:24,577 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 19:25:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9688, loss_cls: 3.6354, loss: 3.6354 +2025-05-25 22:39:07,257 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 19:24:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9712, loss_cls: 3.4205, loss: 3.4205 +2025-05-25 22:39:49,986 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 19:23:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 3.6687, loss: 3.6687 +2025-05-25 22:40:32,865 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:22:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 3.7313, loss: 3.7313 +2025-05-25 22:41:15,776 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:21:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 3.6006, loss: 3.6006 +2025-05-25 22:41:58,630 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:20:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.6291, loss: 3.6291 +2025-05-25 22:42:41,456 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:19:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9637, loss_cls: 3.6290, loss: 3.6290 +2025-05-25 22:42:44,493 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-25 22:43:59,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:43:59,861 - pyskl - INFO - +top1_acc 0.7557 +top5_acc 0.9532 +2025-05-25 22:43:59,916 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_6.pth was removed +2025-05-25 22:44:00,946 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2025-05-25 22:44:00,947 - pyskl - INFO - Best top1_acc is 0.7557 at 7 epoch. +2025-05-25 22:44:00,950 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7557, top5_acc: 0.9532 +2025-05-25 22:45:04,365 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 19:24:25, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9625, loss_cls: 3.6035, loss: 3.6035 +2025-05-25 22:45:47,135 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 19:23:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 3.5781, loss: 3.5781 +2025-05-25 22:46:29,969 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 19:22:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9669, loss_cls: 3.5993, loss: 3.5993 +2025-05-25 22:47:12,784 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:21:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 3.5255, loss: 3.5255 +2025-05-25 22:47:55,516 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:20:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9613, loss_cls: 3.5988, loss: 3.5988 +2025-05-25 22:48:38,380 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:19:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 3.5969, loss: 3.5969 +2025-05-25 22:49:21,239 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:18:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9631, loss_cls: 3.6085, loss: 3.6085 +2025-05-25 22:50:04,046 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:17:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 3.5714, loss: 3.5714 +2025-05-25 22:50:46,818 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:16:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.6305, loss: 3.6305 +2025-05-25 22:51:29,648 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:15:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 3.4866, loss: 3.4866 +2025-05-25 22:52:12,490 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:14:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 3.6057, loss: 3.6057 +2025-05-25 22:52:55,292 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:13:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 3.7097, loss: 3.7097 +2025-05-25 22:53:38,020 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:12:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 3.5636, loss: 3.5636 +2025-05-25 22:54:20,786 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:11:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9700, loss_cls: 3.4638, loss: 3.4638 +2025-05-25 22:55:03,488 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:10:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 3.5958, loss: 3.5958 +2025-05-25 22:55:46,234 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:09:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.4606, loss: 3.4606 +2025-05-25 22:56:29,056 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:08:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.4495, loss: 3.4495 +2025-05-25 22:57:11,742 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:07:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9606, loss_cls: 3.5715, loss: 3.5715 +2025-05-25 22:57:54,441 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:06:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9569, loss_cls: 3.6436, loss: 3.6436 +2025-05-25 22:58:37,178 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:05:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7600, top5_acc: 0.9681, loss_cls: 3.6407, loss: 3.6407 +2025-05-25 22:59:19,888 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:04:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 3.5329, loss: 3.5329 +2025-05-25 23:00:02,629 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:03:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.4727, loss: 3.4727 +2025-05-25 23:00:45,573 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:02:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 3.4833, loss: 3.4833 +2025-05-25 23:01:28,526 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:02:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 3.5057, loss: 3.5057 +2025-05-25 23:02:11,412 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:01:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 3.5823, loss: 3.5823 +2025-05-25 23:02:14,494 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-25 23:03:29,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:03:29,789 - pyskl - INFO - +top1_acc 0.7753 +top5_acc 0.9637 +2025-05-25 23:03:29,841 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_7.pth was removed +2025-05-25 23:03:30,862 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2025-05-25 23:03:30,863 - pyskl - INFO - Best top1_acc is 0.7753 at 8 epoch. +2025-05-25 23:03:30,865 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7753, top5_acc: 0.9637 +2025-05-25 23:04:34,069 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:05:22, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9725, loss_cls: 3.4179, loss: 3.4179 +2025-05-25 23:05:16,914 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:04:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 3.4411, loss: 3.4411 +2025-05-25 23:05:59,842 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:03:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9738, loss_cls: 3.4213, loss: 3.4213 +2025-05-25 23:06:42,739 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:02:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 3.4469, loss: 3.4469 +2025-05-25 23:07:25,658 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:01:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9706, loss_cls: 3.4561, loss: 3.4561 +2025-05-25 23:08:08,500 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:00:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 3.4567, loss: 3.4567 +2025-05-25 23:08:51,349 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 18:59:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9613, loss_cls: 3.4456, loss: 3.4456 +2025-05-25 23:09:34,162 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 18:58:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 3.4572, loss: 3.4572 +2025-05-25 23:10:16,957 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 18:57:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 3.5565, loss: 3.5565 +2025-05-25 23:10:59,805 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 18:56:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 3.5274, loss: 3.5274 +2025-05-25 23:11:42,671 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 18:56:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 3.4794, loss: 3.4794 +2025-05-25 23:12:25,414 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 18:55:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 3.3643, loss: 3.3643 +2025-05-25 23:13:08,249 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 18:54:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 3.4611, loss: 3.4611 +2025-05-25 23:13:50,934 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 18:53:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 3.4346, loss: 3.4346 +2025-05-25 23:14:33,721 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 18:52:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 3.5151, loss: 3.5151 +2025-05-25 23:15:16,565 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 18:51:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 3.4379, loss: 3.4379 +2025-05-25 23:15:59,375 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 18:50:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 3.3993, loss: 3.3993 +2025-05-25 23:16:42,141 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 18:49:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9688, loss_cls: 3.4472, loss: 3.4472 +2025-05-25 23:17:24,950 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 18:48:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 3.3397, loss: 3.3397 +2025-05-25 23:18:07,749 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 18:47:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9681, loss_cls: 3.5288, loss: 3.5288 +2025-05-25 23:18:50,527 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 18:46:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.6279, loss: 3.6279 +2025-05-25 23:19:33,221 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 18:45:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9681, loss_cls: 3.4580, loss: 3.4580 +2025-05-25 23:20:16,129 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 18:44:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.4519, loss: 3.4519 +2025-05-25 23:20:59,188 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 18:43:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 3.4248, loss: 3.4248 +2025-05-25 23:21:42,197 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 18:43:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 3.5131, loss: 3.5131 +2025-05-25 23:21:45,246 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-25 23:23:00,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:23:00,430 - pyskl - INFO - +top1_acc 0.7615 +top5_acc 0.9617 +2025-05-25 23:23:00,433 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7615, top5_acc: 0.9617 +2025-05-25 23:24:03,447 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 18:46:45, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 3.2418, loss: 3.2418 +2025-05-25 23:24:46,175 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 18:45:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 3.3174, loss: 3.3174 +2025-05-25 23:25:28,889 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 18:44:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 3.3285, loss: 3.3285 +2025-05-25 23:26:11,694 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 18:43:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9656, loss_cls: 3.4673, loss: 3.4673 +2025-05-25 23:26:54,551 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 18:43:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.2584, loss: 3.2584 +2025-05-25 23:27:37,305 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 18:42:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9631, loss_cls: 3.3949, loss: 3.3949 +2025-05-25 23:28:20,045 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 18:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 3.6810, loss: 3.6810 +2025-05-25 23:29:03,138 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 18:40:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 3.4096, loss: 3.4096 +2025-05-25 23:29:45,891 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 18:39:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 3.4087, loss: 3.4087 +2025-05-25 23:30:28,641 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 18:38:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 3.4911, loss: 3.4911 +2025-05-25 23:31:11,445 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 18:37:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 3.4628, loss: 3.4628 +2025-05-25 23:31:54,250 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 18:36:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 3.3299, loss: 3.3299 +2025-05-25 23:32:37,179 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 18:35:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9688, loss_cls: 3.4521, loss: 3.4521 +2025-05-25 23:33:20,160 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 18:34:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9794, loss_cls: 3.3613, loss: 3.3613 +2025-05-25 23:34:03,011 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 18:33:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 3.4302, loss: 3.4302 +2025-05-25 23:34:45,941 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 18:33:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.3201, loss: 3.3201 +2025-05-25 23:35:28,801 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 18:32:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.4391, loss: 3.4391 +2025-05-25 23:36:11,710 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 18:31:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9750, loss_cls: 3.4103, loss: 3.4103 +2025-05-25 23:36:54,625 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 18:30:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9775, loss_cls: 3.3385, loss: 3.3385 +2025-05-25 23:37:37,586 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 18:29:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9725, loss_cls: 3.5024, loss: 3.5024 +2025-05-25 23:38:20,438 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 18:28:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 3.3632, loss: 3.3632 +2025-05-25 23:39:03,433 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 18:27:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 3.4051, loss: 3.4051 +2025-05-25 23:39:46,338 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 18:26:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 3.2752, loss: 3.2752 +2025-05-25 23:40:29,171 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 18:26:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.7731, top5_acc: 0.9663, loss_cls: 3.3924, loss: 3.3924 +2025-05-25 23:41:11,988 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 18:25:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 3.2830, loss: 3.2830 +2025-05-25 23:41:14,997 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-25 23:50:05,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:50:05,083 - pyskl - INFO - +top1_acc 0.7546 +top5_acc 0.9440 +2025-05-25 23:50:05,086 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7546, top5_acc: 0.9440 +2025-05-25 23:51:08,811 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 18:28:28, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 3.4658, loss: 3.4658 +2025-05-25 23:51:51,691 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 18:27:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 3.4024, loss: 3.4024 +2025-05-25 23:52:34,477 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 18:26:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.3675, loss: 3.3675 +2025-05-25 23:53:17,394 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 18:25:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 3.3413, loss: 3.3413 +2025-05-25 23:54:00,282 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 18:24:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 3.2559, loss: 3.2559 +2025-05-25 23:54:43,061 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 18:23:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 3.3075, loss: 3.3075 +2025-05-25 23:55:25,805 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 18:23:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 3.4759, loss: 3.4759 +2025-05-25 23:56:08,614 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:22:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 3.3733, loss: 3.3733 +2025-05-25 23:56:51,405 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:21:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.3293, loss: 3.3293 +2025-05-25 23:57:34,144 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:20:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9700, loss_cls: 3.2445, loss: 3.2445 +2025-05-25 23:58:16,896 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 3.2612, loss: 3.2612 +2025-05-25 23:58:59,563 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:18:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9725, loss_cls: 3.2803, loss: 3.2803 +2025-05-25 23:59:42,315 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:17:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 3.2940, loss: 3.2940 +2025-05-26 00:00:25,106 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:16:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 3.3234, loss: 3.3234 +2025-05-26 00:01:08,022 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:15:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 3.4217, loss: 3.4217 +2025-05-26 00:01:50,764 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:14:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.2331, loss: 3.2331 +2025-05-26 00:02:33,498 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:14:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 3.3130, loss: 3.3130 +2025-05-26 00:03:16,202 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:13:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 3.3368, loss: 3.3368 +2025-05-26 00:03:58,898 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:12:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 3.4381, loss: 3.4381 +2025-05-26 00:04:41,654 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:11:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 3.2956, loss: 3.2956 +2025-05-26 00:05:24,449 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:10:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.2720, loss: 3.2720 +2025-05-26 00:06:07,174 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:09:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.2564, loss: 3.2564 +2025-05-26 00:06:49,973 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:08:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 3.3545, loss: 3.3545 +2025-05-26 00:07:32,857 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:07:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 3.3021, loss: 3.3021 +2025-05-26 00:08:15,697 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:06:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 3.2587, loss: 3.2587 +2025-05-26 00:08:18,770 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-26 00:09:34,796 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:09:34,864 - pyskl - INFO - +top1_acc 0.7977 +top5_acc 0.9665 +2025-05-26 00:09:34,916 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_8.pth was removed +2025-05-26 00:09:35,920 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2025-05-26 00:09:35,920 - pyskl - INFO - Best top1_acc is 0.7977 at 11 epoch. +2025-05-26 00:09:35,923 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7977, top5_acc: 0.9665 +2025-05-26 00:10:39,542 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:09:50, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 3.1695, loss: 3.1695 +2025-05-26 00:11:22,058 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:08:53, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9663, loss_cls: 3.3727, loss: 3.3727 +2025-05-26 00:12:04,699 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:07:58, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 3.2491, loss: 3.2491 +2025-05-26 00:12:47,457 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:07:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9725, loss_cls: 3.3263, loss: 3.3263 +2025-05-26 00:13:30,218 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:06:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 3.2479, loss: 3.2479 +2025-05-26 00:14:13,041 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:05:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 3.2065, loss: 3.2065 +2025-05-26 00:14:55,722 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:04:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 3.2603, loss: 3.2603 +2025-05-26 00:15:38,507 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:03:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 3.2576, loss: 3.2576 +2025-05-26 00:16:21,268 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:02:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9712, loss_cls: 3.1711, loss: 3.1711 +2025-05-26 00:17:03,903 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:01:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9750, loss_cls: 3.3136, loss: 3.3136 +2025-05-26 00:17:46,755 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:00:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 3.3425, loss: 3.3425 +2025-05-26 00:18:29,524 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 17:59:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 3.3075, loss: 3.3075 +2025-05-26 00:19:12,202 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 17:59:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.2670, loss: 3.2670 +2025-05-26 00:19:54,926 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 17:58:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.3237, loss: 3.3237 +2025-05-26 00:20:37,584 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 17:57:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.2149, loss: 3.2149 +2025-05-26 00:21:20,111 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 17:56:19, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 3.2066, loss: 3.2066 +2025-05-26 00:22:02,858 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 17:55:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.3006, loss: 3.3006 +2025-05-26 00:22:45,611 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 17:54:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 3.2791, loss: 3.2791 +2025-05-26 00:23:28,561 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 17:53:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 3.1597, loss: 3.1597 +2025-05-26 00:24:11,344 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 17:52:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9769, loss_cls: 3.2815, loss: 3.2815 +2025-05-26 00:24:54,070 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 17:51:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 3.2604, loss: 3.2604 +2025-05-26 00:25:36,725 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 17:51:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 3.3393, loss: 3.3393 +2025-05-26 00:26:19,446 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 17:50:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 3.1946, loss: 3.1946 +2025-05-26 00:27:02,402 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 17:49:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 3.2635, loss: 3.2635 +2025-05-26 00:27:45,295 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 17:48:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9719, loss_cls: 3.3222, loss: 3.3222 +2025-05-26 00:27:48,419 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-26 00:29:04,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:29:04,518 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9678 +2025-05-26 00:29:04,520 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7919, top5_acc: 0.9678 +2025-05-26 00:30:08,297 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 17:51:05, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.2690, loss: 3.2690 +2025-05-26 00:30:51,067 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 17:50:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9700, loss_cls: 3.1547, loss: 3.1547 +2025-05-26 00:31:33,773 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 17:49:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9675, loss_cls: 3.3191, loss: 3.3191 +2025-05-26 00:32:16,509 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 17:48:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 3.2101, loss: 3.2101 +2025-05-26 00:32:59,390 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 17:47:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.1791, loss: 3.1791 +2025-05-26 00:33:42,212 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 17:46:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9769, loss_cls: 3.1788, loss: 3.1788 +2025-05-26 00:34:24,926 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 17:45:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 3.3595, loss: 3.3595 +2025-05-26 00:35:07,711 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 17:44:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 3.3228, loss: 3.3228 +2025-05-26 00:35:50,364 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 17:44:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 3.2410, loss: 3.2410 +2025-05-26 00:36:33,282 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 17:43:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 3.2365, loss: 3.2365 +2025-05-26 00:37:16,102 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 17:42:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1903, loss: 3.1903 +2025-05-26 00:37:58,843 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 17:41:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.1376, loss: 3.1376 +2025-05-26 00:38:41,634 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 17:40:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9769, loss_cls: 3.1502, loss: 3.1502 +2025-05-26 00:39:24,398 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 17:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 3.1976, loss: 3.1976 +2025-05-26 00:40:07,210 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 17:38:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.2117, loss: 3.2117 +2025-05-26 00:40:49,960 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 17:38:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 3.1086, loss: 3.1086 +2025-05-26 00:41:32,721 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 17:37:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 3.2562, loss: 3.2562 +2025-05-26 00:42:15,439 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 17:36:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 3.2262, loss: 3.2262 +2025-05-26 00:42:58,124 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 17:35:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9800, loss_cls: 3.2084, loss: 3.2084 +2025-05-26 00:43:40,848 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 17:34:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9806, loss_cls: 3.1756, loss: 3.1756 +2025-05-26 00:44:23,631 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 17:33:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 3.0841, loss: 3.0841 +2025-05-26 00:45:06,469 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 17:32:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 3.2258, loss: 3.2258 +2025-05-26 00:45:49,164 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 17:31:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 3.1712, loss: 3.1712 +2025-05-26 00:46:31,950 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 17:31:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 3.2867, loss: 3.2867 +2025-05-26 00:47:14,974 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 17:30:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 3.2065, loss: 3.2065 +2025-05-26 00:47:18,085 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-26 00:48:34,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:48:34,561 - pyskl - INFO - +top1_acc 0.8020 +top5_acc 0.9689 +2025-05-26 00:48:34,614 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_11.pth was removed +2025-05-26 00:48:35,630 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-26 00:48:35,631 - pyskl - INFO - Best top1_acc is 0.8020 at 13 epoch. +2025-05-26 00:48:35,634 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.8020, top5_acc: 0.9689 +2025-05-26 00:49:39,453 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 17:32:36, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9688, loss_cls: 3.2296, loss: 3.2296 +2025-05-26 00:50:22,593 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 17:31:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 3.0342, loss: 3.0342 +2025-05-26 00:51:05,597 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 17:30:59, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 3.1671, loss: 3.1671 +2025-05-26 00:51:48,622 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 17:30:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 3.0841, loss: 3.0841 +2025-05-26 00:52:31,634 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 17:29:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.1413, loss: 3.1413 +2025-05-26 00:53:14,449 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 17:28:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9794, loss_cls: 3.1516, loss: 3.1516 +2025-05-26 00:53:57,632 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 17:27:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 3.0233, loss: 3.0233 +2025-05-26 00:54:40,401 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 17:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 3.1103, loss: 3.1103 +2025-05-26 00:55:23,108 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 17:25:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 3.1471, loss: 3.1471 +2025-05-26 00:56:05,793 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 17:25:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 3.1353, loss: 3.1353 +2025-05-26 00:56:48,735 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 17:24:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.1157, loss: 3.1157 +2025-05-26 00:57:31,610 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 17:23:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.1872, loss: 3.1872 +2025-05-26 00:58:14,364 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 17:22:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9838, loss_cls: 3.0766, loss: 3.0766 +2025-05-26 00:58:57,060 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:21:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9756, loss_cls: 3.1350, loss: 3.1350 +2025-05-26 00:59:39,748 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:20:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 3.2161, loss: 3.2161 +2025-05-26 01:00:22,471 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:19:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.1677, loss: 3.1677 +2025-05-26 01:01:05,212 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:19:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 3.2007, loss: 3.2007 +2025-05-26 01:01:47,883 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:18:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.3532, loss: 3.3532 +2025-05-26 01:02:30,567 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:17:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9706, loss_cls: 3.1569, loss: 3.1569 +2025-05-26 01:03:13,211 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:16:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 3.2260, loss: 3.2260 +2025-05-26 01:03:55,907 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:15:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 3.1689, loss: 3.1689 +2025-05-26 01:04:38,535 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:14:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.2309, loss: 3.2309 +2025-05-26 01:05:21,309 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 3.1561, loss: 3.1561 +2025-05-26 01:06:04,069 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:13:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 3.2493, loss: 3.2493 +2025-05-26 01:06:46,924 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:12:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 3.1855, loss: 3.1855 +2025-05-26 01:06:49,941 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-26 01:08:05,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:08:05,526 - pyskl - INFO - +top1_acc 0.7985 +top5_acc 0.9694 +2025-05-26 01:08:05,528 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7985, top5_acc: 0.9694 +2025-05-26 01:09:08,907 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:14:13, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 3.0242, loss: 3.0242 +2025-05-26 01:09:51,713 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:13:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.1260, loss: 3.1260 +2025-05-26 01:10:34,718 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:12:33, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 3.1766, loss: 3.1766 +2025-05-26 01:11:17,416 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:11:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 3.0405, loss: 3.0405 +2025-05-26 01:12:00,141 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:10:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 3.1045, loss: 3.1045 +2025-05-26 01:12:42,858 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:09:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.1306, loss: 3.1306 +2025-05-26 01:13:25,610 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.1622, loss: 3.1622 +2025-05-26 01:14:08,278 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 3.0200, loss: 3.0200 +2025-05-26 01:14:50,931 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:07:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.2002, loss: 3.2002 +2025-05-26 01:15:33,639 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:06:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 3.0546, loss: 3.0546 +2025-05-26 01:16:16,377 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:05:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 3.3263, loss: 3.3263 +2025-05-26 01:16:59,177 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:04:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 3.1790, loss: 3.1790 +2025-05-26 01:17:41,985 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:03:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 3.2142, loss: 3.2142 +2025-05-26 01:18:24,691 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:03:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 3.1448, loss: 3.1448 +2025-05-26 01:19:07,405 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:02:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 3.1412, loss: 3.1412 +2025-05-26 01:19:50,043 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:01:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.1449, loss: 3.1449 +2025-05-26 01:20:32,731 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:00:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 3.1739, loss: 3.1739 +2025-05-26 01:21:15,396 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 16:59:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9700, loss_cls: 3.0726, loss: 3.0726 +2025-05-26 01:21:58,110 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 16:58:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 3.1107, loss: 3.1107 +2025-05-26 01:22:40,879 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 16:58:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 3.1828, loss: 3.1828 +2025-05-26 01:23:23,594 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 16:57:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0823, loss: 3.0823 +2025-05-26 01:24:06,326 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 16:56:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 3.1409, loss: 3.1409 +2025-05-26 01:24:49,091 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 16:55:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.0844, loss: 3.0844 +2025-05-26 01:25:31,978 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 16:54:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0893, loss: 3.0893 +2025-05-26 01:26:14,687 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 16:53:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 3.0763, loss: 3.0763 +2025-05-26 01:26:17,728 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-26 01:34:36,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:34:36,728 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9667 +2025-05-26 01:34:36,731 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7877, top5_acc: 0.9667 +2025-05-26 01:35:41,288 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 16:55:47, time: 0.646, data_time: 0.216, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 3.1253, loss: 3.1253 +2025-05-26 01:36:24,079 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 16:54:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 3.0751, loss: 3.0751 +2025-05-26 01:37:06,754 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 16:54:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 3.1153, loss: 3.1153 +2025-05-26 01:37:49,381 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 16:53:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 2.9682, loss: 2.9682 +2025-05-26 01:38:31,961 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 16:52:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 2.9755, loss: 2.9755 +2025-05-26 01:39:14,666 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 16:51:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 2.9850, loss: 2.9850 +2025-05-26 01:39:57,669 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 16:50:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 3.1443, loss: 3.1443 +2025-05-26 01:40:40,702 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 16:49:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 3.1768, loss: 3.1768 +2025-05-26 01:41:23,772 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 16:49:06, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 3.0811, loss: 3.0811 +2025-05-26 01:42:06,586 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 16:48:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.0451, loss: 3.0451 +2025-05-26 01:42:49,431 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 16:47:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 3.1432, loss: 3.1432 +2025-05-26 01:43:32,207 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 16:46:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 3.1816, loss: 3.1816 +2025-05-26 01:44:15,058 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 16:45:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 3.1820, loss: 3.1820 +2025-05-26 01:44:57,938 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 16:44:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 3.0382, loss: 3.0382 +2025-05-26 01:45:40,865 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 16:44:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.0359, loss: 3.0359 +2025-05-26 01:46:23,549 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 16:43:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 3.1088, loss: 3.1088 +2025-05-26 01:47:06,221 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 16:42:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 2.9763, loss: 2.9763 +2025-05-26 01:47:48,857 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 16:41:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 3.2024, loss: 3.2024 +2025-05-26 01:48:31,570 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 16:40:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 3.1744, loss: 3.1744 +2025-05-26 01:49:14,229 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 16:39:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 3.1484, loss: 3.1484 +2025-05-26 01:49:56,941 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 16:39:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 3.0559, loss: 3.0559 +2025-05-26 01:50:39,721 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 16:38:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.1024, loss: 3.1024 +2025-05-26 01:51:22,519 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 16:37:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.0589, loss: 3.0589 +2025-05-26 01:52:05,322 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 16:36:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.1264, loss: 3.1264 +2025-05-26 01:52:48,356 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 16:35:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 3.0877, loss: 3.0877 +2025-05-26 01:52:51,420 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-26 01:54:07,253 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:54:07,320 - pyskl - INFO - +top1_acc 0.7800 +top5_acc 0.9574 +2025-05-26 01:54:07,323 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7800, top5_acc: 0.9574 +2025-05-26 01:55:11,606 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 16:37:32, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9894, loss_cls: 2.9778, loss: 2.9778 +2025-05-26 01:55:54,683 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 16:36:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0747, loss: 3.0747 +2025-05-26 01:56:37,437 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 16:35:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 3.0711, loss: 3.0711 +2025-05-26 01:57:20,106 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 16:35:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 3.0622, loss: 3.0622 +2025-05-26 01:58:02,905 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 16:34:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.9107, loss: 2.9107 +2025-05-26 01:58:45,752 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 16:33:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 3.0834, loss: 3.0834 +2025-05-26 01:59:28,573 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 16:32:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 3.0125, loss: 3.0125 +2025-05-26 02:00:11,314 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 16:31:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 2.9757, loss: 2.9757 +2025-05-26 02:00:54,103 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 16:30:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 3.1203, loss: 3.1203 +2025-05-26 02:01:36,819 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 16:30:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 3.0711, loss: 3.0711 +2025-05-26 02:02:19,632 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 16:29:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 3.0024, loss: 3.0024 +2025-05-26 02:03:02,438 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 16:28:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 3.0301, loss: 3.0301 +2025-05-26 02:03:45,296 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 16:27:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.1695, loss: 3.1695 +2025-05-26 02:04:28,099 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 16:26:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 3.1161, loss: 3.1161 +2025-05-26 02:05:10,760 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 16:25:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 3.0906, loss: 3.0906 +2025-05-26 02:05:53,519 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 16:25:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 3.1235, loss: 3.1235 +2025-05-26 02:06:36,209 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 16:24:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 2.9722, loss: 2.9722 +2025-05-26 02:07:18,969 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 16:23:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 3.0220, loss: 3.0220 +2025-05-26 02:08:01,688 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 16:22:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.1047, loss: 3.1047 +2025-05-26 02:08:44,406 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:21:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.9632, loss: 2.9632 +2025-05-26 02:09:27,165 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:20:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 3.1029, loss: 3.1029 +2025-05-26 02:10:09,951 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:20:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 3.1253, loss: 3.1253 +2025-05-26 02:10:52,665 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:19:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 3.2334, loss: 3.2334 +2025-05-26 02:11:35,407 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:18:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 3.0483, loss: 3.0483 +2025-05-26 02:12:18,285 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:17:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 3.0669, loss: 3.0669 +2025-05-26 02:12:21,341 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-26 02:13:36,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:13:36,806 - pyskl - INFO - +top1_acc 0.7616 +top5_acc 0.9567 +2025-05-26 02:13:36,809 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7616, top5_acc: 0.9567 +2025-05-26 02:14:40,067 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:19:06, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9788, loss_cls: 3.0667, loss: 3.0667 +2025-05-26 02:15:22,791 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:18:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.7960, loss: 2.7960 +2025-05-26 02:16:05,551 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:17:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 3.0243, loss: 3.0243 +2025-05-26 02:16:48,290 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:16:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 3.1084, loss: 3.1084 +2025-05-26 02:17:31,009 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:15:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 3.0235, loss: 3.0235 +2025-05-26 02:18:13,715 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:14:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 2.9704, loss: 2.9704 +2025-05-26 02:18:56,414 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:14:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.9438, loss: 2.9438 +2025-05-26 02:19:39,159 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:13:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.0029, loss: 3.0029 +2025-05-26 02:20:21,880 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:12:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0598, loss: 3.0598 +2025-05-26 02:21:04,590 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:11:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 3.0671, loss: 3.0671 +2025-05-26 02:21:47,269 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:10:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.1678, loss: 3.1678 +2025-05-26 02:22:30,000 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:09:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 3.0547, loss: 3.0547 +2025-05-26 02:23:12,705 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:09:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 3.1333, loss: 3.1333 +2025-05-26 02:23:55,422 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:08:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 3.0811, loss: 3.0811 +2025-05-26 02:24:38,154 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:07:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.0844, loss: 3.0844 +2025-05-26 02:25:21,132 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:06:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9769, loss_cls: 2.9413, loss: 2.9413 +2025-05-26 02:26:03,887 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:05:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.0933, loss: 3.0933 +2025-05-26 02:26:46,702 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:05:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9850, loss_cls: 2.9408, loss: 2.9408 +2025-05-26 02:27:29,510 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:04:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 2.9109, loss: 2.9109 +2025-05-26 02:28:12,098 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:03:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 2.9113, loss: 2.9113 +2025-05-26 02:28:54,890 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:02:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 3.0285, loss: 3.0285 +2025-05-26 02:29:37,612 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.2225, loss: 3.2225 +2025-05-26 02:30:20,470 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:00:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 3.0813, loss: 3.0813 +2025-05-26 02:31:03,250 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:00:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9812, loss_cls: 2.9633, loss: 2.9633 +2025-05-26 02:31:46,129 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 15:59:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 3.0047, loss: 3.0047 +2025-05-26 02:31:49,164 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-26 02:33:04,672 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:33:04,739 - pyskl - INFO - +top1_acc 0.7939 +top5_acc 0.9596 +2025-05-26 02:33:04,741 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7939, top5_acc: 0.9596 +2025-05-26 02:34:08,124 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:00:38, time: 0.634, data_time: 0.203, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9775, loss_cls: 3.0090, loss: 3.0090 +2025-05-26 02:34:51,001 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 15:59:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 3.0465, loss: 3.0465 +2025-05-26 02:35:33,881 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 15:59:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0147, loss: 3.0147 +2025-05-26 02:36:16,642 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 15:58:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9856, loss_cls: 2.8815, loss: 2.8815 +2025-05-26 02:36:59,450 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 15:57:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.9849, loss: 2.9849 +2025-05-26 02:37:42,172 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 15:56:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.9495, loss: 2.9495 +2025-05-26 02:38:24,885 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 15:55:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.1278, loss: 3.1278 +2025-05-26 02:39:07,734 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 15:54:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.0348, loss: 3.0348 +2025-05-26 02:39:50,489 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 15:54:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 2.9347, loss: 2.9347 +2025-05-26 02:40:33,066 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 15:53:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9756, loss_cls: 2.8988, loss: 2.8988 +2025-05-26 02:41:15,815 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 15:52:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 3.0695, loss: 3.0695 +2025-05-26 02:41:58,231 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 15:51:35, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 3.0800, loss: 3.0800 +2025-05-26 02:42:40,927 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 15:50:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 2.9908, loss: 2.9908 +2025-05-26 02:43:23,576 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 15:49:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 3.1138, loss: 3.1138 +2025-05-26 02:44:06,282 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 15:49:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 3.0432, loss: 3.0432 +2025-05-26 02:44:49,040 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 15:48:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0072, loss: 3.0072 +2025-05-26 02:45:31,569 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 15:47:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 2.9202, loss: 2.9202 +2025-05-26 02:46:14,230 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 15:46:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 3.0752, loss: 3.0752 +2025-05-26 02:46:57,042 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 15:45:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.0300, loss: 3.0300 +2025-05-26 02:47:39,786 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 15:44:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9712, loss_cls: 3.0372, loss: 3.0372 +2025-05-26 02:48:22,454 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 15:44:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9725, loss_cls: 3.0233, loss: 3.0233 +2025-05-26 02:49:05,145 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 15:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9781, loss_cls: 3.0037, loss: 3.0037 +2025-05-26 02:49:47,812 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 15:42:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.8322, loss: 2.8322 +2025-05-26 02:50:30,526 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 15:41:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 3.1015, loss: 3.1015 +2025-05-26 02:51:13,445 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 15:40:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 3.0756, loss: 3.0756 +2025-05-26 02:51:16,497 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-26 02:52:32,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:52:32,132 - pyskl - INFO - +top1_acc 0.8206 +top5_acc 0.9717 +2025-05-26 02:52:32,183 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_13.pth was removed +2025-05-26 02:52:33,176 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-05-26 02:52:33,177 - pyskl - INFO - Best top1_acc is 0.8206 at 19 epoch. +2025-05-26 02:52:33,179 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8206, top5_acc: 0.9717 +2025-05-26 02:53:36,488 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 15:42:06, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9445, loss: 2.9445 +2025-05-26 02:54:19,215 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 15:41:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.9895, loss: 2.9895 +2025-05-26 02:55:01,962 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 15:40:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 3.0912, loss: 3.0912 +2025-05-26 02:55:44,857 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 15:39:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9434, loss: 2.9434 +2025-05-26 02:56:27,663 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 15:38:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9173, loss: 2.9173 +2025-05-26 02:57:10,391 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 15:38:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 2.9327, loss: 2.9327 +2025-05-26 02:57:53,351 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 15:37:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 2.9919, loss: 2.9919 +2025-05-26 02:58:36,181 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 15:36:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 3.0416, loss: 3.0416 +2025-05-26 02:59:19,092 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 15:35:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 3.0026, loss: 3.0026 +2025-05-26 03:00:01,909 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 15:34:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.9429, loss: 2.9429 +2025-05-26 03:00:44,657 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 15:34:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 2.9494, loss: 2.9494 +2025-05-26 03:01:27,426 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 15:33:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 3.0325, loss: 3.0325 +2025-05-26 03:02:10,294 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 15:32:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 3.0077, loss: 3.0077 +2025-05-26 03:02:52,941 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 15:31:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 3.0040, loss: 3.0040 +2025-05-26 03:03:35,679 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 15:30:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.8973, loss: 2.8973 +2025-05-26 03:04:18,558 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 15:29:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9706, loss_cls: 3.0115, loss: 3.0115 +2025-05-26 03:05:01,383 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 15:29:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 2.9632, loss: 2.9632 +2025-05-26 03:05:44,324 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 15:28:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.9601, loss: 2.9601 +2025-05-26 03:06:27,145 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 15:27:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.8485, loss: 2.8485 +2025-05-26 03:07:09,948 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 15:26:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 2.9289, loss: 2.9289 +2025-05-26 03:07:52,837 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 15:25:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9292, loss: 2.9292 +2025-05-26 03:08:35,578 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 15:25:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 2.9011, loss: 2.9011 +2025-05-26 03:09:18,342 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 15:24:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9825, loss_cls: 2.9582, loss: 2.9582 +2025-05-26 03:10:01,176 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 15:23:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 3.1682, loss: 3.1682 +2025-05-26 03:10:43,934 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 15:22:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9719, loss_cls: 3.0492, loss: 3.0492 +2025-05-26 03:10:47,014 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-26 03:19:16,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:19:16,339 - pyskl - INFO - +top1_acc 0.7866 +top5_acc 0.9625 +2025-05-26 03:19:16,342 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7866, top5_acc: 0.9625 +2025-05-26 03:20:21,354 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 15:24:02, time: 0.650, data_time: 0.220, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 3.0061, loss: 3.0061 +2025-05-26 03:21:04,218 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 15:23:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7520, loss: 2.7520 +2025-05-26 03:21:47,175 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:22:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 2.9682, loss: 2.9682 +2025-05-26 03:22:30,004 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:21:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 2.8863, loss: 2.8863 +2025-05-26 03:23:13,234 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:20:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 3.0515, loss: 3.0515 +2025-05-26 03:23:56,130 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:20:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.8890, loss: 2.8890 +2025-05-26 03:24:38,969 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:19:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 2.8685, loss: 2.8685 +2025-05-26 03:25:21,800 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:18:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 2.9729, loss: 2.9729 +2025-05-26 03:26:04,249 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:17:38, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9681, loss: 2.9681 +2025-05-26 03:26:46,897 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:16:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 2.9805, loss: 2.9805 +2025-05-26 03:27:29,677 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:16:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 3.0148, loss: 3.0148 +2025-05-26 03:28:12,363 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:15:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.9805, loss: 2.9805 +2025-05-26 03:28:55,113 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:14:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9825, loss_cls: 2.9550, loss: 2.9550 +2025-05-26 03:29:37,883 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:13:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.8961, loss: 2.8961 +2025-05-26 03:30:20,803 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:12:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.9227, loss: 2.9227 +2025-05-26 03:31:03,575 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:11:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.9642, loss: 2.9642 +2025-05-26 03:31:46,203 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:11:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9744, loss_cls: 3.0670, loss: 3.0670 +2025-05-26 03:32:28,787 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:10:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.8931, loss: 2.8931 +2025-05-26 03:33:11,591 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:09:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.8417, loss: 2.8417 +2025-05-26 03:33:54,441 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:08:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 3.0507, loss: 3.0507 +2025-05-26 03:34:37,172 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:07:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 3.0302, loss: 3.0302 +2025-05-26 03:35:19,954 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:07:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.8888, loss: 2.8888 +2025-05-26 03:36:02,709 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:06:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.8763, loss: 2.8763 +2025-05-26 03:36:45,405 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:05:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.0819, loss: 3.0819 +2025-05-26 03:37:28,126 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:04:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 2.9647, loss: 2.9647 +2025-05-26 03:37:31,275 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-26 03:38:46,787 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:38:46,854 - pyskl - INFO - +top1_acc 0.8036 +top5_acc 0.9648 +2025-05-26 03:38:46,857 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.8036, top5_acc: 0.9648 +2025-05-26 03:39:50,681 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:05:45, time: 0.638, data_time: 0.210, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 2.9991, loss: 2.9991 +2025-05-26 03:40:33,533 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:04:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 2.8170, loss: 2.8170 +2025-05-26 03:41:16,305 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:04:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 2.9406, loss: 2.9406 +2025-05-26 03:41:59,002 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:03:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.8824, loss: 2.8824 +2025-05-26 03:42:41,702 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:02:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 2.9418, loss: 2.9418 +2025-05-26 03:43:24,367 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 2.8413, loss: 2.8413 +2025-05-26 03:44:07,069 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:00:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9844, loss_cls: 2.8754, loss: 2.8754 +2025-05-26 03:44:49,765 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:00:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9522, loss: 2.9522 +2025-05-26 03:45:32,499 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 14:59:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.9427, loss: 2.9427 +2025-05-26 03:46:15,223 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 14:58:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 2.9298, loss: 2.9298 +2025-05-26 03:46:57,982 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 14:57:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.9188, loss: 2.9188 +2025-05-26 03:47:40,773 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 14:56:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.9611, loss: 2.9611 +2025-05-26 03:48:23,549 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 14:56:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 3.0186, loss: 3.0186 +2025-05-26 03:49:06,281 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 14:55:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9455, loss: 2.9455 +2025-05-26 03:49:49,069 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 14:54:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.9102, loss: 2.9102 +2025-05-26 03:50:31,704 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 14:53:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.8782, loss: 2.8782 +2025-05-26 03:51:14,399 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 14:52:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 2.9193, loss: 2.9193 +2025-05-26 03:51:57,141 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 14:52:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 3.0411, loss: 3.0411 +2025-05-26 03:52:39,885 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 14:51:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.7337, loss: 2.7337 +2025-05-26 03:53:22,664 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 14:50:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 2.9260, loss: 2.9260 +2025-05-26 03:54:05,490 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 14:49:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.8903, loss: 2.8903 +2025-05-26 03:54:48,318 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 14:48:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.8122, loss: 2.8122 +2025-05-26 03:55:31,133 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 14:48:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.9867, loss: 2.9867 +2025-05-26 03:56:13,909 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 14:47:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 2.9811, loss: 2.9811 +2025-05-26 03:56:56,741 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 14:46:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 2.9798, loss: 2.9798 +2025-05-26 03:56:59,790 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-26 03:58:15,162 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:58:15,229 - pyskl - INFO - +top1_acc 0.8018 +top5_acc 0.9671 +2025-05-26 03:58:15,231 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.8018, top5_acc: 0.9671 +2025-05-26 03:59:18,625 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 14:47:22, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 2.7968, loss: 2.7968 +2025-05-26 04:00:01,366 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 14:46:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9314, loss: 2.9314 +2025-05-26 04:00:44,244 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 14:45:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 2.8384, loss: 2.8384 +2025-05-26 04:01:27,058 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 14:44:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 2.9332, loss: 2.9332 +2025-05-26 04:02:09,849 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 14:44:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7974, loss: 2.7974 +2025-05-26 04:02:52,594 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 14:43:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 2.9755, loss: 2.9755 +2025-05-26 04:03:35,394 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 14:42:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 2.9662, loss: 2.9662 +2025-05-26 04:04:18,131 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 14:41:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 2.9348, loss: 2.9348 +2025-05-26 04:05:00,865 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 14:40:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 3.0490, loss: 3.0490 +2025-05-26 04:05:43,770 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 14:40:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9819, loss_cls: 2.8784, loss: 2.8784 +2025-05-26 04:06:26,541 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 14:39:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 3.0319, loss: 3.0319 +2025-05-26 04:07:09,386 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 14:38:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8581, loss: 2.8581 +2025-05-26 04:07:52,162 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 14:37:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.8906, loss: 2.8906 +2025-05-26 04:08:34,986 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 14:37:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.8188, loss: 2.8188 +2025-05-26 04:09:17,818 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 14:36:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 3.0040, loss: 3.0040 +2025-05-26 04:10:00,732 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 14:35:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 2.9481, loss: 2.9481 +2025-05-26 04:10:43,631 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 14:34:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.7926, loss: 2.7926 +2025-05-26 04:11:26,523 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 14:33:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 2.9814, loss: 2.9814 +2025-05-26 04:12:09,435 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 14:33:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 2.8945, loss: 2.8945 +2025-05-26 04:12:52,385 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 14:32:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 2.8555, loss: 2.8555 +2025-05-26 04:13:35,305 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 14:31:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 2.9020, loss: 2.9020 +2025-05-26 04:14:18,047 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 14:30:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 2.9383, loss: 2.9383 +2025-05-26 04:15:00,857 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 14:29:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.8561, loss: 2.8561 +2025-05-26 04:15:43,593 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 14:29:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 2.9178, loss: 2.9178 +2025-05-26 04:16:26,326 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 14:28:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.7684, loss: 2.7684 +2025-05-26 04:16:29,372 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-26 04:17:44,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:17:44,719 - pyskl - INFO - +top1_acc 0.8042 +top5_acc 0.9662 +2025-05-26 04:17:44,722 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8042, top5_acc: 0.9662 +2025-05-26 04:18:48,717 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 14:29:13, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.8392, loss: 2.8392 +2025-05-26 04:19:31,582 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 14:28:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 2.8811, loss: 2.8811 +2025-05-26 04:20:14,316 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 14:27:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.8872, loss: 2.8872 +2025-05-26 04:20:57,086 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 14:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.9089, loss: 2.9089 +2025-05-26 04:21:39,812 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 14:26:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.9142, loss: 2.9142 +2025-05-26 04:22:22,516 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 14:25:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.8746, loss: 2.8746 +2025-05-26 04:23:05,155 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 14:24:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 2.9533, loss: 2.9533 +2025-05-26 04:23:47,837 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:23:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 2.9125, loss: 2.9125 +2025-05-26 04:24:30,524 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:22:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 2.8625, loss: 2.8625 +2025-05-26 04:25:13,247 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:22:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.9069, loss: 2.9069 +2025-05-26 04:25:56,045 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:21:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8756, loss: 2.8756 +2025-05-26 04:26:38,786 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:20:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 2.8842, loss: 2.8842 +2025-05-26 04:27:21,546 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:19:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9825, loss_cls: 2.9707, loss: 2.9707 +2025-05-26 04:28:04,377 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:18:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.9003, loss: 2.9003 +2025-05-26 04:28:47,230 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:18:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 2.9751, loss: 2.9751 +2025-05-26 04:29:30,080 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:17:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.7598, loss: 2.7598 +2025-05-26 04:30:12,882 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:16:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9869, loss_cls: 2.8837, loss: 2.8837 +2025-05-26 04:30:55,651 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:15:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 2.9647, loss: 2.9647 +2025-05-26 04:31:38,526 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:14:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 2.8595, loss: 2.8595 +2025-05-26 04:32:21,362 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:14:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.9069, loss: 2.9069 +2025-05-26 04:33:04,282 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:13:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.9384, loss: 2.9384 +2025-05-26 04:33:47,136 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:12:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9850, loss_cls: 2.8964, loss: 2.8964 +2025-05-26 04:34:30,083 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:11:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8957, loss: 2.8957 +2025-05-26 04:35:13,079 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:11:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 2.8588, loss: 2.8588 +2025-05-26 04:35:56,081 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:10:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.9065, loss: 2.9065 +2025-05-26 04:35:59,157 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-26 04:37:14,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:37:14,332 - pyskl - INFO - +top1_acc 0.8054 +top5_acc 0.9689 +2025-05-26 04:37:14,334 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8054, top5_acc: 0.9689 +2025-05-26 04:38:17,856 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:11:00, time: 0.635, data_time: 0.204, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.7905, loss: 2.7905 +2025-05-26 04:39:01,153 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:10:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 2.8708, loss: 2.8708 +2025-05-26 04:39:44,146 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:09:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 2.9173, loss: 2.9173 +2025-05-26 04:40:27,009 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:08:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 2.9684, loss: 2.9684 +2025-05-26 04:41:09,969 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:07:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 2.8373, loss: 2.8373 +2025-05-26 04:41:52,959 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:07:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.7615, loss: 2.7615 +2025-05-26 04:42:35,833 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:06:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 2.9644, loss: 2.9644 +2025-05-26 04:43:18,717 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:05:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.8622, loss: 2.8622 +2025-05-26 04:44:01,616 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:04:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 2.8865, loss: 2.8865 +2025-05-26 04:44:44,497 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:04:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.8482, loss: 2.8482 +2025-05-26 04:45:27,474 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:03:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.9195, loss: 2.9195 +2025-05-26 04:46:10,210 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:02:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 2.9639, loss: 2.9639 +2025-05-26 04:46:52,873 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:01:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 2.7949, loss: 2.7949 +2025-05-26 04:47:35,601 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:00:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 3.0110, loss: 3.0110 +2025-05-26 04:48:18,280 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:00:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 3.0551, loss: 3.0551 +2025-05-26 04:49:00,999 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 13:59:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 2.8482, loss: 2.8482 +2025-05-26 04:49:44,042 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 13:58:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 2.7975, loss: 2.7975 +2025-05-26 04:50:26,781 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 13:57:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6925, loss: 2.6925 +2025-05-26 04:51:09,551 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 13:56:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 2.9279, loss: 2.9279 +2025-05-26 04:51:52,292 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 13:56:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 3.0062, loss: 3.0062 +2025-05-26 04:52:35,005 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 13:55:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 2.9920, loss: 2.9920 +2025-05-26 04:53:17,809 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 13:54:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8786, loss: 2.8786 +2025-05-26 04:54:00,545 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 13:53:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9838, loss_cls: 2.9659, loss: 2.9659 +2025-05-26 04:54:43,375 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 13:52:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 2.9185, loss: 2.9185 +2025-05-26 04:55:26,249 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 13:52:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.8726, loss: 2.8726 +2025-05-26 04:55:29,342 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-26 05:03:54,512 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:03:54,578 - pyskl - INFO - +top1_acc 0.7864 +top5_acc 0.9658 +2025-05-26 05:03:54,581 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7864, top5_acc: 0.9658 +2025-05-26 05:04:58,209 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 13:52:52, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 2.8008, loss: 2.8008 +2025-05-26 05:05:40,940 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 13:52:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 2.7804, loss: 2.7804 +2025-05-26 05:06:23,677 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 13:51:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.9593, loss: 2.9593 +2025-05-26 05:07:06,622 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 13:50:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.9282, loss: 2.9282 +2025-05-26 05:07:49,407 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 13:49:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 2.9473, loss: 2.9473 +2025-05-26 05:08:32,032 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 13:48:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.8496, loss: 2.8496 +2025-05-26 05:09:14,680 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 13:48:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 2.9524, loss: 2.9524 +2025-05-26 05:09:57,354 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 13:47:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.8621, loss: 2.8621 +2025-05-26 05:10:40,066 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 13:46:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 2.9033, loss: 2.9033 +2025-05-26 05:11:22,664 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 13:45:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.7780, loss: 2.7780 +2025-05-26 05:12:05,238 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 13:44:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.8580, loss: 2.8580 +2025-05-26 05:12:47,921 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 13:44:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.8539, loss: 2.8539 +2025-05-26 05:13:30,640 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 13:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 2.9105, loss: 2.9105 +2025-05-26 05:14:13,366 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 13:42:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7835, loss: 2.7835 +2025-05-26 05:14:56,046 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 13:41:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 2.9743, loss: 2.9743 +2025-05-26 05:15:38,710 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 13:40:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.8528, loss: 2.8528 +2025-05-26 05:16:21,321 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 13:40:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.8788, loss: 2.8788 +2025-05-26 05:17:03,986 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 13:39:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.6673, loss: 2.6673 +2025-05-26 05:17:46,544 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 13:38:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9794, loss_cls: 2.8821, loss: 2.8821 +2025-05-26 05:18:29,095 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 13:37:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.8679, loss: 2.8679 +2025-05-26 05:19:11,758 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 13:36:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.8420, loss: 2.8420 +2025-05-26 05:19:54,425 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 13:36:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 2.9320, loss: 2.9320 +2025-05-26 05:20:37,135 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 13:35:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.7124, loss: 2.7124 +2025-05-26 05:21:19,876 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 13:34:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9744, loss_cls: 2.8760, loss: 2.8760 +2025-05-26 05:22:02,607 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 13:33:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 2.8596, loss: 2.8596 +2025-05-26 05:22:05,636 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-26 05:23:21,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:23:21,398 - pyskl - INFO - +top1_acc 0.7778 +top5_acc 0.9666 +2025-05-26 05:23:21,400 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7778, top5_acc: 0.9666 +2025-05-26 05:24:24,615 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 13:34:23, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7031, loss: 2.7031 +2025-05-26 05:25:07,441 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 13:33:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9831, loss_cls: 2.7766, loss: 2.7766 +2025-05-26 05:25:49,862 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 13:32:47, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.8919, loss: 2.8919 +2025-05-26 05:26:32,675 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 13:32:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9869, loss_cls: 2.8084, loss: 2.8084 +2025-05-26 05:27:15,434 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 13:31:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9869, loss_cls: 2.8470, loss: 2.8470 +2025-05-26 05:27:57,991 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 13:30:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.8223, loss: 2.8223 +2025-05-26 05:28:40,814 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 13:29:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.8622, loss: 2.8622 +2025-05-26 05:29:23,533 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 13:28:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 2.7614, loss: 2.7614 +2025-05-26 05:30:06,248 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 13:28:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.8284, loss: 2.8284 +2025-05-26 05:30:49,344 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 13:27:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 2.8312, loss: 2.8312 +2025-05-26 05:31:31,991 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 13:26:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 2.9248, loss: 2.9248 +2025-05-26 05:32:14,504 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 13:25:41, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 2.8564, loss: 2.8564 +2025-05-26 05:32:57,369 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:24:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 2.8899, loss: 2.8899 +2025-05-26 05:33:40,265 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:24:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 2.8644, loss: 2.8644 +2025-05-26 05:34:22,936 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:23:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 2.8333, loss: 2.8333 +2025-05-26 05:35:05,539 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:22:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 2.8650, loss: 2.8650 +2025-05-26 05:35:48,432 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:21:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.8548, loss: 2.8548 +2025-05-26 05:36:31,474 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:21:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9825, loss_cls: 2.9259, loss: 2.9259 +2025-05-26 05:37:14,219 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:20:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8528, loss: 2.8528 +2025-05-26 05:37:57,028 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:19:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9788, loss_cls: 2.6696, loss: 2.6696 +2025-05-26 05:38:39,647 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:18:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.6480, loss: 2.6480 +2025-05-26 05:39:22,422 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:17:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.7693, loss: 2.7693 +2025-05-26 05:40:05,147 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:17:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 2.8728, loss: 2.8728 +2025-05-26 05:40:47,746 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:16:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.7952, loss: 2.7952 +2025-05-26 05:41:30,533 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:15:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.8235, loss: 2.8235 +2025-05-26 05:41:33,592 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-26 05:42:48,895 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:42:48,961 - pyskl - INFO - +top1_acc 0.7877 +top5_acc 0.9625 +2025-05-26 05:42:48,964 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7877, top5_acc: 0.9625 +2025-05-26 05:43:52,987 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:16:06, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8701, loss: 2.8701 +2025-05-26 05:44:35,925 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:15:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9906, loss_cls: 2.7958, loss: 2.7958 +2025-05-26 05:45:18,647 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:14:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 05:46:01,351 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:13:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7147, loss: 2.7147 +2025-05-26 05:46:44,148 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:12:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.7848, loss: 2.7848 +2025-05-26 05:47:26,901 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:12:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 2.7557, loss: 2.7557 +2025-05-26 05:48:09,637 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:11:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 2.9152, loss: 2.9152 +2025-05-26 05:48:52,283 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:10:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 2.8013, loss: 2.8013 +2025-05-26 05:49:35,075 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:09:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.8273, loss: 2.8273 +2025-05-26 05:50:17,802 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:09:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.7724, loss: 2.7724 +2025-05-26 05:51:00,497 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.8021, loss: 2.8021 +2025-05-26 05:51:43,185 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:07:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.8414, loss: 2.8414 +2025-05-26 05:52:25,891 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:06:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.9499, loss: 2.9499 +2025-05-26 05:53:08,629 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:05:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 2.9004, loss: 2.9004 +2025-05-26 05:53:51,265 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:05:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.8232, loss: 2.8232 +2025-05-26 05:54:33,996 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:04:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.7622, loss: 2.7622 +2025-05-26 05:55:16,696 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.7532, loss: 2.7532 +2025-05-26 05:55:59,425 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:02:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 2.8498, loss: 2.8498 +2025-05-26 05:56:42,086 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:01:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.9066, loss: 2.9066 +2025-05-26 05:57:24,768 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:01:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 2.8041, loss: 2.8041 +2025-05-26 05:58:07,482 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:00:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 2.9142, loss: 2.9142 +2025-05-26 05:58:50,190 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 12:59:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 2.8363, loss: 2.8363 +2025-05-26 05:59:32,939 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 12:58:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8636, loss: 2.8636 +2025-05-26 06:00:15,721 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 12:58:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 2.8672, loss: 2.8672 +2025-05-26 06:00:58,454 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 12:57:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.9007, loss: 2.9007 +2025-05-26 06:01:01,532 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-26 06:02:55,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:02:55,482 - pyskl - INFO - +top1_acc 0.7898 +top5_acc 0.9607 +2025-05-26 06:02:55,485 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7898, top5_acc: 0.9607 +2025-05-26 06:03:59,309 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 12:57:47, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 2.8498, loss: 2.8498 +2025-05-26 06:04:42,013 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 12:56:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.7285, loss: 2.7285 +2025-05-26 06:05:24,889 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 12:56:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7876, loss: 2.7876 +2025-05-26 06:06:07,782 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 12:55:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.7867, loss: 2.7867 +2025-05-26 06:06:50,521 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 12:54:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9875, loss_cls: 2.7468, loss: 2.7468 +2025-05-26 06:07:33,276 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 12:53:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 2.7606, loss: 2.7606 +2025-05-26 06:08:16,027 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 12:53:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9875, loss_cls: 2.7520, loss: 2.7520 +2025-05-26 06:08:58,792 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 12:52:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8149, loss: 2.8149 +2025-05-26 06:09:41,632 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 12:51:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8281, loss: 2.8281 +2025-05-26 06:10:24,445 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 12:50:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 2.7779, loss: 2.7779 +2025-05-26 06:11:07,281 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 12:50:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 2.9936, loss: 2.9936 +2025-05-26 06:11:50,196 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 12:49:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 2.9627, loss: 2.9627 +2025-05-26 06:12:33,112 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 12:48:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9047, loss: 2.9047 +2025-05-26 06:13:15,931 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 12:47:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.8486, loss: 2.8486 +2025-05-26 06:13:58,637 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 12:46:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 2.9178, loss: 2.9178 +2025-05-26 06:14:41,305 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 12:46:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 2.8999, loss: 2.8999 +2025-05-26 06:15:24,043 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 12:45:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 2.8779, loss: 2.8779 +2025-05-26 06:16:06,807 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 12:44:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 2.9847, loss: 2.9847 +2025-05-26 06:16:49,583 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 12:43:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 2.9050, loss: 2.9050 +2025-05-26 06:17:32,274 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 12:42:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.0275, loss: 3.0275 +2025-05-26 06:18:14,996 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 12:42:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 2.8700, loss: 2.8700 +2025-05-26 06:18:57,673 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 12:41:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 2.9007, loss: 2.9007 +2025-05-26 06:19:40,411 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 12:40:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9831, loss_cls: 2.8846, loss: 2.8846 +2025-05-26 06:20:23,069 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 12:39:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.7628, loss: 2.7628 +2025-05-26 06:21:05,783 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 12:39:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.8690, loss: 2.8690 +2025-05-26 06:21:08,845 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-26 06:22:24,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:22:24,884 - pyskl - INFO - +top1_acc 0.8213 +top5_acc 0.9710 +2025-05-26 06:22:24,940 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_19.pth was removed +2025-05-26 06:22:25,992 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2025-05-26 06:22:25,993 - pyskl - INFO - Best top1_acc is 0.8213 at 29 epoch. +2025-05-26 06:22:25,996 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8213, top5_acc: 0.9710 +2025-05-26 06:23:30,138 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 12:39:34, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9812, loss_cls: 2.7826, loss: 2.7826 +2025-05-26 06:24:13,057 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 12:38:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8005, loss: 2.8005 +2025-05-26 06:24:55,910 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 12:38:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8225, loss: 2.8225 +2025-05-26 06:25:38,661 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 12:37:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8623, loss: 2.8623 +2025-05-26 06:26:21,560 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 12:36:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9738, loss_cls: 2.8251, loss: 2.8251 +2025-05-26 06:27:04,294 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 12:35:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7366, loss: 2.7366 +2025-05-26 06:27:47,147 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 12:34:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.7811, loss: 2.7811 +2025-05-26 06:28:29,910 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 12:34:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7605, loss: 2.7605 +2025-05-26 06:29:12,771 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 12:33:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.7325, loss: 2.7325 +2025-05-26 06:29:55,603 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 12:32:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9862, loss_cls: 2.8499, loss: 2.8499 +2025-05-26 06:30:38,482 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 12:31:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.7576, loss: 2.7576 +2025-05-26 06:31:21,330 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 12:31:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.8320, loss: 2.8320 +2025-05-26 06:32:04,186 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 12:30:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.7238, loss: 2.7238 +2025-05-26 06:32:46,983 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 12:29:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7704, loss: 2.7704 +2025-05-26 06:33:29,747 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 12:28:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 2.9583, loss: 2.9583 +2025-05-26 06:34:12,567 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 12:27:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.7731, loss: 2.7731 +2025-05-26 06:34:55,375 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 12:27:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.8201, loss: 2.8201 +2025-05-26 06:35:38,198 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:26:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 2.7889, loss: 2.7889 +2025-05-26 06:36:21,005 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:25:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 2.9040, loss: 2.9040 +2025-05-26 06:37:03,619 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:24:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.7891, loss: 2.7891 +2025-05-26 06:37:46,518 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:24:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9756, loss_cls: 2.7551, loss: 2.7551 +2025-05-26 06:38:29,323 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:23:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 2.9665, loss: 2.9665 +2025-05-26 06:39:12,263 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:22:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.8153, loss: 2.8153 +2025-05-26 06:39:55,127 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:21:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.7917, loss: 2.7917 +2025-05-26 06:40:37,730 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:20:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9844, loss_cls: 2.8857, loss: 2.8857 +2025-05-26 06:40:40,739 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-26 06:49:21,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:49:21,852 - pyskl - INFO - +top1_acc 0.7923 +top5_acc 0.9618 +2025-05-26 06:49:21,855 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7923, top5_acc: 0.9618 +2025-05-26 06:50:25,203 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:21:22, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 2.7458, loss: 2.7458 +2025-05-26 06:51:07,910 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:20:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 2.6972, loss: 2.6972 +2025-05-26 06:51:50,645 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:19:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 2.8664, loss: 2.8664 +2025-05-26 06:52:33,382 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:19:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 2.8264, loss: 2.8264 +2025-05-26 06:53:16,071 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:18:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.8153, loss: 2.8153 +2025-05-26 06:53:58,757 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:17:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6055, loss: 2.6055 +2025-05-26 06:54:41,378 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:16:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 2.8530, loss: 2.8530 +2025-05-26 06:55:24,105 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:15:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7660, loss: 2.7660 +2025-05-26 06:56:06,757 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:15:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 2.8414, loss: 2.8414 +2025-05-26 06:56:49,556 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:14:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7107, loss: 2.7107 +2025-05-26 06:57:32,125 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:13:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.8065, loss: 2.8065 +2025-05-26 06:58:14,737 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:12:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.8287, loss: 2.8287 +2025-05-26 06:58:57,489 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:12:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 2.8970, loss: 2.8970 +2025-05-26 06:59:40,132 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:11:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 2.9004, loss: 2.9004 +2025-05-26 07:00:22,744 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:10:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 2.9386, loss: 2.9386 +2025-05-26 07:01:05,319 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:09:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.8347, loss: 2.8347 +2025-05-26 07:01:47,953 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:08:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.8358, loss: 2.8358 +2025-05-26 07:02:30,614 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:08:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8221, loss: 2.8221 +2025-05-26 07:03:13,305 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:07:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 2.8944, loss: 2.8944 +2025-05-26 07:03:55,893 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:06:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 2.9537, loss: 2.9537 +2025-05-26 07:04:38,488 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:05:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 2.8297, loss: 2.8297 +2025-05-26 07:05:21,109 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:04:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.7987, loss: 2.7987 +2025-05-26 07:06:03,706 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:04:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 2.7439, loss: 2.7439 +2025-05-26 07:06:46,352 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:03:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.7905, loss: 2.7905 +2025-05-26 07:07:29,174 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:02:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 2.8959, loss: 2.8959 +2025-05-26 07:07:32,206 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-26 07:08:46,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:08:46,959 - pyskl - INFO - +top1_acc 0.8167 +top5_acc 0.9733 +2025-05-26 07:08:46,962 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8167, top5_acc: 0.9733 +2025-05-26 07:09:50,122 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:02:56, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 2.7694, loss: 2.7694 +2025-05-26 07:10:32,778 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:02:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.7759, loss: 2.7759 +2025-05-26 07:11:15,521 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:01:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.7953, loss: 2.7953 +2025-05-26 07:11:58,241 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:00:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 2.8290, loss: 2.8290 +2025-05-26 07:12:40,985 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 11:59:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 2.8199, loss: 2.8199 +2025-05-26 07:13:23,721 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 11:59:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 2.8070, loss: 2.8070 +2025-05-26 07:14:06,327 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 11:58:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8023, loss: 2.8023 +2025-05-26 07:14:48,980 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 11:57:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 2.8736, loss: 2.8736 +2025-05-26 07:15:31,658 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 11:56:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9881, loss_cls: 2.7264, loss: 2.7264 +2025-05-26 07:16:14,402 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 11:55:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 2.7321, loss: 2.7321 +2025-05-26 07:16:57,038 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 11:55:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.6659, loss: 2.6659 +2025-05-26 07:17:39,756 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 11:54:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 2.7531, loss: 2.7531 +2025-05-26 07:18:22,647 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 11:53:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.7009, loss: 2.7009 +2025-05-26 07:19:05,416 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 11:52:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 2.7123, loss: 2.7123 +2025-05-26 07:19:47,823 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 11:52:02, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.7857, loss: 2.7857 +2025-05-26 07:20:30,499 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 11:51:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9850, loss_cls: 2.7311, loss: 2.7311 +2025-05-26 07:21:13,241 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 11:50:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 2.7652, loss: 2.7652 +2025-05-26 07:21:56,017 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 11:49:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.6594, loss: 2.6594 +2025-05-26 07:22:38,802 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 11:48:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 2.8669, loss: 2.8669 +2025-05-26 07:23:21,543 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 11:48:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.6988, loss: 2.6988 +2025-05-26 07:24:04,353 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 11:47:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9875, loss_cls: 2.6857, loss: 2.6857 +2025-05-26 07:24:47,088 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 11:46:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 2.7479, loss: 2.7479 +2025-05-26 07:25:29,908 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 11:45:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 2.8620, loss: 2.8620 +2025-05-26 07:26:12,687 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 11:45:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 2.8759, loss: 2.8759 +2025-05-26 07:26:55,378 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 11:44:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.8296, loss: 2.8296 +2025-05-26 07:26:58,378 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-26 07:28:13,479 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:28:13,545 - pyskl - INFO - +top1_acc 0.8017 +top5_acc 0.9610 +2025-05-26 07:28:13,548 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8017, top5_acc: 0.9610 +2025-05-26 07:29:17,175 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 11:44:37, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 2.6370, loss: 2.6370 +2025-05-26 07:29:59,929 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 11:43:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 2.6976, loss: 2.6976 +2025-05-26 07:30:42,331 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 11:43:03, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.7727, loss: 2.7727 +2025-05-26 07:31:25,084 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 11:42:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7484, loss: 2.7484 +2025-05-26 07:32:07,811 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 11:41:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8100, loss: 2.8100 +2025-05-26 07:32:50,523 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 11:40:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 2.9453, loss: 2.9453 +2025-05-26 07:33:33,239 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 11:39:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 2.8171, loss: 2.8171 +2025-05-26 07:34:15,986 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 11:39:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.7006, loss: 2.7006 +2025-05-26 07:34:58,790 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 11:38:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 2.8104, loss: 2.8104 +2025-05-26 07:35:41,586 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 11:37:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.6829, loss: 2.6829 +2025-05-26 07:36:24,331 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 11:36:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6478, loss: 2.6478 +2025-05-26 07:37:07,080 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 11:36:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.7540, loss: 2.7540 +2025-05-26 07:37:49,945 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 11:35:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.7034, loss: 2.7034 +2025-05-26 07:38:32,714 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 11:34:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 2.8629, loss: 2.8629 +2025-05-26 07:39:15,445 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 11:33:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7965, loss: 2.7965 +2025-05-26 07:39:58,176 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 11:33:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.7330, loss: 2.7330 +2025-05-26 07:40:41,053 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 11:32:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.7481, loss: 2.7481 +2025-05-26 07:41:23,935 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 11:31:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.6467, loss: 2.6467 +2025-05-26 07:42:06,737 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 11:30:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.9100, loss: 2.9100 +2025-05-26 07:42:49,557 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 11:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.7700, loss: 2.7700 +2025-05-26 07:43:32,481 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 11:29:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 2.7583, loss: 2.7583 +2025-05-26 07:44:15,183 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 11:28:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 2.8529, loss: 2.8529 +2025-05-26 07:44:57,881 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 11:27:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7353, loss: 2.7353 +2025-05-26 07:45:40,620 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:26:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.6898, loss: 2.6898 +2025-05-26 07:46:23,281 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:26:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.7277, loss: 2.7277 +2025-05-26 07:46:26,299 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-26 07:47:41,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:47:41,303 - pyskl - INFO - +top1_acc 0.7548 +top5_acc 0.9529 +2025-05-26 07:47:41,306 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7548, top5_acc: 0.9529 +2025-05-26 07:48:44,901 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:26:22, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7385, loss: 2.7385 +2025-05-26 07:49:27,588 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:25:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.6870, loss: 2.6870 +2025-05-26 07:50:10,239 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:24:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.5859, loss: 2.5859 +2025-05-26 07:50:52,995 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:24:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.6571, loss: 2.6571 +2025-05-26 07:51:35,839 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:23:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.7557, loss: 2.7557 +2025-05-26 07:52:18,577 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:22:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.7411, loss: 2.7411 +2025-05-26 07:53:01,207 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:21:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.7218, loss: 2.7218 +2025-05-26 07:53:43,945 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:20:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.8103, loss: 2.8103 +2025-05-26 07:54:26,648 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:20:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 2.6478, loss: 2.6478 +2025-05-26 07:55:09,393 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:19:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 2.7212, loss: 2.7212 +2025-05-26 07:55:52,142 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:18:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.7581, loss: 2.7581 +2025-05-26 07:56:34,906 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:17:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.7071, loss: 2.7071 +2025-05-26 07:57:17,684 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:17:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9862, loss_cls: 2.7569, loss: 2.7569 +2025-05-26 07:58:00,502 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:16:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 2.7197, loss: 2.7197 +2025-05-26 07:58:43,310 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:15:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.8838, loss: 2.8838 +2025-05-26 07:59:26,128 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:14:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9819, loss_cls: 2.6738, loss: 2.6738 +2025-05-26 08:00:08,818 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:14:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 2.7407, loss: 2.7407 +2025-05-26 08:00:51,506 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:13:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.7375, loss: 2.7375 +2025-05-26 08:01:34,312 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:12:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9869, loss_cls: 2.7199, loss: 2.7199 +2025-05-26 08:02:17,061 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:11:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 2.6932, loss: 2.6932 +2025-05-26 08:02:59,780 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:10:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.8407, loss: 2.8407 +2025-05-26 08:03:42,569 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:10:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.7689, loss: 2.7689 +2025-05-26 08:04:25,198 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:09:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.8679, loss: 2.8679 +2025-05-26 08:05:07,886 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:08:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.8479, loss: 2.8479 +2025-05-26 08:05:50,501 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:07:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 08:05:53,548 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-26 08:07:09,138 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:07:09,208 - pyskl - INFO - +top1_acc 0.7662 +top5_acc 0.9413 +2025-05-26 08:07:09,210 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7662, top5_acc: 0.9413 +2025-05-26 08:08:13,570 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:08:09, time: 0.644, data_time: 0.214, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.6941, loss: 2.6941 +2025-05-26 08:08:56,457 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:07:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6402, loss: 2.6402 +2025-05-26 08:09:39,154 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:06:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6598, loss: 2.6598 +2025-05-26 08:10:21,958 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:05:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7033, loss: 2.7033 +2025-05-26 08:11:04,846 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:05:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 2.6593, loss: 2.6593 +2025-05-26 08:11:47,685 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:04:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 2.7775, loss: 2.7775 +2025-05-26 08:12:30,723 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:03:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.6946, loss: 2.6946 +2025-05-26 08:13:13,655 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:02:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9881, loss_cls: 2.6128, loss: 2.6128 +2025-05-26 08:13:56,496 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:02:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 2.7265, loss: 2.7265 +2025-05-26 08:14:39,325 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:01:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.7652, loss: 2.7652 +2025-05-26 08:15:22,355 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:00:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7939, loss: 2.7939 +2025-05-26 08:16:05,106 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 10:59:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.7173, loss: 2.7173 +2025-05-26 08:16:47,811 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 10:58:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 2.7050, loss: 2.7050 +2025-05-26 08:17:30,601 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 10:58:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7959, loss: 2.7959 +2025-05-26 08:18:13,439 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 10:57:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 2.8408, loss: 2.8408 +2025-05-26 08:18:56,227 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 10:56:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9794, loss_cls: 2.6754, loss: 2.6754 +2025-05-26 08:19:39,010 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 10:55:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 2.7244, loss: 2.7244 +2025-05-26 08:20:21,850 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 10:55:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9762, loss_cls: 2.8104, loss: 2.8104 +2025-05-26 08:21:04,603 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 10:54:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 2.6930, loss: 2.6930 +2025-05-26 08:21:47,420 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 10:53:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.6856, loss: 2.6856 +2025-05-26 08:22:30,151 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 10:52:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.6744, loss: 2.6744 +2025-05-26 08:23:12,853 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 10:52:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7508, loss: 2.7508 +2025-05-26 08:23:55,450 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 10:51:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 2.7086, loss: 2.7086 +2025-05-26 08:24:38,184 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 10:50:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.8466, loss: 2.8466 +2025-05-26 08:25:21,048 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 10:49:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9756, loss_cls: 2.8193, loss: 2.8193 +2025-05-26 08:25:24,094 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-26 08:34:33,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:34:33,338 - pyskl - INFO - +top1_acc 0.7850 +top5_acc 0.9702 +2025-05-26 08:34:33,342 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7850, top5_acc: 0.9702 +2025-05-26 08:35:39,850 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 10:50:08, time: 0.665, data_time: 0.234, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 2.8171, loss: 2.8171 +2025-05-26 08:36:23,080 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 10:49:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 2.7396, loss: 2.7396 +2025-05-26 08:37:06,635 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 10:48:40, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 2.7061, loss: 2.7061 +2025-05-26 08:37:49,761 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 10:47:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 2.6951, loss: 2.6951 +2025-05-26 08:38:32,701 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 10:47:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9875, loss_cls: 2.7398, loss: 2.7398 +2025-05-26 08:39:15,424 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 10:46:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6555, loss: 2.6555 +2025-05-26 08:39:58,109 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 10:45:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 2.7658, loss: 2.7658 +2025-05-26 08:40:40,882 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 10:44:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 2.6606, loss: 2.6606 +2025-05-26 08:41:23,508 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 10:44:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.7229, loss: 2.7229 +2025-05-26 08:42:06,122 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 10:43:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.5905, loss: 2.5905 +2025-05-26 08:42:48,721 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 10:42:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.7643, loss: 2.7643 +2025-05-26 08:43:31,509 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 10:41:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 2.5824, loss: 2.5824 +2025-05-26 08:44:14,411 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 10:41:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 2.7405, loss: 2.7405 +2025-05-26 08:44:57,293 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 10:40:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.7250, loss: 2.7250 +2025-05-26 08:45:40,274 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 10:39:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9825, loss_cls: 2.6867, loss: 2.6867 +2025-05-26 08:46:23,237 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 10:38:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 2.7148, loss: 2.7148 +2025-05-26 08:47:06,148 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 10:37:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 2.8419, loss: 2.8419 +2025-05-26 08:47:49,032 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 10:37:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 2.5850, loss: 2.5850 +2025-05-26 08:48:31,879 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 10:36:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 2.8048, loss: 2.8048 +2025-05-26 08:49:14,714 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 10:35:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.7290, loss: 2.7290 +2025-05-26 08:49:57,657 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 10:34:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 2.6853, loss: 2.6853 +2025-05-26 08:50:40,422 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 10:34:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8035, loss: 2.8035 +2025-05-26 08:51:23,143 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 10:33:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 2.7654, loss: 2.7654 +2025-05-26 08:52:05,737 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 10:32:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9825, loss_cls: 2.8163, loss: 2.8163 +2025-05-26 08:52:48,335 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 10:31:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.7533, loss: 2.7533 +2025-05-26 08:52:51,480 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-26 08:54:06,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:54:06,725 - pyskl - INFO - +top1_acc 0.7985 +top5_acc 0.9678 +2025-05-26 08:54:06,727 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7985, top5_acc: 0.9678 +2025-05-26 08:55:09,920 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 10:32:00, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.6690, loss: 2.6690 +2025-05-26 08:55:52,579 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 10:31:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6820, loss: 2.6820 +2025-05-26 08:56:35,258 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 10:30:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.7414, loss: 2.7414 +2025-05-26 08:57:17,973 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 10:29:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 08:58:00,662 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 10:28:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6935, loss: 2.6935 +2025-05-26 08:58:43,434 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:28:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.7612, loss: 2.7612 +2025-05-26 08:59:26,275 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:27:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 2.8052, loss: 2.8052 +2025-05-26 09:00:09,174 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:26:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.6782, loss: 2.6782 +2025-05-26 09:00:51,925 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:25:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 2.7044, loss: 2.7044 +2025-05-26 09:01:34,769 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:25:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.6988, loss: 2.6988 +2025-05-26 09:02:17,633 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:24:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.6107, loss: 2.6107 +2025-05-26 09:03:00,439 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:23:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.6752, loss: 2.6752 +2025-05-26 09:03:43,209 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:22:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6888, loss: 2.6888 +2025-05-26 09:04:26,018 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:22:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.6898, loss: 2.6898 +2025-05-26 09:05:08,553 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:21:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.8793, loss: 2.8793 +2025-05-26 09:05:51,313 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:20:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 2.7560, loss: 2.7560 +2025-05-26 09:06:34,017 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:19:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 2.8124, loss: 2.8124 +2025-05-26 09:07:16,719 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:18:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 2.7577, loss: 2.7577 +2025-05-26 09:07:59,415 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:18:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 2.6695, loss: 2.6695 +2025-05-26 09:08:42,150 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:17:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 2.8261, loss: 2.8261 +2025-05-26 09:09:24,767 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:16:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 2.6872, loss: 2.6872 +2025-05-26 09:10:07,311 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:15:54, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 2.7584, loss: 2.7584 +2025-05-26 09:10:49,968 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:15:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.6510, loss: 2.6510 +2025-05-26 09:11:32,725 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:14:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 2.8333, loss: 2.8333 +2025-05-26 09:12:15,431 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:13:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 2.7012, loss: 2.7012 +2025-05-26 09:12:18,489 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-26 09:13:33,776 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:13:33,843 - pyskl - INFO - +top1_acc 0.8136 +top5_acc 0.9709 +2025-05-26 09:13:33,845 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8136, top5_acc: 0.9709 +2025-05-26 09:14:37,794 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:13:44, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 2.5984, loss: 2.5984 +2025-05-26 09:15:20,645 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:12:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 2.6971, loss: 2.6971 +2025-05-26 09:16:03,386 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:12:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.6395, loss: 2.6395 +2025-05-26 09:16:46,162 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.6444, loss: 2.6444 +2025-05-26 09:17:28,946 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:10:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 2.5872, loss: 2.5872 +2025-05-26 09:18:11,760 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:09:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.7450, loss: 2.7450 +2025-05-26 09:18:54,556 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:09:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9838, loss_cls: 2.7255, loss: 2.7255 +2025-05-26 09:19:37,246 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:08:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 2.6282, loss: 2.6282 +2025-05-26 09:20:19,968 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:07:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.6281, loss: 2.6281 +2025-05-26 09:21:02,687 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:06:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 2.6498, loss: 2.6498 +2025-05-26 09:21:45,418 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:06:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 2.8224, loss: 2.8224 +2025-05-26 09:22:28,178 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:05:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.5637, loss: 2.5637 +2025-05-26 09:23:11,081 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:04:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.5795, loss: 2.5795 +2025-05-26 09:23:53,814 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:03:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 2.6127, loss: 2.6127 +2025-05-26 09:24:36,630 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:03:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.7470, loss: 2.7470 +2025-05-26 09:25:19,329 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:02:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 2.8016, loss: 2.8016 +2025-05-26 09:26:02,154 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:01:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9844, loss_cls: 2.8260, loss: 2.8260 +2025-05-26 09:26:44,953 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:00:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.7168, loss: 2.7168 +2025-05-26 09:27:27,698 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:00:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.7054, loss: 2.7054 +2025-05-26 09:28:10,313 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 9:59:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.6744, loss: 2.6744 +2025-05-26 09:28:53,120 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 9:58:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.7317, loss: 2.7317 +2025-05-26 09:29:35,945 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 9:57:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.7109, loss: 2.7109 +2025-05-26 09:30:18,780 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 9:56:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 2.7793, loss: 2.7793 +2025-05-26 09:31:01,600 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 9:56:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 2.7255, loss: 2.7255 +2025-05-26 09:31:44,271 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 9:55:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7236, loss: 2.7236 +2025-05-26 09:31:47,295 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-26 09:33:02,627 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:33:02,694 - pyskl - INFO - +top1_acc 0.7720 +top5_acc 0.9608 +2025-05-26 09:33:02,696 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7720, top5_acc: 0.9608 +2025-05-26 09:34:06,217 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 9:55:31, time: 0.635, data_time: 0.206, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9900, loss_cls: 2.6475, loss: 2.6475 +2025-05-26 09:34:48,965 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 9:54:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.6378, loss: 2.6378 +2025-05-26 09:35:31,719 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 9:53:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9912, loss_cls: 2.5366, loss: 2.5366 +2025-05-26 09:36:14,403 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 9:53:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 2.7509, loss: 2.7509 +2025-05-26 09:36:57,085 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 9:52:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9812, loss_cls: 2.6638, loss: 2.6638 +2025-05-26 09:37:39,723 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 9:51:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.5611, loss: 2.5611 +2025-05-26 09:38:22,360 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 9:50:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6068, loss: 2.6068 +2025-05-26 09:39:05,085 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 9:50:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.7355, loss: 2.7355 +2025-05-26 09:39:47,841 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 9:49:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.6901, loss: 2.6901 +2025-05-26 09:40:30,528 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 9:48:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.7645, loss: 2.7645 +2025-05-26 09:41:13,299 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 9:47:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9862, loss_cls: 2.7192, loss: 2.7192 +2025-05-26 09:41:56,022 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 9:47:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6269, loss: 2.6269 +2025-05-26 09:42:38,764 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 9:46:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.5941, loss: 2.5941 +2025-05-26 09:43:21,520 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 9:45:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.7468, loss: 2.7468 +2025-05-26 09:44:04,246 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 9:44:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.6959, loss: 2.6959 +2025-05-26 09:44:47,031 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 9:44:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 2.6305, loss: 2.6305 +2025-05-26 09:45:29,765 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 9:43:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 2.7835, loss: 2.7835 +2025-05-26 09:46:12,469 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 9:42:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.6132, loss: 2.6132 +2025-05-26 09:46:55,154 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 9:41:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.6590, loss: 2.6590 +2025-05-26 09:47:37,865 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 9:41:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.7771, loss: 2.7771 +2025-05-26 09:48:20,624 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 9:40:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.5687, loss: 2.5687 +2025-05-26 09:49:03,350 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 9:39:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 2.6813, loss: 2.6813 +2025-05-26 09:49:46,092 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 9:38:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 2.7969, loss: 2.7969 +2025-05-26 09:50:29,018 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 9:37:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6278, loss: 2.6278 +2025-05-26 09:51:11,815 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 9:37:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.7111, loss: 2.7111 +2025-05-26 09:51:14,844 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-26 09:52:30,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:52:30,086 - pyskl - INFO - +top1_acc 0.7545 +top5_acc 0.9508 +2025-05-26 09:52:30,088 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7545, top5_acc: 0.9508 +2025-05-26 09:53:33,994 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 9:37:16, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.5882, loss: 2.5882 +2025-05-26 09:54:16,958 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 9:36:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9888, loss_cls: 2.6836, loss: 2.6836 +2025-05-26 09:54:59,789 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 9:35:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 2.6804, loss: 2.6804 +2025-05-26 09:55:42,555 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 9:35:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.7460, loss: 2.7460 +2025-05-26 09:56:25,348 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 9:34:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.5875, loss: 2.5875 +2025-05-26 09:57:08,210 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 9:33:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 2.7219, loss: 2.7219 +2025-05-26 09:57:50,940 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 9:32:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 2.7272, loss: 2.7272 +2025-05-26 09:58:33,767 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 9:31:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.6739, loss: 2.6739 +2025-05-26 09:59:16,706 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 9:31:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.6446, loss: 2.6446 +2025-05-26 09:59:59,457 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 9:30:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 2.6532, loss: 2.6532 +2025-05-26 10:00:42,195 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 9:29:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.7411, loss: 2.7411 +2025-05-26 10:01:24,970 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:28:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.6440, loss: 2.6440 +2025-05-26 10:02:07,722 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:28:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 2.7126, loss: 2.7126 +2025-05-26 10:02:50,564 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:27:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5192, loss: 2.5192 +2025-05-26 10:03:33,432 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:26:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.5392, loss: 2.5392 +2025-05-26 10:04:16,223 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:25:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.6804, loss: 2.6804 +2025-05-26 10:04:59,004 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:25:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.6354, loss: 2.6354 +2025-05-26 10:05:41,781 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:24:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7404, loss: 2.7404 +2025-05-26 10:06:24,491 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:23:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 2.5976, loss: 2.5976 +2025-05-26 10:07:07,241 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:22:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 2.6497, loss: 2.6497 +2025-05-26 10:07:49,993 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:22:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6356, loss: 2.6356 +2025-05-26 10:08:32,597 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:21:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.6504, loss: 2.6504 +2025-05-26 10:09:15,245 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:20:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 2.6640, loss: 2.6640 +2025-05-26 10:09:57,911 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:19:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.5820, loss: 2.5820 +2025-05-26 10:10:40,559 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:19:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.6450, loss: 2.6450 +2025-05-26 10:10:43,636 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-26 10:19:16,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:19:16,938 - pyskl - INFO - +top1_acc 0.8198 +top5_acc 0.9687 +2025-05-26 10:19:16,941 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8198, top5_acc: 0.9687 +2025-05-26 10:20:20,339 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:19:03, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.5319, loss: 2.5319 +2025-05-26 10:21:03,154 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:18:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 2.5978, loss: 2.5978 +2025-05-26 10:21:45,875 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:17:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.6386, loss: 2.6386 +2025-05-26 10:22:28,538 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:16:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 2.7990, loss: 2.7990 +2025-05-26 10:23:11,305 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:16:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.6603, loss: 2.6603 +2025-05-26 10:23:54,091 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:15:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 2.7613, loss: 2.7613 +2025-05-26 10:24:36,879 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:14:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.7929, loss: 2.7929 +2025-05-26 10:25:19,619 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:13:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9738, loss_cls: 2.5474, loss: 2.5474 +2025-05-26 10:26:02,346 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:12:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.5307, loss: 2.5307 +2025-05-26 10:26:45,088 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:12:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7182, loss: 2.7182 +2025-05-26 10:27:27,923 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9869, loss_cls: 2.6881, loss: 2.6881 +2025-05-26 10:28:10,930 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:10:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9794, loss_cls: 2.6787, loss: 2.6787 +2025-05-26 10:28:53,708 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:09:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 2.6276, loss: 2.6276 +2025-05-26 10:29:36,622 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:09:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.5442, loss: 2.5442 +2025-05-26 10:30:19,360 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:08:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.6263, loss: 2.6263 +2025-05-26 10:31:02,099 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:07:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.5493, loss: 2.5493 +2025-05-26 10:31:44,916 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:06:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7358, loss: 2.7358 +2025-05-26 10:32:27,663 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:06:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 2.8398, loss: 2.8398 +2025-05-26 10:33:10,410 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:05:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.6421, loss: 2.6421 +2025-05-26 10:33:53,136 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:04:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.7511, loss: 2.7511 +2025-05-26 10:34:35,914 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:03:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.6851, loss: 2.6851 +2025-05-26 10:35:18,634 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:03:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.8331, loss: 2.8331 +2025-05-26 10:36:01,372 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:02:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.5784, loss: 2.5784 +2025-05-26 10:36:44,075 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:01:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 2.7573, loss: 2.7573 +2025-05-26 10:37:26,769 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:00:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.7242, loss: 2.7242 +2025-05-26 10:37:29,816 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-26 10:38:45,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:38:45,222 - pyskl - INFO - +top1_acc 0.7671 +top5_acc 0.9481 +2025-05-26 10:38:45,224 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7671, top5_acc: 0.9481 +2025-05-26 10:39:49,375 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:00:52, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 2.6390, loss: 2.6390 +2025-05-26 10:40:32,146 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:00:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 2.6816, loss: 2.6816 +2025-05-26 10:41:14,893 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 8:59:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5686, loss: 2.5686 +2025-05-26 10:41:57,617 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 8:58:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 2.5964, loss: 2.5964 +2025-05-26 10:42:40,301 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 8:57:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 2.5166, loss: 2.5166 +2025-05-26 10:43:23,066 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 8:57:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.5727, loss: 2.5727 +2025-05-26 10:44:05,693 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 8:56:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.6675, loss: 2.6675 +2025-05-26 10:44:48,357 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 8:55:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 2.6441, loss: 2.6441 +2025-05-26 10:45:31,045 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 8:54:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.5899, loss: 2.5899 +2025-05-26 10:46:13,763 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 8:54:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 2.6268, loss: 2.6268 +2025-05-26 10:46:56,434 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 8:53:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9888, loss_cls: 2.7088, loss: 2.7088 +2025-05-26 10:47:39,235 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 8:52:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9894, loss_cls: 2.5889, loss: 2.5889 +2025-05-26 10:48:21,961 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 8:51:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.6743, loss: 2.6743 +2025-05-26 10:49:04,642 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 8:50:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.7709, loss: 2.7709 +2025-05-26 10:49:47,426 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 8:50:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.6915, loss: 2.6915 +2025-05-26 10:50:30,125 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 8:49:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.6289, loss: 2.6289 +2025-05-26 10:51:12,849 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 8:48:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 2.7142, loss: 2.7142 +2025-05-26 10:51:55,558 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 8:47:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5710, loss: 2.5710 +2025-05-26 10:52:38,301 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 8:47:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 2.7845, loss: 2.7845 +2025-05-26 10:53:20,995 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 8:46:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 2.6439, loss: 2.6439 +2025-05-26 10:54:03,781 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 8:45:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.6630, loss: 2.6630 +2025-05-26 10:54:46,490 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 8:44:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.6076, loss: 2.6076 +2025-05-26 10:55:29,193 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 8:44:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.6572, loss: 2.6572 +2025-05-26 10:56:11,896 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 8:43:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.7461, loss: 2.7461 +2025-05-26 10:56:54,677 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 8:42:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.7869, loss: 2.7869 +2025-05-26 10:56:57,846 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-26 10:58:13,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:58:13,074 - pyskl - INFO - +top1_acc 0.8060 +top5_acc 0.9672 +2025-05-26 10:58:13,077 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8060, top5_acc: 0.9672 +2025-05-26 10:59:16,786 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 8:42:36, time: 0.637, data_time: 0.204, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.5417, loss: 2.5417 +2025-05-26 10:59:59,681 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 8:41:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.5367, loss: 2.5367 +2025-05-26 11:00:42,630 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 8:41:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6148, loss: 2.6148 +2025-05-26 11:01:25,298 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 8:40:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5236, loss: 2.5236 +2025-05-26 11:02:08,020 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 8:39:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.5477, loss: 2.5477 +2025-05-26 11:02:50,805 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 8:38:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.6493, loss: 2.6493 +2025-05-26 11:03:33,522 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 8:38:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.6633, loss: 2.6633 +2025-05-26 11:04:16,177 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 8:37:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 2.7156, loss: 2.7156 +2025-05-26 11:04:58,916 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 8:36:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.5961, loss: 2.5961 +2025-05-26 11:05:41,569 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 8:35:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.6888, loss: 2.6888 +2025-05-26 11:06:24,336 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 8:35:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.6344, loss: 2.6344 +2025-05-26 11:07:07,254 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 8:34:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6167, loss: 2.6167 +2025-05-26 11:07:49,989 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 8:33:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.6763, loss: 2.6763 +2025-05-26 11:08:32,748 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 8:32:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 2.7107, loss: 2.7107 +2025-05-26 11:09:15,459 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 8:32:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.6832, loss: 2.6832 +2025-05-26 11:09:58,138 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 8:31:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 2.8525, loss: 2.8525 +2025-05-26 11:10:40,927 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:30:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 2.6419, loss: 2.6419 +2025-05-26 11:11:23,677 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:29:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9925, loss_cls: 2.5582, loss: 2.5582 +2025-05-26 11:12:06,396 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:28:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 2.7853, loss: 2.7853 +2025-05-26 11:12:49,176 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:28:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6374, loss: 2.6374 +2025-05-26 11:13:31,961 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:27:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5956, loss: 2.5956 +2025-05-26 11:14:14,678 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:26:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.6557, loss: 2.6557 +2025-05-26 11:14:57,543 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:25:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.6020, loss: 2.6020 +2025-05-26 11:15:40,224 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:25:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9762, loss_cls: 2.6752, loss: 2.6752 +2025-05-26 11:16:22,664 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:24:25, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.5124, loss: 2.5124 +2025-05-26 11:16:25,692 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-26 11:17:40,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:17:40,899 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9711 +2025-05-26 11:17:40,972 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_29.pth was removed +2025-05-26 11:17:42,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2025-05-26 11:17:42,204 - pyskl - INFO - Best top1_acc is 0.8217 at 43 epoch. +2025-05-26 11:17:42,207 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8217, top5_acc: 0.9711 +2025-05-26 11:18:46,623 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:24:24, time: 0.644, data_time: 0.213, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.6936, loss: 2.6936 +2025-05-26 11:19:29,490 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:23:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.5778, loss: 2.5778 +2025-05-26 11:20:12,313 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:22:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.4726, loss: 2.4726 +2025-05-26 11:20:55,090 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:22:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9888, loss_cls: 2.5581, loss: 2.5581 +2025-05-26 11:21:37,822 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:21:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.5269, loss: 2.5269 +2025-05-26 11:22:20,479 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:20:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 2.6294, loss: 2.6294 +2025-05-26 11:23:03,217 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:19:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.6496, loss: 2.6496 +2025-05-26 11:23:45,907 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:19:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.5460, loss: 2.5460 +2025-05-26 11:24:28,645 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:18:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.5874, loss: 2.5874 +2025-05-26 11:25:11,325 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:17:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.5208, loss: 2.5208 +2025-05-26 11:25:54,034 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:16:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.5656, loss: 2.5656 +2025-05-26 11:26:36,730 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:16:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.4892, loss: 2.4892 +2025-05-26 11:27:19,542 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:15:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 2.7777, loss: 2.7777 +2025-05-26 11:28:02,289 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:14:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.6609, loss: 2.6609 +2025-05-26 11:28:45,088 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:13:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.5965, loss: 2.5965 +2025-05-26 11:29:27,909 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:13:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.6863, loss: 2.6863 +2025-05-26 11:30:10,579 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:12:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 11:30:53,329 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:11:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 2.6266, loss: 2.6266 +2025-05-26 11:31:36,079 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:10:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.5998, loss: 2.5998 +2025-05-26 11:32:18,769 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:10:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.5745, loss: 2.5745 +2025-05-26 11:33:01,603 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:09:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.5111, loss: 2.5111 +2025-05-26 11:33:44,402 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:08:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.6443, loss: 2.6443 +2025-05-26 11:34:27,318 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:07:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6015, loss: 2.6015 +2025-05-26 11:35:10,097 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:07:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 2.6095, loss: 2.6095 +2025-05-26 11:35:52,924 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:06:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 2.7571, loss: 2.7571 +2025-05-26 11:35:55,963 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-26 11:37:11,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:37:11,346 - pyskl - INFO - +top1_acc 0.8083 +top5_acc 0.9684 +2025-05-26 11:37:11,349 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8083, top5_acc: 0.9684 +2025-05-26 11:38:15,061 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:06:12, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.5224, loss: 2.5224 +2025-05-26 11:38:57,845 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:05:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 11:39:40,581 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:04:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.5621, loss: 2.5621 +2025-05-26 11:40:23,354 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:03:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 2.6789, loss: 2.6789 +2025-05-26 11:41:06,133 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:03:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9906, loss_cls: 2.5274, loss: 2.5274 +2025-05-26 11:41:48,948 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:02:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.7540, loss: 2.7540 +2025-05-26 11:42:31,756 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:01:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.5417, loss: 2.5417 +2025-05-26 11:43:14,498 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:00:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6332, loss: 2.6332 +2025-05-26 11:43:57,212 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:00:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 2.5519, loss: 2.5519 +2025-05-26 11:44:39,937 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 7:59:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.4370, loss: 2.4370 +2025-05-26 11:45:22,689 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 7:58:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 11:46:05,379 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 7:57:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.5616, loss: 2.5616 +2025-05-26 11:46:48,104 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 7:57:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.6381, loss: 2.6381 +2025-05-26 11:47:30,928 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 7:56:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.5282, loss: 2.5282 +2025-05-26 11:48:13,846 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 7:55:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.7632, loss: 2.7632 +2025-05-26 11:48:56,702 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 7:54:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9825, loss_cls: 2.6471, loss: 2.6471 +2025-05-26 11:49:39,461 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 7:54:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9875, loss_cls: 2.5317, loss: 2.5317 +2025-05-26 11:50:22,301 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 7:53:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.4996, loss: 2.4996 +2025-05-26 11:51:05,146 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 7:52:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.5326, loss: 2.5326 +2025-05-26 11:51:48,033 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 7:51:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 2.6480, loss: 2.6480 +2025-05-26 11:52:30,767 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 7:51:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 2.5864, loss: 2.5864 +2025-05-26 11:53:13,574 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 7:50:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 2.6131, loss: 2.6131 +2025-05-26 11:53:56,346 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 7:49:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9712, loss_cls: 2.7478, loss: 2.7478 +2025-05-26 11:54:39,222 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 7:48:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.6638, loss: 2.6638 +2025-05-26 11:55:21,930 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 7:48:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.6724, loss: 2.6724 +2025-05-26 11:55:25,052 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-26 12:03:47,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:03:47,869 - pyskl - INFO - +top1_acc 0.8125 +top5_acc 0.9736 +2025-05-26 12:03:47,872 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8125, top5_acc: 0.9736 +2025-05-26 12:04:51,584 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 7:48:01, time: 0.637, data_time: 0.209, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.4831, loss: 2.4831 +2025-05-26 12:05:34,286 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 7:47:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.6295, loss: 2.6295 +2025-05-26 12:06:17,039 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 7:46:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.6317, loss: 2.6317 +2025-05-26 12:06:59,838 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 7:45:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.5088, loss: 2.5088 +2025-05-26 12:07:42,733 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 7:45:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 2.6743, loss: 2.6743 +2025-05-26 12:08:25,758 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 7:44:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.5285, loss: 2.5285 +2025-05-26 12:09:08,807 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 7:43:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.5171, loss: 2.5171 +2025-05-26 12:09:51,866 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 7:42:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 2.6243, loss: 2.6243 +2025-05-26 12:10:34,649 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 7:42:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 2.5715, loss: 2.5715 +2025-05-26 12:11:17,377 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 7:41:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.4685, loss: 2.4685 +2025-05-26 12:12:00,121 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 7:40:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 2.5905, loss: 2.5905 +2025-05-26 12:12:42,926 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 7:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 2.7010, loss: 2.7010 +2025-05-26 12:13:25,702 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 7:39:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5569, loss: 2.5569 +2025-05-26 12:14:08,448 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 7:38:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 2.5983, loss: 2.5983 +2025-05-26 12:14:51,221 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 7:37:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 2.5451, loss: 2.5451 +2025-05-26 12:15:33,937 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 7:36:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 2.6915, loss: 2.6915 +2025-05-26 12:16:16,625 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 7:35:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 2.6828, loss: 2.6828 +2025-05-26 12:16:59,301 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 7:35:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 2.6633, loss: 2.6633 +2025-05-26 12:17:42,149 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 7:34:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 2.5776, loss: 2.5776 +2025-05-26 12:18:24,924 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 7:33:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.5603, loss: 2.5603 +2025-05-26 12:19:07,721 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 7:32:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.6183, loss: 2.6183 +2025-05-26 12:19:50,549 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 7:32:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 2.5780, loss: 2.5780 +2025-05-26 12:20:33,365 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:31:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.6646, loss: 2.6646 +2025-05-26 12:21:16,199 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:30:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.6135, loss: 2.6135 +2025-05-26 12:21:59,041 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:29:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9812, loss_cls: 2.6205, loss: 2.6205 +2025-05-26 12:22:02,073 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-26 12:23:17,094 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:23:17,161 - pyskl - INFO - +top1_acc 0.8222 +top5_acc 0.9713 +2025-05-26 12:23:17,215 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_43.pth was removed +2025-05-26 12:23:18,266 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2025-05-26 12:23:18,267 - pyskl - INFO - Best top1_acc is 0.8222 at 46 epoch. +2025-05-26 12:23:18,270 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8222, top5_acc: 0.9713 +2025-05-26 12:24:21,833 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:29:51, time: 0.636, data_time: 0.205, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9906, loss_cls: 2.4813, loss: 2.4813 +2025-05-26 12:25:04,651 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:29:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.5499, loss: 2.5499 +2025-05-26 12:25:47,501 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:28:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.6339, loss: 2.6339 +2025-05-26 12:26:30,253 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:27:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.5512, loss: 2.5512 +2025-05-26 12:27:13,085 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 2.4865, loss: 2.4865 +2025-05-26 12:27:55,851 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:26:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.5120, loss: 2.5120 +2025-05-26 12:28:38,611 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:25:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 2.7182, loss: 2.7182 +2025-05-26 12:29:21,332 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:24:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.4751, loss: 2.4751 +2025-05-26 12:30:04,019 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:23:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.6848, loss: 2.6848 +2025-05-26 12:30:46,668 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:23:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 2.5863, loss: 2.5863 +2025-05-26 12:31:29,497 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:22:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9894, loss_cls: 2.5577, loss: 2.5577 +2025-05-26 12:32:12,241 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:21:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5218, loss: 2.5218 +2025-05-26 12:32:55,046 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:20:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 2.5071, loss: 2.5071 +2025-05-26 12:33:37,710 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:20:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.5890, loss: 2.5890 +2025-05-26 12:34:20,352 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:19:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.6014, loss: 2.6014 +2025-05-26 12:35:02,943 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:18:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 2.5862, loss: 2.5862 +2025-05-26 12:35:45,773 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:17:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.5834, loss: 2.5834 +2025-05-26 12:36:28,525 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:17:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9819, loss_cls: 2.5422, loss: 2.5422 +2025-05-26 12:37:11,362 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:16:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 2.5842, loss: 2.5842 +2025-05-26 12:37:54,286 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:15:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.6855, loss: 2.6855 +2025-05-26 12:38:37,225 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:14:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.4839, loss: 2.4839 +2025-05-26 12:39:19,994 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:14:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.4951, loss: 2.4951 +2025-05-26 12:40:02,811 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:13:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.6081, loss: 2.6081 +2025-05-26 12:40:45,530 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:12:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 2.4902, loss: 2.4902 +2025-05-26 12:41:28,336 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:11:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 2.6008, loss: 2.6008 +2025-05-26 12:41:31,381 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-26 12:42:46,553 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:42:46,620 - pyskl - INFO - +top1_acc 0.8045 +top5_acc 0.9652 +2025-05-26 12:42:46,623 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8045, top5_acc: 0.9652 +2025-05-26 12:43:50,279 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:11:39, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 2.4554, loss: 2.4554 +2025-05-26 12:44:33,105 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:10:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.6148, loss: 2.6148 +2025-05-26 12:45:15,939 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:10:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9938, loss_cls: 2.4107, loss: 2.4107 +2025-05-26 12:45:58,870 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:09:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.6348, loss: 2.6348 +2025-05-26 12:46:41,781 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:08:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.4974, loss: 2.4974 +2025-05-26 12:47:24,691 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:07:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.4971, loss: 2.4971 +2025-05-26 12:48:07,630 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:07:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.4468, loss: 2.4468 +2025-05-26 12:48:50,607 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:06:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9800, loss_cls: 2.6229, loss: 2.6229 +2025-05-26 12:49:33,618 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:05:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 2.5637, loss: 2.5637 +2025-05-26 12:50:16,534 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:04:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.6347, loss: 2.6347 +2025-05-26 12:50:59,325 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:04:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.6417, loss: 2.6417 +2025-05-26 12:51:42,058 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:03:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 2.6136, loss: 2.6136 +2025-05-26 12:52:24,781 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:02:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.4726, loss: 2.4726 +2025-05-26 12:53:07,534 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:01:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 2.6016, loss: 2.6016 +2025-05-26 12:53:50,260 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:01:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9912, loss_cls: 2.4966, loss: 2.4966 +2025-05-26 12:54:33,003 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:00:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.5842, loss: 2.5842 +2025-05-26 12:55:15,773 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 6:59:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 2.6267, loss: 2.6267 +2025-05-26 12:55:58,514 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 6:58:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 2.5768, loss: 2.5768 +2025-05-26 12:56:41,185 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 6:58:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.6468, loss: 2.6468 +2025-05-26 12:57:23,981 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 6:57:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.5291, loss: 2.5291 +2025-05-26 12:58:06,853 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 6:56:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 2.5381, loss: 2.5381 +2025-05-26 12:58:49,718 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 6:55:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.6272, loss: 2.6272 +2025-05-26 12:59:32,475 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 6:55:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5929, loss: 2.5929 +2025-05-26 13:00:15,219 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 6:54:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 2.7074, loss: 2.7074 +2025-05-26 13:00:58,118 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 6:53:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 2.4953, loss: 2.4953 +2025-05-26 13:01:01,193 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-26 13:02:16,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:02:16,665 - pyskl - INFO - +top1_acc 0.8252 +top5_acc 0.9704 +2025-05-26 13:02:16,719 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_46.pth was removed +2025-05-26 13:02:17,722 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2025-05-26 13:02:17,723 - pyskl - INFO - Best top1_acc is 0.8252 at 48 epoch. +2025-05-26 13:02:17,725 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8252, top5_acc: 0.9704 +2025-05-26 13:03:21,470 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 6:53:30, time: 0.637, data_time: 0.205, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.4826, loss: 2.4826 +2025-05-26 13:04:04,339 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 6:52:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4941, loss: 2.4941 +2025-05-26 13:04:47,175 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 6:52:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 2.6269, loss: 2.6269 +2025-05-26 13:05:30,058 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 6:51:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 2.5178, loss: 2.5178 +2025-05-26 13:06:12,969 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 6:50:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5791, loss: 2.5791 +2025-05-26 13:06:55,726 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 6:49:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.5788, loss: 2.5788 +2025-05-26 13:07:38,583 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 6:49:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.5611, loss: 2.5611 +2025-05-26 13:08:21,447 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 6:48:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 2.5249, loss: 2.5249 +2025-05-26 13:09:04,225 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 6:47:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5703, loss: 2.5703 +2025-05-26 13:09:47,160 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 6:46:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.4994, loss: 2.4994 +2025-05-26 13:10:29,894 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 6:46:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.4407, loss: 2.4407 +2025-05-26 13:11:12,673 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 6:45:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.5206, loss: 2.5206 +2025-05-26 13:11:55,281 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 6:44:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 2.4770, loss: 2.4770 +2025-05-26 13:12:37,969 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 6:43:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5159, loss: 2.5159 +2025-05-26 13:13:20,618 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 6:42:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.5737, loss: 2.5737 +2025-05-26 13:14:03,403 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 6:42:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.3932, loss: 2.3932 +2025-05-26 13:14:46,069 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 6:41:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.5062, loss: 2.5062 +2025-05-26 13:15:28,831 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 6:40:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.5731, loss: 2.5731 +2025-05-26 13:16:11,519 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 6:39:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.4452, loss: 2.4452 +2025-05-26 13:16:54,233 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 6:39:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 2.6481, loss: 2.6481 +2025-05-26 13:17:37,135 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 6:38:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 2.4637, loss: 2.4637 +2025-05-26 13:18:20,098 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 6:37:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.5490, loss: 2.5490 +2025-05-26 13:19:03,029 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 6:36:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 2.6908, loss: 2.6908 +2025-05-26 13:19:45,885 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 6:36:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.6074, loss: 2.6074 +2025-05-26 13:20:28,717 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 6:35:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.5179, loss: 2.5179 +2025-05-26 13:20:31,752 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-26 13:21:46,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:21:46,730 - pyskl - INFO - +top1_acc 0.7825 +top5_acc 0.9643 +2025-05-26 13:21:46,733 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7825, top5_acc: 0.9643 +2025-05-26 13:22:50,684 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 6:35:20, time: 0.639, data_time: 0.212, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.3879, loss: 2.3879 +2025-05-26 13:23:33,405 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 6:34:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 2.5856, loss: 2.5856 +2025-05-26 13:24:16,096 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 6:33:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.4902, loss: 2.4902 +2025-05-26 13:24:58,897 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 6:33:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 2.5869, loss: 2.5869 +2025-05-26 13:25:41,632 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:32:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9906, loss_cls: 2.4369, loss: 2.4369 +2025-05-26 13:26:24,342 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:31:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9862, loss_cls: 2.6700, loss: 2.6700 +2025-05-26 13:27:07,009 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:30:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.5870, loss: 2.5870 +2025-05-26 13:27:49,701 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:30:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.5080, loss: 2.5080 +2025-05-26 13:28:32,377 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:29:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.4906, loss: 2.4906 +2025-05-26 13:29:15,009 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:28:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.4455, loss: 2.4455 +2025-05-26 13:29:57,656 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:27:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.5092, loss: 2.5092 +2025-05-26 13:30:40,322 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:27:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.4669, loss: 2.4669 +2025-05-26 13:31:23,053 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:26:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.5851, loss: 2.5851 +2025-05-26 13:32:05,793 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:25:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 2.5718, loss: 2.5718 +2025-05-26 13:32:48,437 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:24:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9900, loss_cls: 2.4498, loss: 2.4498 +2025-05-26 13:33:31,181 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:24:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.3851, loss: 2.3851 +2025-05-26 13:34:13,857 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:23:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9850, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 13:34:56,589 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:22:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 2.5102, loss: 2.5102 +2025-05-26 13:35:39,450 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:21:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9812, loss_cls: 2.5535, loss: 2.5535 +2025-05-26 13:36:22,242 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:21:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 2.6522, loss: 2.6522 +2025-05-26 13:37:05,006 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:20:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.4636, loss: 2.4636 +2025-05-26 13:37:47,790 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:19:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4173, loss: 2.4173 +2025-05-26 13:38:30,529 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:18:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 2.4728, loss: 2.4728 +2025-05-26 13:39:13,245 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:18:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4755, loss: 2.4755 +2025-05-26 13:39:55,970 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:17:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.5299, loss: 2.5299 +2025-05-26 13:39:59,103 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-26 13:48:15,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:48:15,771 - pyskl - INFO - +top1_acc 0.8131 +top5_acc 0.9717 +2025-05-26 13:48:15,773 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8131, top5_acc: 0.9717 +2025-05-26 13:49:18,916 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:17:05, time: 0.631, data_time: 0.206, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.4384, loss: 2.4384 +2025-05-26 13:50:01,758 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:16:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 2.5045, loss: 2.5045 +2025-05-26 13:50:44,724 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:15:35, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.4684, loss: 2.4684 +2025-05-26 13:51:27,746 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:14:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 2.4265, loss: 2.4265 +2025-05-26 13:52:10,721 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:14:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.5335, loss: 2.5335 +2025-05-26 13:52:53,782 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:13:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3617, loss: 2.3617 +2025-05-26 13:53:36,610 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:12:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.5318, loss: 2.5318 +2025-05-26 13:54:19,330 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:11:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 2.5407, loss: 2.5407 +2025-05-26 13:55:02,007 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:11:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 2.6196, loss: 2.6196 +2025-05-26 13:55:44,747 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:10:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 2.5503, loss: 2.5503 +2025-05-26 13:56:27,462 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:09:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.5331, loss: 2.5331 +2025-05-26 13:57:10,135 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:08:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.4086, loss: 2.4086 +2025-05-26 13:57:52,885 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:08:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5083, loss: 2.5083 +2025-05-26 13:58:35,586 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:07:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9900, loss_cls: 2.4886, loss: 2.4886 +2025-05-26 13:59:18,253 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:06:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 2.6417, loss: 2.6417 +2025-05-26 14:00:00,986 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:05:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 2.4996, loss: 2.4996 +2025-05-26 14:00:43,738 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:05:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 2.5581, loss: 2.5581 +2025-05-26 14:01:26,390 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:04:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.5765, loss: 2.5765 +2025-05-26 14:02:09,020 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:03:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.5333, loss: 2.5333 +2025-05-26 14:02:51,646 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:02:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.6563, loss: 2.6563 +2025-05-26 14:03:34,265 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:02:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.6061, loss: 2.6061 +2025-05-26 14:04:16,934 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:01:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 2.5955, loss: 2.5955 +2025-05-26 14:04:59,529 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:00:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 2.6379, loss: 2.6379 +2025-05-26 14:05:42,195 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 5:59:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.5294, loss: 2.5294 +2025-05-26 14:06:24,900 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 5:59:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3653, loss: 2.3653 +2025-05-26 14:06:27,949 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-26 14:07:42,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:07:43,049 - pyskl - INFO - +top1_acc 0.7809 +top5_acc 0.9624 +2025-05-26 14:07:43,051 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.7809, top5_acc: 0.9624 +2025-05-26 14:08:46,604 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 5:58:52, time: 0.635, data_time: 0.206, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.4192, loss: 2.4192 +2025-05-26 14:09:29,514 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 5:58:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.3806, loss: 2.3806 +2025-05-26 14:10:12,424 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 5:57:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.4500, loss: 2.4500 +2025-05-26 14:10:55,249 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 5:56:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9875, loss_cls: 2.5691, loss: 2.5691 +2025-05-26 14:11:38,001 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 5:55:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.5365, loss: 2.5365 +2025-05-26 14:12:20,768 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 5:55:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4604, loss: 2.4604 +2025-05-26 14:13:03,510 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 5:54:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 2.5448, loss: 2.5448 +2025-05-26 14:13:46,361 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 5:53:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.4708, loss: 2.4708 +2025-05-26 14:14:29,129 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 5:52:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.4703, loss: 2.4703 +2025-05-26 14:15:11,910 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 5:52:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.4388, loss: 2.4388 +2025-05-26 14:15:54,583 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 5:51:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 14:16:37,337 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 5:50:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.4854, loss: 2.4854 +2025-05-26 14:17:20,077 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 5:49:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.4523, loss: 2.4523 +2025-05-26 14:18:02,760 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 5:49:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.5250, loss: 2.5250 +2025-05-26 14:18:45,442 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 5:48:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.5196, loss: 2.5196 +2025-05-26 14:19:28,166 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 5:47:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 2.5133, loss: 2.5133 +2025-05-26 14:20:10,853 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 5:46:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.4672, loss: 2.4672 +2025-05-26 14:20:53,633 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 5:46:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.4156, loss: 2.4156 +2025-05-26 14:21:36,393 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 5:45:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.4313, loss: 2.4313 +2025-05-26 14:22:19,107 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 5:44:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.5744, loss: 2.5744 +2025-05-26 14:23:01,822 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 5:43:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.5109, loss: 2.5109 +2025-05-26 14:23:44,579 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 5:43:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.6143, loss: 2.6143 +2025-05-26 14:24:27,335 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 5:42:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 2.6574, loss: 2.6574 +2025-05-26 14:25:10,146 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 5:41:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 2.4026, loss: 2.4026 +2025-05-26 14:25:52,894 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 5:40:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 2.5114, loss: 2.5114 +2025-05-26 14:25:55,972 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-26 14:27:11,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:27:11,338 - pyskl - INFO - +top1_acc 0.8233 +top5_acc 0.9725 +2025-05-26 14:27:11,340 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8233, top5_acc: 0.9725 +2025-05-26 14:28:14,707 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 5:40:39, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.3860, loss: 2.3860 +2025-05-26 14:28:57,447 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 5:39:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9912, loss_cls: 2.4813, loss: 2.4813 +2025-05-26 14:29:40,738 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 5:39:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9806, loss_cls: 2.5013, loss: 2.5013 +2025-05-26 14:30:23,794 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 5:38:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.3819, loss: 2.3819 +2025-05-26 14:31:06,506 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 5:37:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.3769, loss: 2.3769 +2025-05-26 14:31:49,289 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 5:36:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9944, loss_cls: 2.4158, loss: 2.4158 +2025-05-26 14:32:32,060 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 5:36:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.4696, loss: 2.4696 +2025-05-26 14:33:14,906 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 5:35:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.5478, loss: 2.5478 +2025-05-26 14:33:57,709 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 5:34:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 2.5656, loss: 2.5656 +2025-05-26 14:34:40,649 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 5:33:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9888, loss_cls: 2.5212, loss: 2.5212 +2025-05-26 14:35:23,870 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:33:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 2.4866, loss: 2.4866 +2025-05-26 14:36:06,882 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:32:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.4274, loss: 2.4274 +2025-05-26 14:36:49,677 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:31:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 2.3522, loss: 2.3522 +2025-05-26 14:37:32,466 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:30:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.4582, loss: 2.4582 +2025-05-26 14:38:15,282 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:30:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.5920, loss: 2.5920 +2025-05-26 14:38:58,023 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:29:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 2.5399, loss: 2.5399 +2025-05-26 14:39:40,654 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:28:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4279, loss: 2.4279 +2025-05-26 14:40:23,482 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:27:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 2.5492, loss: 2.5492 +2025-05-26 14:41:06,274 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:27:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 2.5102, loss: 2.5102 +2025-05-26 14:41:48,989 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:26:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 2.5484, loss: 2.5484 +2025-05-26 14:42:31,767 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:25:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.4125, loss: 2.4125 +2025-05-26 14:43:14,545 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:24:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 2.6029, loss: 2.6029 +2025-05-26 14:43:57,246 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:24:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.4961, loss: 2.4961 +2025-05-26 14:44:40,191 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:23:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.5295, loss: 2.5295 +2025-05-26 14:45:22,970 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:22:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.5296, loss: 2.5296 +2025-05-26 14:45:26,090 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-26 14:46:41,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:46:41,073 - pyskl - INFO - +top1_acc 0.7599 +top5_acc 0.9415 +2025-05-26 14:46:41,076 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.7599, top5_acc: 0.9415 +2025-05-26 14:47:44,208 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:22:30, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3356, loss: 2.3356 +2025-05-26 14:48:27,039 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:21:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.3065, loss: 2.3065 +2025-05-26 14:49:09,923 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:21:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4281, loss: 2.4281 +2025-05-26 14:49:52,794 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:20:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.5907, loss: 2.5907 +2025-05-26 14:50:35,590 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:19:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.5055, loss: 2.5055 +2025-05-26 14:51:18,364 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:18:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 2.3497, loss: 2.3497 +2025-05-26 14:52:01,103 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:18:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 2.4655, loss: 2.4655 +2025-05-26 14:52:43,793 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:17:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 2.4984, loss: 2.4984 +2025-05-26 14:53:26,581 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:16:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3395, loss: 2.3395 +2025-05-26 14:54:09,364 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:15:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.5425, loss: 2.5425 +2025-05-26 14:54:52,073 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:15:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.5940, loss: 2.5940 +2025-05-26 14:55:34,828 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:14:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.5693, loss: 2.5693 +2025-05-26 14:56:17,553 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:13:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.4628, loss: 2.4628 +2025-05-26 14:57:00,333 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:12:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 2.5133, loss: 2.5133 +2025-05-26 14:57:43,061 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:12:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.4165, loss: 2.4165 +2025-05-26 14:58:25,779 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:11:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9800, loss_cls: 2.4756, loss: 2.4756 +2025-05-26 14:59:08,482 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:10:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 2.5379, loss: 2.5379 +2025-05-26 14:59:51,155 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:09:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 2.4431, loss: 2.4431 +2025-05-26 15:00:33,879 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:09:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 2.5511, loss: 2.5511 +2025-05-26 15:01:16,621 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:08:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 2.5570, loss: 2.5570 +2025-05-26 15:01:59,294 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:07:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 2.5203, loss: 2.5203 +2025-05-26 15:02:42,004 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:06:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.4184, loss: 2.4184 +2025-05-26 15:03:24,749 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:06:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4116, loss: 2.4116 +2025-05-26 15:04:07,482 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:05:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.4891, loss: 2.4891 +2025-05-26 15:04:50,594 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:04:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9888, loss_cls: 2.4375, loss: 2.4375 +2025-05-26 15:04:53,706 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-26 15:06:09,050 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:06:09,117 - pyskl - INFO - +top1_acc 0.8148 +top5_acc 0.9709 +2025-05-26 15:06:09,120 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8148, top5_acc: 0.9709 +2025-05-26 15:07:12,271 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:04:17, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 2.4371, loss: 2.4371 +2025-05-26 15:07:54,965 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.3545, loss: 2.3545 +2025-05-26 15:08:37,929 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:02:48, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.4661, loss: 2.4661 +2025-05-26 15:09:20,736 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:02:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.4226, loss: 2.4226 +2025-05-26 15:10:03,588 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:01:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.5634, loss: 2.5634 +2025-05-26 15:10:46,500 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:00:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.3962, loss: 2.3962 +2025-05-26 15:11:29,383 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 4:59:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.4999, loss: 2.4999 +2025-05-26 15:12:12,189 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 4:59:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 2.5199, loss: 2.5199 +2025-05-26 15:12:54,977 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 4:58:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 2.3891, loss: 2.3891 +2025-05-26 15:13:37,769 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 4:57:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.4687, loss: 2.4687 +2025-05-26 15:14:20,646 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 4:56:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.3988, loss: 2.3988 +2025-05-26 15:15:03,444 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 4:56:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 2.4147, loss: 2.4147 +2025-05-26 15:15:46,258 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 4:55:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.4467, loss: 2.4467 +2025-05-26 15:16:29,186 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 4:54:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.4057, loss: 2.4057 +2025-05-26 15:17:12,128 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 4:53:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.4638, loss: 2.4638 +2025-05-26 15:17:55,062 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 4:53:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.5670, loss: 2.5670 +2025-05-26 15:18:37,830 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 4:52:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.5152, loss: 2.5152 +2025-05-26 15:19:20,503 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 4:51:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.4408, loss: 2.4408 +2025-05-26 15:20:03,335 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 4:50:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.5488, loss: 2.5488 +2025-05-26 15:20:46,127 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 4:50:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 2.4579, loss: 2.4579 +2025-05-26 15:21:28,793 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 4:49:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 2.5360, loss: 2.5360 +2025-05-26 15:22:11,515 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 4:48:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 2.3824, loss: 2.3824 +2025-05-26 15:22:54,211 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 4:47:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.4022, loss: 2.4022 +2025-05-26 15:23:36,900 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 4:47:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.4160, loss: 2.4160 +2025-05-26 15:24:19,689 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 4:46:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 2.4402, loss: 2.4402 +2025-05-26 15:24:22,755 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-26 15:32:41,749 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:32:41,814 - pyskl - INFO - +top1_acc 0.8123 +top5_acc 0.9688 +2025-05-26 15:32:41,817 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8123, top5_acc: 0.9688 +2025-05-26 15:33:44,785 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 4:46:06, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.3352, loss: 2.3352 +2025-05-26 15:34:27,651 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 4:45:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.4837, loss: 2.4837 +2025-05-26 15:35:10,631 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 4:44:37, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.4918, loss: 2.4918 +2025-05-26 15:35:53,393 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 4:43:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.4368, loss: 2.4368 +2025-05-26 15:36:36,157 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 4:43:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 2.4977, loss: 2.4977 +2025-05-26 15:37:18,938 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 4:42:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 2.4641, loss: 2.4641 +2025-05-26 15:38:01,757 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 4:41:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9825, loss_cls: 2.4488, loss: 2.4488 +2025-05-26 15:38:44,499 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 4:40:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 2.4114, loss: 2.4114 +2025-05-26 15:39:27,245 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 4:40:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.4650, loss: 2.4650 +2025-05-26 15:40:10,020 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 4:39:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9906, loss_cls: 2.4731, loss: 2.4731 +2025-05-26 15:40:52,794 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 4:38:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.5108, loss: 2.5108 +2025-05-26 15:41:35,695 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 4:37:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 2.4262, loss: 2.4262 +2025-05-26 15:42:18,599 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 4:37:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 2.4637, loss: 2.4637 +2025-05-26 15:43:01,569 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 4:36:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9931, loss_cls: 2.3500, loss: 2.3500 +2025-05-26 15:43:44,481 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 4:35:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.4866, loss: 2.4866 +2025-05-26 15:44:27,248 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 4:34:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 2.5340, loss: 2.5340 +2025-05-26 15:45:10,166 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:34:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.3627, loss: 2.3627 +2025-05-26 15:45:53,002 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:33:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.4041, loss: 2.4041 +2025-05-26 15:46:35,732 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:32:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.4132, loss: 2.4132 +2025-05-26 15:47:18,307 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:31:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 2.5065, loss: 2.5065 +2025-05-26 15:48:01,064 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:31:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.4794, loss: 2.4794 +2025-05-26 15:48:43,787 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:30:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 2.5506, loss: 2.5506 +2025-05-26 15:49:26,563 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:29:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.5453, loss: 2.5453 +2025-05-26 15:50:09,329 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:28:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.4407, loss: 2.4407 +2025-05-26 15:50:52,124 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:28:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4091, loss: 2.4091 +2025-05-26 15:50:55,150 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-26 15:52:10,082 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:52:10,149 - pyskl - INFO - +top1_acc 0.8014 +top5_acc 0.9705 +2025-05-26 15:52:10,151 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8014, top5_acc: 0.9705 +2025-05-26 15:53:13,185 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:27:55, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.3479, loss: 2.3479 +2025-05-26 15:53:56,017 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:27:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3507, loss: 2.3507 +2025-05-26 15:54:38,863 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:26:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.2958, loss: 2.2958 +2025-05-26 15:55:21,806 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:25:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 2.3530, loss: 2.3530 +2025-05-26 15:56:04,545 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:24:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.2991, loss: 2.2991 +2025-05-26 15:56:47,204 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:24:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.5226, loss: 2.5226 +2025-05-26 15:57:29,934 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:23:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 2.4836, loss: 2.4836 +2025-05-26 15:58:12,729 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:22:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.3974, loss: 2.3974 +2025-05-26 15:58:55,469 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:21:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5082, loss: 2.5082 +2025-05-26 15:59:38,277 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:21:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.3912, loss: 2.3912 +2025-05-26 16:00:21,067 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:20:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.4919, loss: 2.4919 +2025-05-26 16:01:03,854 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:19:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.5011, loss: 2.5011 +2025-05-26 16:01:46,593 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:18:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.4586, loss: 2.4586 +2025-05-26 16:02:29,316 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:18:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9919, loss_cls: 2.3744, loss: 2.3744 +2025-05-26 16:03:12,073 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:17:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.4474, loss: 2.4474 +2025-05-26 16:03:54,814 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:16:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.4409, loss: 2.4409 +2025-05-26 16:04:37,565 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:15:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.5543, loss: 2.5543 +2025-05-26 16:05:20,356 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:15:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9781, loss_cls: 2.4035, loss: 2.4035 +2025-05-26 16:06:03,083 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:14:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 2.4790, loss: 2.4790 +2025-05-26 16:06:45,861 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:13:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.3619, loss: 2.3619 +2025-05-26 16:07:28,586 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:13:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.5043, loss: 2.5043 +2025-05-26 16:08:11,337 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:12:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.4254, loss: 2.4254 +2025-05-26 16:08:54,018 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:11:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.5021, loss: 2.5021 +2025-05-26 16:09:36,721 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:10:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9838, loss_cls: 2.3597, loss: 2.3597 +2025-05-26 16:10:19,548 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:10:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.5072, loss: 2.5072 +2025-05-26 16:10:22,605 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-26 16:11:37,414 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:11:37,479 - pyskl - INFO - +top1_acc 0.8379 +top5_acc 0.9728 +2025-05-26 16:11:37,532 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_48.pth was removed +2025-05-26 16:11:38,519 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2025-05-26 16:11:38,520 - pyskl - INFO - Best top1_acc is 0.8379 at 57 epoch. +2025-05-26 16:11:38,523 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8379, top5_acc: 0.9728 +2025-05-26 16:12:41,131 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:09:42, time: 0.626, data_time: 0.201, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.3482, loss: 2.3482 +2025-05-26 16:13:24,649 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:08:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 2.4890, loss: 2.4890 +2025-05-26 16:14:07,861 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:08:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 2.3648, loss: 2.3648 +2025-05-26 16:14:50,649 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:07:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.3789, loss: 2.3789 +2025-05-26 16:15:33,396 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:06:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.4473, loss: 2.4473 +2025-05-26 16:16:16,268 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:06:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.4673, loss: 2.4673 +2025-05-26 16:16:59,101 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:05:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4276, loss: 2.4276 +2025-05-26 16:17:41,921 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:04:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3855, loss: 2.3855 +2025-05-26 16:18:24,668 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:03:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.5120, loss: 2.5120 +2025-05-26 16:19:07,433 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:03:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3429, loss: 2.3429 +2025-05-26 16:19:50,248 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:02:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.5081, loss: 2.5081 +2025-05-26 16:20:33,169 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:01:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.5770, loss: 2.5770 +2025-05-26 16:21:16,086 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:00:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.3879, loss: 2.3879 +2025-05-26 16:21:58,874 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:00:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.4431, loss: 2.4431 +2025-05-26 16:22:41,654 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 3:59:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.4186, loss: 2.4186 +2025-05-26 16:23:24,514 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 3:58:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9850, loss_cls: 2.2704, loss: 2.2704 +2025-05-26 16:24:07,349 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 3:57:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 2.3569, loss: 2.3569 +2025-05-26 16:24:50,177 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 3:57:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9825, loss_cls: 2.3281, loss: 2.3281 +2025-05-26 16:25:32,899 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 3:56:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 2.3670, loss: 2.3670 +2025-05-26 16:26:15,721 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 3:55:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 2.4490, loss: 2.4490 +2025-05-26 16:26:58,627 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 3:54:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.4655, loss: 2.4655 +2025-05-26 16:27:41,454 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 3:54:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 2.5043, loss: 2.5043 +2025-05-26 16:28:24,316 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 3:53:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.4505, loss: 2.4505 +2025-05-26 16:29:07,514 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 3:52:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.4707, loss: 2.4707 +2025-05-26 16:29:50,426 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 3:51:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.5534, loss: 2.5534 +2025-05-26 16:29:53,466 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-26 16:31:08,363 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:31:08,429 - pyskl - INFO - +top1_acc 0.8460 +top5_acc 0.9753 +2025-05-26 16:31:08,482 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_57.pth was removed +2025-05-26 16:31:09,485 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2025-05-26 16:31:09,486 - pyskl - INFO - Best top1_acc is 0.8460 at 58 epoch. +2025-05-26 16:31:09,488 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8460, top5_acc: 0.9753 +2025-05-26 16:32:12,639 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 3:51:34, time: 0.631, data_time: 0.205, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.4174, loss: 2.4174 +2025-05-26 16:32:55,282 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 3:50:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.3980, loss: 2.3980 +2025-05-26 16:33:38,007 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 3:50:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.4099, loss: 2.4099 +2025-05-26 16:34:20,739 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 3:49:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.3926, loss: 2.3926 +2025-05-26 16:35:03,480 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 3:48:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.3817, loss: 2.3817 +2025-05-26 16:35:46,240 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 3:47:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.4545, loss: 2.4545 +2025-05-26 16:36:28,938 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 3:47:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.4131, loss: 2.4131 +2025-05-26 16:37:11,620 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 3:46:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9925, loss_cls: 2.3763, loss: 2.3763 +2025-05-26 16:37:54,221 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 3:45:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.4356, loss: 2.4356 +2025-05-26 16:38:36,896 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 3:44:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.4595, loss: 2.4595 +2025-05-26 16:39:19,598 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 3:44:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 2.3054, loss: 2.3054 +2025-05-26 16:40:02,224 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 3:43:21, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.3768, loss: 2.3768 +2025-05-26 16:40:44,882 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 3:42:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 2.4148, loss: 2.4148 +2025-05-26 16:41:27,511 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 3:41:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 2.4350, loss: 2.4350 +2025-05-26 16:42:10,196 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 3:41:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.4212, loss: 2.4212 +2025-05-26 16:42:52,874 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 3:40:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.2279, loss: 2.2279 +2025-05-26 16:43:35,557 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 3:39:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.5083, loss: 2.5083 +2025-05-26 16:44:18,235 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 3:38:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 2.4894, loss: 2.4894 +2025-05-26 16:45:00,989 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 3:38:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.5157, loss: 2.5157 +2025-05-26 16:45:43,581 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 3:37:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.4934, loss: 2.4934 +2025-05-26 16:46:26,197 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 3:36:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.4982, loss: 2.4982 +2025-05-26 16:47:08,905 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 3:35:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.3866, loss: 2.3866 +2025-05-26 16:47:51,626 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:35:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 2.4897, loss: 2.4897 +2025-05-26 16:48:34,305 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:34:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 2.3140, loss: 2.3140 +2025-05-26 16:49:17,032 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:33:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.4128, loss: 2.4128 +2025-05-26 16:49:20,070 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-26 16:50:35,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:50:35,321 - pyskl - INFO - +top1_acc 0.8117 +top5_acc 0.9729 +2025-05-26 16:50:35,323 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8117, top5_acc: 0.9729 +2025-05-26 16:51:38,233 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:33:18, time: 0.629, data_time: 0.200, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 2.3414, loss: 2.3414 +2025-05-26 16:52:20,961 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:32:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.3226, loss: 2.3226 +2025-05-26 16:53:03,829 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:31:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.3085, loss: 2.3085 +2025-05-26 16:53:46,843 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:31:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 2.4088, loss: 2.4088 +2025-05-26 16:54:29,717 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:30:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3477, loss: 2.3477 +2025-05-26 16:55:12,645 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:29:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9794, loss_cls: 2.5480, loss: 2.5480 +2025-05-26 16:55:55,582 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:28:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.3642, loss: 2.3642 +2025-05-26 16:56:38,426 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:28:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.3599, loss: 2.3599 +2025-05-26 16:57:21,260 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:27:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.5538, loss: 2.5538 +2025-05-26 16:58:04,137 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:26:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9894, loss_cls: 2.4519, loss: 2.4519 +2025-05-26 16:58:46,965 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:25:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.3776, loss: 2.3776 +2025-05-26 16:59:29,721 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:25:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.4024, loss: 2.4024 +2025-05-26 17:00:12,578 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:24:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 2.3611, loss: 2.3611 +2025-05-26 17:00:55,554 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:23:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 2.4221, loss: 2.4221 +2025-05-26 17:01:38,505 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:22:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 2.3903, loss: 2.3903 +2025-05-26 17:02:21,388 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:22:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 2.4251, loss: 2.4251 +2025-05-26 17:03:04,233 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:21:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5334, loss: 2.5334 +2025-05-26 17:03:47,177 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:20:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.3077, loss: 2.3077 +2025-05-26 17:04:30,040 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:19:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 2.3891, loss: 2.3891 +2025-05-26 17:05:12,985 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:19:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.3856, loss: 2.3856 +2025-05-26 17:05:55,853 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:18:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 2.4909, loss: 2.4909 +2025-05-26 17:06:38,602 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:17:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.3216, loss: 2.3216 +2025-05-26 17:07:21,327 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:16:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 2.4394, loss: 2.4394 +2025-05-26 17:08:04,129 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:16:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.3823, loss: 2.3823 +2025-05-26 17:08:46,963 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:15:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.4126, loss: 2.4126 +2025-05-26 17:08:50,018 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-26 17:17:47,819 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:17:47,885 - pyskl - INFO - +top1_acc 0.7530 +top5_acc 0.9649 +2025-05-26 17:17:47,888 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.7530, top5_acc: 0.9649 +2025-05-26 17:18:51,130 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:15:10, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9931, loss_cls: 2.1903, loss: 2.1903 +2025-05-26 17:19:34,183 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:14:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.2576, loss: 2.2576 +2025-05-26 17:20:16,893 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:13:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.2666, loss: 2.2666 +2025-05-26 17:20:59,645 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:12:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3688, loss: 2.3688 +2025-05-26 17:21:42,353 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:12:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9850, loss_cls: 2.3552, loss: 2.3552 +2025-05-26 17:22:25,146 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.3513, loss: 2.3513 +2025-05-26 17:23:07,990 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:10:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.3466, loss: 2.3466 +2025-05-26 17:23:50,877 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:09:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.4328, loss: 2.4328 +2025-05-26 17:24:33,765 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:09:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9838, loss_cls: 2.4004, loss: 2.4004 +2025-05-26 17:25:16,541 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:08:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 2.4620, loss: 2.4620 +2025-05-26 17:25:59,270 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:07:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3413, loss: 2.3413 +2025-05-26 17:26:42,112 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:07:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.4112, loss: 2.4112 +2025-05-26 17:27:24,921 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:06:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 2.3688, loss: 2.3688 +2025-05-26 17:28:07,709 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:05:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.3621, loss: 2.3621 +2025-05-26 17:28:50,438 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:04:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.3289, loss: 2.3289 +2025-05-26 17:29:33,224 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:04:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9925, loss_cls: 2.3633, loss: 2.3633 +2025-05-26 17:30:15,989 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:03:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 2.4124, loss: 2.4124 +2025-05-26 17:30:58,688 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:02:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.4319, loss: 2.4319 +2025-05-26 17:31:41,485 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:01:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9844, loss_cls: 2.4251, loss: 2.4251 +2025-05-26 17:32:24,185 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:01:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.3980, loss: 2.3980 +2025-05-26 17:33:06,974 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:00:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 2.5150, loss: 2.5150 +2025-05-26 17:33:49,775 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 2:59:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 2.3360, loss: 2.3360 +2025-05-26 17:34:32,617 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 2:58:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.4817, loss: 2.4817 +2025-05-26 17:35:15,519 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 2:58:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.3233, loss: 2.3233 +2025-05-26 17:35:58,423 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 2:57:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.4570, loss: 2.4570 +2025-05-26 17:36:01,482 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-26 17:37:16,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:37:16,805 - pyskl - INFO - +top1_acc 0.7971 +top5_acc 0.9646 +2025-05-26 17:37:16,808 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.7971, top5_acc: 0.9646 +2025-05-26 17:38:20,238 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 2:56:59, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.2990, loss: 2.2990 +2025-05-26 17:39:02,965 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 2:56:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.2580, loss: 2.2580 +2025-05-26 17:39:45,909 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 2:55:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.3810, loss: 2.3810 +2025-05-26 17:40:28,730 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 2:54:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 2.4103, loss: 2.4103 +2025-05-26 17:41:11,465 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 2:54:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9856, loss_cls: 2.3427, loss: 2.3427 +2025-05-26 17:41:54,256 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 2:53:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 2.3591, loss: 2.3591 +2025-05-26 17:42:37,037 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 2:52:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.3519, loss: 2.3519 +2025-05-26 17:43:19,787 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 2:51:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.3860, loss: 2.3860 +2025-05-26 17:44:02,510 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 2:51:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.2984, loss: 2.2984 +2025-05-26 17:44:45,192 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 2:50:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.4047, loss: 2.4047 +2025-05-26 17:45:27,934 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 2:49:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.3863, loss: 2.3863 +2025-05-26 17:46:10,683 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 2:48:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 2.3731, loss: 2.3731 +2025-05-26 17:46:53,431 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 2:48:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 2.3442, loss: 2.3442 +2025-05-26 17:47:36,177 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 2:47:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.3657, loss: 2.3657 +2025-05-26 17:48:18,931 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 2:46:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 2.3910, loss: 2.3910 +2025-05-26 17:49:01,739 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 2:45:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 2.5119, loss: 2.5119 +2025-05-26 17:49:44,546 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 2:45:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2984, loss: 2.2984 +2025-05-26 17:50:27,329 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 2:44:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.3072, loss: 2.3072 +2025-05-26 17:51:10,152 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 2:43:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.4052, loss: 2.4052 +2025-05-26 17:51:52,925 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 2:42:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 2.4636, loss: 2.4636 +2025-05-26 17:52:35,692 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 2:42:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.3611, loss: 2.3611 +2025-05-26 17:53:18,439 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 2:41:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.3708, loss: 2.3708 +2025-05-26 17:54:01,262 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 2:40:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.4292, loss: 2.4292 +2025-05-26 17:54:44,291 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 2:39:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.4223, loss: 2.4223 +2025-05-26 17:55:27,037 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 2:39:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.3069, loss: 2.3069 +2025-05-26 17:55:30,073 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-26 17:56:45,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:56:45,187 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9751 +2025-05-26 17:56:45,189 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8397, top5_acc: 0.9751 +2025-05-26 17:57:48,256 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 2:38:48, time: 0.631, data_time: 0.203, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.2660, loss: 2.2660 +2025-05-26 17:58:30,988 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 2:38:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.4523, loss: 2.4523 +2025-05-26 17:59:13,727 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 2:37:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.3324, loss: 2.3324 +2025-05-26 17:59:56,370 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 2:36:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3987, loss: 2.3987 +2025-05-26 18:00:38,986 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:35:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.3029, loss: 2.3029 +2025-05-26 18:01:21,686 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:35:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.3851, loss: 2.3851 +2025-05-26 18:02:04,381 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:34:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.3203, loss: 2.3203 +2025-05-26 18:02:47,131 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:33:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.1747, loss: 2.1747 +2025-05-26 18:03:29,896 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:32:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.3411, loss: 2.3411 +2025-05-26 18:04:12,582 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:32:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.3806, loss: 2.3806 +2025-05-26 18:04:55,266 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:31:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.3061, loss: 2.3061 +2025-05-26 18:05:38,107 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:30:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.2916, loss: 2.2916 +2025-05-26 18:06:20,860 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:29:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.4711, loss: 2.4711 +2025-05-26 18:07:03,588 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:29:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.3520, loss: 2.3520 +2025-05-26 18:07:46,257 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:28:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.4682, loss: 2.4682 +2025-05-26 18:08:28,896 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:27:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.3356, loss: 2.3356 +2025-05-26 18:09:11,521 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:26:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9938, loss_cls: 2.3209, loss: 2.3209 +2025-05-26 18:09:54,248 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:26:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.3948, loss: 2.3948 +2025-05-26 18:10:36,817 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:25:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.3891, loss: 2.3891 +2025-05-26 18:11:19,481 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:24:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4088, loss: 2.4088 +2025-05-26 18:12:02,070 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:23:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.3739, loss: 2.3739 +2025-05-26 18:12:44,725 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:23:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 2.4991, loss: 2.4991 +2025-05-26 18:13:27,362 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:22:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 2.3128, loss: 2.3128 +2025-05-26 18:14:10,046 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:21:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 2.4112, loss: 2.4112 +2025-05-26 18:14:52,773 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:20:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 2.3732, loss: 2.3732 +2025-05-26 18:14:55,831 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-26 18:16:11,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:16:11,296 - pyskl - INFO - +top1_acc 0.8374 +top5_acc 0.9726 +2025-05-26 18:16:11,298 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8374, top5_acc: 0.9726 +2025-05-26 18:17:14,702 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:20:33, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.2137, loss: 2.2137 +2025-05-26 18:17:57,526 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:19:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.3179, loss: 2.3179 +2025-05-26 18:18:40,431 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:19:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.2200, loss: 2.2200 +2025-05-26 18:19:23,321 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:18:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.3053, loss: 2.3053 +2025-05-26 18:20:06,182 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:17:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.3078, loss: 2.3078 +2025-05-26 18:20:49,096 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:16:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9825, loss_cls: 2.3660, loss: 2.3660 +2025-05-26 18:21:32,141 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:16:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.2693, loss: 2.2693 +2025-05-26 18:22:15,167 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:15:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.2711, loss: 2.2711 +2025-05-26 18:22:58,057 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:14:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.2976, loss: 2.2976 +2025-05-26 18:23:40,899 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 2.2518, loss: 2.2518 +2025-05-26 18:24:23,777 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:13:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.2748, loss: 2.2748 +2025-05-26 18:25:06,589 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:12:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.3514, loss: 2.3514 +2025-05-26 18:25:49,434 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:11:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.3609, loss: 2.3609 +2025-05-26 18:26:32,210 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:10:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.2576, loss: 2.2576 +2025-05-26 18:27:15,159 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:10:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 2.3985, loss: 2.3985 +2025-05-26 18:27:57,961 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:09:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.3556, loss: 2.3556 +2025-05-26 18:28:40,753 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:08:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.3838, loss: 2.3838 +2025-05-26 18:29:23,569 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:07:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.4577, loss: 2.4577 +2025-05-26 18:30:06,246 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:07:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4144, loss: 2.4144 +2025-05-26 18:30:49,063 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:06:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 2.3110, loss: 2.3110 +2025-05-26 18:31:31,907 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:05:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9900, loss_cls: 2.3326, loss: 2.3326 +2025-05-26 18:32:14,739 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:05:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.4331, loss: 2.4331 +2025-05-26 18:32:57,551 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:04:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 2.3487, loss: 2.3487 +2025-05-26 18:33:40,262 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:03:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.3387, loss: 2.3387 +2025-05-26 18:34:22,962 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:02:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 2.3627, loss: 2.3627 +2025-05-26 18:34:26,068 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-26 18:35:41,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:35:41,168 - pyskl - INFO - +top1_acc 0.8371 +top5_acc 0.9744 +2025-05-26 18:35:41,171 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8371, top5_acc: 0.9744 +2025-05-26 18:36:44,594 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:02:24, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.2273, loss: 2.2273 +2025-05-26 18:37:27,402 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:01:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2447, loss: 2.2447 +2025-05-26 18:38:10,310 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:00:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9938, loss_cls: 2.3268, loss: 2.3268 +2025-05-26 18:38:53,026 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:00:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.3297, loss: 2.3297 +2025-05-26 18:39:35,769 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 1:59:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.1868, loss: 2.1868 +2025-05-26 18:40:18,497 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 1:58:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.3494, loss: 2.3494 +2025-05-26 18:41:01,238 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 1:57:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.3307, loss: 2.3307 +2025-05-26 18:41:44,035 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 1:57:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.3144, loss: 2.3144 +2025-05-26 18:42:26,859 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 1:56:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.3427, loss: 2.3427 +2025-05-26 18:43:09,813 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 1:55:44, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.2289, loss: 2.2289 +2025-05-26 18:43:52,439 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 1:54:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.1929, loss: 2.1929 +2025-05-26 18:44:35,221 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 1:54:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9894, loss_cls: 2.4320, loss: 2.4320 +2025-05-26 18:45:18,103 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 1:53:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.3659, loss: 2.3659 +2025-05-26 18:46:00,924 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 1:52:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 2.2912, loss: 2.2912 +2025-05-26 18:46:43,629 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 1:52:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 2.4232, loss: 2.4232 +2025-05-26 18:47:26,311 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 1:51:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.3441, loss: 2.3441 +2025-05-26 18:48:08,985 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 1:50:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.3286, loss: 2.3286 +2025-05-26 18:48:51,646 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 1:49:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.4639, loss: 2.4639 +2025-05-26 18:49:34,518 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 1:49:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 2.3687, loss: 2.3687 +2025-05-26 18:50:17,418 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 1:48:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 2.3441, loss: 2.3441 +2025-05-26 18:51:00,358 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 1:47:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 2.3944, loss: 2.3944 +2025-05-26 18:51:43,207 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 1:46:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3431, loss: 2.3431 +2025-05-26 18:52:26,046 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 1:46:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 2.3182, loss: 2.3182 +2025-05-26 18:53:08,917 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 1:45:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.3828, loss: 2.3828 +2025-05-26 18:53:51,729 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 1:44:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.3578, loss: 2.3578 +2025-05-26 18:53:54,729 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-26 19:02:45,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:02:45,173 - pyskl - INFO - +top1_acc 0.6758 +top5_acc 0.8906 +2025-05-26 19:02:45,175 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.6758, top5_acc: 0.8906 +2025-05-26 19:03:49,315 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 1:44:15, time: 0.641, data_time: 0.207, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.3223, loss: 2.3223 +2025-05-26 19:04:32,430 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 1:43:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.2369, loss: 2.2369 +2025-05-26 19:05:15,411 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 1:42:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.2772, loss: 2.2772 +2025-05-26 19:05:58,381 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 1:42:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.1874, loss: 2.1874 +2025-05-26 19:06:41,638 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 1:41:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 2.3190, loss: 2.3190 +2025-05-26 19:07:24,605 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 1:40:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 2.3378, loss: 2.3378 +2025-05-26 19:08:07,461 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 1:39:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.3110, loss: 2.3110 +2025-05-26 19:08:50,229 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 1:39:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 2.3876, loss: 2.3876 +2025-05-26 19:09:32,925 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 1:38:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.3408, loss: 2.3408 +2025-05-26 19:10:15,677 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 1:37:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.1878, loss: 2.1878 +2025-05-26 19:10:58,370 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:36:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 2.3293, loss: 2.3293 +2025-05-26 19:11:41,018 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:36:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.3366, loss: 2.3366 +2025-05-26 19:12:23,701 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:35:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.2878, loss: 2.2878 +2025-05-26 19:13:06,440 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:34:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3874, loss: 2.3874 +2025-05-26 19:13:49,123 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:33:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 2.2871, loss: 2.2871 +2025-05-26 19:14:31,829 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:33:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1889, loss: 2.1889 +2025-05-26 19:15:14,516 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:32:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.4002, loss: 2.4002 +2025-05-26 19:15:57,237 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:31:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.2795, loss: 2.2795 +2025-05-26 19:16:39,922 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:30:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.4025, loss: 2.4025 +2025-05-26 19:17:22,533 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:30:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.2761, loss: 2.2761 +2025-05-26 19:18:05,168 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:29:26, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.4129, loss: 2.4129 +2025-05-26 19:18:47,812 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:28:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 2.4542, loss: 2.4542 +2025-05-26 19:19:30,456 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:27:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.3451, loss: 2.3451 +2025-05-26 19:20:13,108 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:27:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.2719, loss: 2.2719 +2025-05-26 19:20:55,826 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:26:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.3814, loss: 2.3814 +2025-05-26 19:20:58,877 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-26 19:22:14,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:22:14,369 - pyskl - INFO - +top1_acc 0.8483 +top5_acc 0.9777 +2025-05-26 19:22:14,450 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_58.pth was removed +2025-05-26 19:22:15,507 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2025-05-26 19:22:15,509 - pyskl - INFO - Best top1_acc is 0.8483 at 66 epoch. +2025-05-26 19:22:15,512 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8483, top5_acc: 0.9777 +2025-05-26 19:23:20,610 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:26:05, time: 0.651, data_time: 0.220, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1751, loss: 2.1751 +2025-05-26 19:24:03,518 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:25:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.2953, loss: 2.2953 +2025-05-26 19:24:46,373 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:24:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9925, loss_cls: 2.2879, loss: 2.2879 +2025-05-26 19:25:29,066 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:23:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 2.1467, loss: 2.1467 +2025-05-26 19:26:11,797 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:23:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.2789, loss: 2.2789 +2025-05-26 19:26:54,584 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:22:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 2.2944, loss: 2.2944 +2025-05-26 19:27:37,305 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:21:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.3089, loss: 2.3089 +2025-05-26 19:28:20,113 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:20:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.2311, loss: 2.2311 +2025-05-26 19:29:02,865 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:20:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.2995, loss: 2.2995 +2025-05-26 19:29:45,565 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:19:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.2679, loss: 2.2679 +2025-05-26 19:30:28,288 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:18:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9894, loss_cls: 2.3925, loss: 2.3925 +2025-05-26 19:31:10,981 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:17:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.3058, loss: 2.3058 +2025-05-26 19:31:53,782 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:17:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.2905, loss: 2.2905 +2025-05-26 19:32:36,593 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:16:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 2.3468, loss: 2.3468 +2025-05-26 19:33:19,366 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:15:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.3659, loss: 2.3659 +2025-05-26 19:34:02,128 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:14:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.3841, loss: 2.3841 +2025-05-26 19:34:44,757 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:14:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 2.4125, loss: 2.4125 +2025-05-26 19:35:27,489 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:13:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.2820, loss: 2.2820 +2025-05-26 19:36:10,216 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:12:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.3054, loss: 2.3054 +2025-05-26 19:36:53,033 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:12:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.4570, loss: 2.4570 +2025-05-26 19:37:35,794 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:11:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.2630, loss: 2.2630 +2025-05-26 19:38:18,569 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:10:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 2.2689, loss: 2.2689 +2025-05-26 19:39:01,353 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:09:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 2.4016, loss: 2.4016 +2025-05-26 19:39:44,095 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:09:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 2.4073, loss: 2.4073 +2025-05-26 19:40:26,882 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:08:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9950, loss_cls: 2.3745, loss: 2.3745 +2025-05-26 19:40:29,927 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-26 19:41:45,004 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:41:45,071 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9782 +2025-05-26 19:41:45,074 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8467, top5_acc: 0.9782 +2025-05-26 19:42:48,556 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:07:54, time: 0.635, data_time: 0.205, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.2055, loss: 2.2055 +2025-05-26 19:43:31,240 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:07:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 2.1910, loss: 2.1910 +2025-05-26 19:44:13,895 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:06:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 2.3304, loss: 2.3304 +2025-05-26 19:44:56,376 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:05:40, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.2670, loss: 2.2670 +2025-05-26 19:45:38,976 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:04:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9925, loss_cls: 2.1900, loss: 2.1900 +2025-05-26 19:46:21,550 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:04:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.2711, loss: 2.2711 +2025-05-26 19:47:04,453 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:03:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.2536, loss: 2.2536 +2025-05-26 19:47:47,200 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:02:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.1570, loss: 2.1570 +2025-05-26 19:48:29,871 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:01:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.2019, loss: 2.2019 +2025-05-26 19:49:12,574 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:01:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.1894, loss: 2.1894 +2025-05-26 19:49:55,245 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:00:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.2796, loss: 2.2796 +2025-05-26 19:50:37,987 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 0:59:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.2284, loss: 2.2284 +2025-05-26 19:51:20,757 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 0:58:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9881, loss_cls: 2.1635, loss: 2.1635 +2025-05-26 19:52:03,453 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 0:58:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 2.3789, loss: 2.3789 +2025-05-26 19:52:46,085 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 0:57:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 2.3017, loss: 2.3017 +2025-05-26 19:53:28,801 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 0:56:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 2.4656, loss: 2.4656 +2025-05-26 19:54:11,489 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 0:56:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.3595, loss: 2.3595 +2025-05-26 19:54:54,259 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 0:55:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.2874, loss: 2.2874 +2025-05-26 19:55:37,077 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 0:54:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.2676, loss: 2.2676 +2025-05-26 19:56:19,821 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 0:53:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.2786, loss: 2.2786 +2025-05-26 19:57:02,596 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 0:53:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9869, loss_cls: 2.3078, loss: 2.3078 +2025-05-26 19:57:45,368 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 0:52:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.2162, loss: 2.2162 +2025-05-26 19:58:28,096 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 0:51:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.3224, loss: 2.3224 +2025-05-26 19:59:10,801 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 0:50:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.3085, loss: 2.3085 +2025-05-26 19:59:53,455 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 0:50:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 2.3637, loss: 2.3637 +2025-05-26 19:59:56,522 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-26 20:01:11,738 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:01:11,803 - pyskl - INFO - +top1_acc 0.8138 +top5_acc 0.9725 +2025-05-26 20:01:11,806 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8138, top5_acc: 0.9725 +2025-05-26 20:02:15,050 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 0:49:40, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.2327, loss: 2.2327 +2025-05-26 20:02:57,837 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 0:48:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 2.3565, loss: 2.3565 +2025-05-26 20:03:40,512 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 0:48:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9881, loss_cls: 2.1700, loss: 2.1700 +2025-05-26 20:04:23,128 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 0:47:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.2000, loss: 2.2000 +2025-05-26 20:05:05,827 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 0:46:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.2309, loss: 2.2309 +2025-05-26 20:05:48,497 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 0:45:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9894, loss_cls: 2.2203, loss: 2.2203 +2025-05-26 20:06:31,174 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 0:45:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 2.3393, loss: 2.3393 +2025-05-26 20:07:13,881 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 0:44:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.2846, loss: 2.2846 +2025-05-26 20:07:56,563 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 0:43:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.2941, loss: 2.2941 +2025-05-26 20:08:39,242 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 0:43:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.1916, loss: 2.1916 +2025-05-26 20:09:21,912 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 0:42:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.2125, loss: 2.2125 +2025-05-26 20:10:04,652 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 0:41:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.3961, loss: 2.3961 +2025-05-26 20:10:47,462 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 0:40:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.2991, loss: 2.2991 +2025-05-26 20:11:30,231 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 0:40:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.3599, loss: 2.3599 +2025-05-26 20:12:13,038 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 0:39:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.2756, loss: 2.2756 +2025-05-26 20:12:55,847 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 0:38:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3298, loss: 2.3298 +2025-05-26 20:13:38,750 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:37:49, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2337, loss: 2.2337 +2025-05-26 20:14:21,428 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:37:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.2672, loss: 2.2672 +2025-05-26 20:15:04,261 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:36:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 2.3318, loss: 2.3318 +2025-05-26 20:15:47,223 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:35:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.3430, loss: 2.3430 +2025-05-26 20:16:30,120 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:34:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 2.3570, loss: 2.3570 +2025-05-26 20:17:13,115 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:34:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.3225, loss: 2.3225 +2025-05-26 20:17:56,127 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:33:24, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.3520, loss: 2.3520 +2025-05-26 20:18:39,110 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:32:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.3198, loss: 2.3198 +2025-05-26 20:19:22,037 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:31:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 2.3578, loss: 2.3578 +2025-05-26 20:19:25,081 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-26 20:20:40,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:20:40,892 - pyskl - INFO - +top1_acc 0.8170 +top5_acc 0.9689 +2025-05-26 20:20:40,894 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8170, top5_acc: 0.9689 +2025-05-26 20:21:44,054 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:31:29, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 2.1722, loss: 2.1722 +2025-05-26 20:22:26,871 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:30:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.2243, loss: 2.2243 +2025-05-26 20:23:09,653 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:30:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.2066, loss: 2.2066 +2025-05-26 20:23:52,453 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:29:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.2689, loss: 2.2689 +2025-05-26 20:24:35,279 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:28:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 2.2428, loss: 2.2428 +2025-05-26 20:25:18,105 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:27:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2779, loss: 2.2779 +2025-05-26 20:26:01,008 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:27:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 2.1404, loss: 2.1404 +2025-05-26 20:26:43,938 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:26:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.1655, loss: 2.1655 +2025-05-26 20:27:26,797 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:25:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.1794, loss: 2.1794 +2025-05-26 20:28:09,547 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:24:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.2458, loss: 2.2458 +2025-05-26 20:28:52,313 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:24:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.3727, loss: 2.3727 +2025-05-26 20:29:35,224 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:23:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.1997, loss: 2.1997 +2025-05-26 20:30:18,038 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:22:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 2.2440, loss: 2.2440 +2025-05-26 20:31:01,029 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:21:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2739, loss: 2.2739 +2025-05-26 20:31:43,874 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:21:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 2.2816, loss: 2.2816 +2025-05-26 20:32:26,628 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:20:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.2251, loss: 2.2251 +2025-05-26 20:33:09,326 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:19:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 2.2180, loss: 2.2180 +2025-05-26 20:33:52,122 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:18:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 2.2442, loss: 2.2442 +2025-05-26 20:34:34,931 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:18:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.2335, loss: 2.2335 +2025-05-26 20:35:17,693 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:17:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9944, loss_cls: 2.1862, loss: 2.1862 +2025-05-26 20:36:00,566 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:16:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.2101, loss: 2.2101 +2025-05-26 20:36:43,399 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:15:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.2320, loss: 2.2320 +2025-05-26 20:37:26,257 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:15:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 2.3499, loss: 2.3499 +2025-05-26 20:38:09,068 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:14:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 2.3607, loss: 2.3607 +2025-05-26 20:38:52,064 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:13:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 2.3003, loss: 2.3003 +2025-05-26 20:38:55,166 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-26 20:47:22,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:47:22,462 - pyskl - INFO - +top1_acc 0.8382 +top5_acc 0.9716 +2025-05-26 20:47:22,464 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8382, top5_acc: 0.9716 +2025-05-26 20:48:25,900 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:13:20, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9950, loss_cls: 2.1382, loss: 2.1382 +2025-05-26 20:49:08,706 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:12:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.2627, loss: 2.2627 +2025-05-26 20:49:51,542 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:11:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.2315, loss: 2.2315 +2025-05-26 20:50:34,498 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:11:07, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 2.0872, loss: 2.0872 +2025-05-26 20:51:17,329 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:10:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 2.2208, loss: 2.2208 +2025-05-26 20:52:00,078 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:09:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.2714, loss: 2.2714 +2025-05-26 20:52:42,726 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:08:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.1260, loss: 2.1260 +2025-05-26 20:53:25,384 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:08:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.3004, loss: 2.3004 +2025-05-26 20:54:08,109 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:07:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 2.2034, loss: 2.2034 +2025-05-26 20:54:50,866 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:06:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.3368, loss: 2.3368 +2025-05-26 20:55:33,582 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:05:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 2.1329, loss: 2.1329 +2025-05-26 20:56:16,368 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:05:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.2050, loss: 2.2050 +2025-05-26 20:56:59,183 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:04:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.2461, loss: 2.2461 +2025-05-26 20:57:41,981 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:03:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.1773, loss: 2.1773 +2025-05-26 20:58:25,050 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:02:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.4153, loss: 2.4153 +2025-05-26 20:59:08,098 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:02:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.2816, loss: 2.2816 +2025-05-26 20:59:51,031 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:01:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.2494, loss: 2.2494 +2025-05-26 21:00:33,825 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:00:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.1921, loss: 2.1921 +2025-05-26 21:01:16,627 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:00:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.2639, loss: 2.2639 +2025-05-26 21:01:59,361 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 23:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.2998, loss: 2.2998 +2025-05-26 21:02:42,098 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 23:58:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.2350, loss: 2.2350 +2025-05-26 21:03:25,132 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 23:57:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 2.2560, loss: 2.2560 +2025-05-26 21:04:08,086 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 23:57:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9925, loss_cls: 2.2815, loss: 2.2815 +2025-05-26 21:04:51,174 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 23:56:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 2.3218, loss: 2.3218 +2025-05-26 21:05:34,031 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 23:55:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2493, loss: 2.2493 +2025-05-26 21:05:37,087 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-26 21:06:52,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:06:52,908 - pyskl - INFO - +top1_acc 0.8412 +top5_acc 0.9745 +2025-05-26 21:06:52,911 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8412, top5_acc: 0.9745 +2025-05-26 21:07:56,495 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 23:55:10, time: 0.636, data_time: 0.206, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.1245, loss: 2.1245 +2025-05-26 21:08:39,000 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 23:54:26, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.1392, loss: 2.1392 +2025-05-26 21:09:21,726 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 23:53:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.1574, loss: 2.1574 +2025-05-26 21:10:04,536 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 23:52:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.0850, loss: 2.0850 +2025-05-26 21:10:47,228 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 23:52:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.2112, loss: 2.2112 +2025-05-26 21:11:30,008 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 23:51:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.2177, loss: 2.2177 +2025-05-26 21:12:12,675 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 23:50:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.1721, loss: 2.1721 +2025-05-26 21:12:55,391 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 23:49:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 2.1147, loss: 2.1147 +2025-05-26 21:13:38,070 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 23:49:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 2.1630, loss: 2.1630 +2025-05-26 21:14:20,786 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 23:48:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.2239, loss: 2.2239 +2025-05-26 21:15:03,645 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 23:47:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.2977, loss: 2.2977 +2025-05-26 21:15:46,289 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 23:47:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 2.1478, loss: 2.1478 +2025-05-26 21:16:29,050 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 23:46:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9919, loss_cls: 2.3604, loss: 2.3604 +2025-05-26 21:17:11,795 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 23:45:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.2881, loss: 2.2881 +2025-05-26 21:17:54,582 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 23:44:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.1776, loss: 2.1776 +2025-05-26 21:18:37,341 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 23:44:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.3163, loss: 2.3163 +2025-05-26 21:19:20,003 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 23:43:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9900, loss_cls: 2.2718, loss: 2.2718 +2025-05-26 21:20:02,620 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 23:42:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9850, loss_cls: 2.2345, loss: 2.2345 +2025-05-26 21:20:45,413 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 23:41:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 2.2797, loss: 2.2797 +2025-05-26 21:21:28,126 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 23:41:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 2.4011, loss: 2.4011 +2025-05-26 21:22:10,849 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 23:40:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.1579, loss: 2.1579 +2025-05-26 21:22:53,817 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 23:39:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.1666, loss: 2.1666 +2025-05-26 21:23:36,582 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:38:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.1954, loss: 2.1954 +2025-05-26 21:24:19,428 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:38:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.2832, loss: 2.2832 +2025-05-26 21:25:02,318 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:37:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.2755, loss: 2.2755 +2025-05-26 21:25:05,377 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-26 21:26:20,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:26:20,181 - pyskl - INFO - +top1_acc 0.7890 +top5_acc 0.9673 +2025-05-26 21:26:20,183 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.7890, top5_acc: 0.9673 +2025-05-26 21:27:23,721 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:36:59, time: 0.635, data_time: 0.206, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.1415, loss: 2.1415 +2025-05-26 21:28:06,592 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:36:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.1916, loss: 2.1916 +2025-05-26 21:28:49,552 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:35:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.1597, loss: 2.1597 +2025-05-26 21:29:32,283 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:34:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 2.1898, loss: 2.1898 +2025-05-26 21:30:15,256 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:34:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.1657, loss: 2.1657 +2025-05-26 21:30:57,896 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:33:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.1744, loss: 2.1744 +2025-05-26 21:31:40,524 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:32:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 2.1700, loss: 2.1700 +2025-05-26 21:32:23,153 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:31:48, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.2054, loss: 2.2054 +2025-05-26 21:33:05,772 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:31:04, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.3103, loss: 2.3103 +2025-05-26 21:33:48,468 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:30:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.2900, loss: 2.2900 +2025-05-26 21:34:31,208 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:29:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.1818, loss: 2.1818 +2025-05-26 21:35:13,828 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:28:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.1834, loss: 2.1834 +2025-05-26 21:35:56,494 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:28:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.1513, loss: 2.1513 +2025-05-26 21:36:39,117 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:27:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.2850, loss: 2.2850 +2025-05-26 21:37:21,833 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:26:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2367, loss: 2.2367 +2025-05-26 21:38:04,594 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:25:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.2541, loss: 2.2541 +2025-05-26 21:38:47,243 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:25:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.2282, loss: 2.2282 +2025-05-26 21:39:30,154 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:24:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.2423, loss: 2.2423 +2025-05-26 21:40:12,945 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:23:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9875, loss_cls: 2.1948, loss: 2.1948 +2025-05-26 21:40:55,754 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:22:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.2666, loss: 2.2666 +2025-05-26 21:41:38,525 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:22:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.2602, loss: 2.2602 +2025-05-26 21:42:21,309 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:21:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.2036, loss: 2.2036 +2025-05-26 21:43:04,026 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:20:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 2.2585, loss: 2.2585 +2025-05-26 21:43:46,716 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:19:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.2773, loss: 2.2773 +2025-05-26 21:44:29,467 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:19:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.2956, loss: 2.2956 +2025-05-26 21:44:32,527 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-26 21:45:47,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:45:47,720 - pyskl - INFO - +top1_acc 0.8174 +top5_acc 0.9726 +2025-05-26 21:45:47,723 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8174, top5_acc: 0.9726 +2025-05-26 21:46:50,767 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:18:46, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 2.1435, loss: 2.1435 +2025-05-26 21:47:33,453 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:18:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.1449, loss: 2.1449 +2025-05-26 21:48:16,380 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:17:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.1207, loss: 2.1207 +2025-05-26 21:48:59,130 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:16:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 2.1759, loss: 2.1759 +2025-05-26 21:49:41,846 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:15:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.2039, loss: 2.2039 +2025-05-26 21:50:24,691 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:15:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 2.2344, loss: 2.2344 +2025-05-26 21:51:07,469 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:14:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 2.3013, loss: 2.3013 +2025-05-26 21:51:50,224 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:13:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.1764, loss: 2.1764 +2025-05-26 21:52:33,219 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:12:52, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.0997, loss: 2.0997 +2025-05-26 21:53:15,988 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:12:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 2.2048, loss: 2.2048 +2025-05-26 21:53:58,770 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:11:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 2.1291, loss: 2.1291 +2025-05-26 21:54:41,481 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:10:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.1850, loss: 2.1850 +2025-05-26 21:55:24,112 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:09:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.1580, loss: 2.1580 +2025-05-26 21:56:06,685 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:09:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.1986, loss: 2.1986 +2025-05-26 21:56:49,470 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:08:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.2731, loss: 2.2731 +2025-05-26 21:57:32,297 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:07:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.2229, loss: 2.2229 +2025-05-26 21:58:15,162 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:06:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.2368, loss: 2.2368 +2025-05-26 21:58:58,399 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:06:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.2428, loss: 2.2428 +2025-05-26 21:59:41,614 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:05:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.2440, loss: 2.2440 +2025-05-26 22:00:24,633 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:04:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1183, loss: 2.1183 +2025-05-26 22:01:07,387 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:04:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 2.2896, loss: 2.2896 +2025-05-26 22:01:50,100 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:03:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.1271, loss: 2.1271 +2025-05-26 22:02:32,795 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:02:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.2587, loss: 2.2587 +2025-05-26 22:03:15,501 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:01:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 2.2161, loss: 2.2161 +2025-05-26 22:03:58,213 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:01:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.1266, loss: 2.1266 +2025-05-26 22:04:01,272 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-26 22:05:16,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:05:16,503 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9669 +2025-05-26 22:05:16,506 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8049, top5_acc: 0.9669 +2025-05-26 22:06:19,457 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:00:35, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.1258, loss: 2.1258 +2025-05-26 22:07:02,118 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 22:59:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 2.1514, loss: 2.1514 +2025-05-26 22:07:44,970 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 22:59:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.0975, loss: 2.0975 +2025-05-26 22:08:27,857 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 22:58:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 2.1364, loss: 2.1364 +2025-05-26 22:09:10,734 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 22:57:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 2.0427, loss: 2.0427 +2025-05-26 22:09:53,625 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 22:56:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.1603, loss: 2.1603 +2025-05-26 22:10:36,447 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 22:56:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 2.0937, loss: 2.0937 +2025-05-26 22:11:19,282 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 22:55:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.0680, loss: 2.0680 +2025-05-26 22:12:02,135 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 22:54:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.1214, loss: 2.1214 +2025-05-26 22:12:44,922 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 22:53:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.2599, loss: 2.2599 +2025-05-26 22:13:27,766 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 22:53:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.2200, loss: 2.2200 +2025-05-26 22:14:10,518 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 22:52:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.3422, loss: 2.3422 +2025-05-26 22:14:53,305 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 22:51:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 2.1630, loss: 2.1630 +2025-05-26 22:15:36,053 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 22:51:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.2021, loss: 2.2021 +2025-05-26 22:16:18,910 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 22:50:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 2.2125, loss: 2.2125 +2025-05-26 22:17:01,854 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 22:49:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.0521, loss: 2.0521 +2025-05-26 22:17:44,694 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 22:48:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.1684, loss: 2.1684 +2025-05-26 22:18:27,485 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 22:48:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9838, loss_cls: 2.3533, loss: 2.3533 +2025-05-26 22:19:10,395 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 22:47:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.2286, loss: 2.2286 +2025-05-26 22:19:53,379 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 22:46:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 2.2202, loss: 2.2202 +2025-05-26 22:20:36,153 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 22:45:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.2013, loss: 2.2013 +2025-05-26 22:21:18,790 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 22:45:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.1809, loss: 2.1809 +2025-05-26 22:22:01,424 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 22:44:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.1553, loss: 2.1553 +2025-05-26 22:22:44,161 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 22:43:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.2369, loss: 2.2369 +2025-05-26 22:23:26,882 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 22:42:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.2940, loss: 2.2940 +2025-05-26 22:23:29,965 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-26 22:31:48,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:31:48,616 - pyskl - INFO - +top1_acc 0.8366 +top5_acc 0.9762 +2025-05-26 22:31:48,618 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8366, top5_acc: 0.9762 +2025-05-26 22:32:51,876 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 22:42:25, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.1132, loss: 2.1132 +2025-05-26 22:33:34,757 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 22:41:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 2.1772, loss: 2.1772 +2025-05-26 22:34:17,885 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 22:40:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.0851, loss: 2.0851 +2025-05-26 22:35:00,834 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 22:40:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 2.1088, loss: 2.1088 +2025-05-26 22:35:43,635 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:39:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.0734, loss: 2.0734 +2025-05-26 22:36:26,523 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:38:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.1780, loss: 2.1780 +2025-05-26 22:37:09,206 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:38:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 2.3633, loss: 2.3633 +2025-05-26 22:37:51,946 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:37:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.1502, loss: 2.1502 +2025-05-26 22:38:34,664 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:36:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.2131, loss: 2.2131 +2025-05-26 22:39:17,437 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:35:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.1709, loss: 2.1709 +2025-05-26 22:40:00,357 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:35:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 2.3044, loss: 2.3044 +2025-05-26 22:40:43,189 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:34:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.1432, loss: 2.1432 +2025-05-26 22:41:25,941 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:33:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.1272, loss: 2.1272 +2025-05-26 22:42:08,755 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:32:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 2.0294, loss: 2.0294 +2025-05-26 22:42:51,438 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:32:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.1874, loss: 2.1874 +2025-05-26 22:43:34,019 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:31:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.2913, loss: 2.2913 +2025-05-26 22:44:16,744 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:30:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.1339, loss: 2.1339 +2025-05-26 22:44:59,498 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:29:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 2.1785, loss: 2.1785 +2025-05-26 22:45:42,577 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:29:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9956, loss_cls: 2.1297, loss: 2.1297 +2025-05-26 22:46:25,304 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:28:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.2211, loss: 2.2211 +2025-05-26 22:47:08,021 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:27:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 2.1768, loss: 2.1768 +2025-05-26 22:47:50,711 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:26:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 2.1812, loss: 2.1812 +2025-05-26 22:48:33,513 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:26:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 2.1552, loss: 2.1552 +2025-05-26 22:49:16,217 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:25:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 2.1141, loss: 2.1141 +2025-05-26 22:49:58,929 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:24:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.2617, loss: 2.2617 +2025-05-26 22:50:01,962 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-26 22:51:17,201 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:51:17,267 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9661 +2025-05-26 22:51:17,269 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8179, top5_acc: 0.9661 +2025-05-26 22:52:20,149 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:24:14, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.1609, loss: 2.1609 +2025-05-26 22:53:02,797 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:23:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.1876, loss: 2.1876 +2025-05-26 22:53:45,526 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:22:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.0937, loss: 2.0937 +2025-05-26 22:54:28,249 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:22:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 2.0949, loss: 2.0949 +2025-05-26 22:55:10,988 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:21:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.1369, loss: 2.1369 +2025-05-26 22:55:53,711 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:20:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 2.2030, loss: 2.2030 +2025-05-26 22:56:36,463 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:19:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.1292, loss: 2.1292 +2025-05-26 22:57:19,303 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:19:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 2.0437, loss: 2.0437 +2025-05-26 22:58:02,140 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:18:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 2.1981, loss: 2.1981 +2025-05-26 22:58:45,169 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:17:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.2128, loss: 2.2128 +2025-05-26 22:59:27,950 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:16:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 2.2741, loss: 2.2741 +2025-05-26 23:00:10,810 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:16:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 2.2324, loss: 2.2324 +2025-05-26 23:00:53,506 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:15:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9875, loss_cls: 2.1732, loss: 2.1732 +2025-05-26 23:01:36,271 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:14:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 2.2132, loss: 2.2132 +2025-05-26 23:02:19,091 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:13:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.1215, loss: 2.1215 +2025-05-26 23:03:01,850 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:13:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 2.2269, loss: 2.2269 +2025-05-26 23:03:44,707 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:12:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 2.2253, loss: 2.2253 +2025-05-26 23:04:27,538 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:11:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 2.1703, loss: 2.1703 +2025-05-26 23:05:10,311 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:10:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.1555, loss: 2.1555 +2025-05-26 23:05:53,054 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:10:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.1379, loss: 2.1379 +2025-05-26 23:06:35,857 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:09:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.2004, loss: 2.2004 +2025-05-26 23:07:18,780 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:08:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 2.1720, loss: 2.1720 +2025-05-26 23:08:01,601 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:08:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.1297, loss: 2.1297 +2025-05-26 23:08:44,453 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:07:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 2.1945, loss: 2.1945 +2025-05-26 23:09:27,232 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:06:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.1861, loss: 2.1861 +2025-05-26 23:09:30,317 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-26 23:10:45,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:10:45,510 - pyskl - INFO - +top1_acc 0.8222 +top5_acc 0.9744 +2025-05-26 23:10:45,513 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8222, top5_acc: 0.9744 +2025-05-26 23:11:48,674 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:06:03, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.0768, loss: 2.0768 +2025-05-26 23:12:31,498 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:05:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.1159, loss: 2.1159 +2025-05-26 23:13:14,564 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:04:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.1069, loss: 2.1069 +2025-05-26 23:13:57,535 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:03:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.1521, loss: 2.1521 +2025-05-26 23:14:40,354 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:03:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.0831, loss: 2.0831 +2025-05-26 23:15:23,150 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:02:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 1.9538, loss: 1.9538 +2025-05-26 23:16:06,057 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:01:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.0822, loss: 2.0822 +2025-05-26 23:16:48,877 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:00:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.0287, loss: 2.0287 +2025-05-26 23:17:31,613 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:00:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.0882, loss: 2.0882 +2025-05-26 23:18:14,462 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 21:59:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.1483, loss: 2.1483 +2025-05-26 23:18:57,263 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 21:58:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.1154, loss: 2.1154 +2025-05-26 23:19:40,091 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 21:57:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.1996, loss: 2.1996 +2025-05-26 23:20:22,755 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 21:57:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.1261, loss: 2.1261 +2025-05-26 23:21:05,470 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 21:56:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 2.1978, loss: 2.1978 +2025-05-26 23:21:48,158 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 21:55:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 2.2006, loss: 2.2006 +2025-05-26 23:22:30,833 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 21:55:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.1869, loss: 2.1869 +2025-05-26 23:23:13,533 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 21:54:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.2289, loss: 2.2289 +2025-05-26 23:23:56,245 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 21:53:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.1704, loss: 2.1704 +2025-05-26 23:24:38,906 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 21:52:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 2.2394, loss: 2.2394 +2025-05-26 23:25:21,630 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 21:52:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9950, loss_cls: 2.1280, loss: 2.1280 +2025-05-26 23:26:04,331 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 21:51:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.1018, loss: 2.1018 +2025-05-26 23:26:46,981 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 21:50:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.1464, loss: 2.1464 +2025-05-26 23:27:29,605 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 21:49:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.1807, loss: 2.1807 +2025-05-26 23:28:12,326 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 21:49:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.0857, loss: 2.0857 +2025-05-26 23:28:55,163 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 21:48:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 2.2452, loss: 2.2452 +2025-05-26 23:28:58,234 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-26 23:30:13,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:30:13,265 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9736 +2025-05-26 23:30:13,268 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8328, top5_acc: 0.9736 +2025-05-26 23:31:16,748 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 21:47:52, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9925, loss_cls: 2.0802, loss: 2.0802 +2025-05-26 23:31:59,553 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 21:47:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.0569, loss: 2.0569 +2025-05-26 23:32:42,487 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 21:46:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.9770, loss: 1.9770 +2025-05-26 23:33:25,423 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 21:45:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.1770, loss: 2.1770 +2025-05-26 23:34:08,238 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 21:44:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9969, loss_cls: 2.0610, loss: 2.0610 +2025-05-26 23:34:51,037 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 21:44:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 2.1060, loss: 2.1060 +2025-05-26 23:35:33,746 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 21:43:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 2.1488, loss: 2.1488 +2025-05-26 23:36:16,522 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 21:42:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 2.1536, loss: 2.1536 +2025-05-26 23:36:59,281 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 21:41:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.1103, loss: 2.1103 +2025-05-26 23:37:41,975 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 21:41:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.1676, loss: 2.1676 +2025-05-26 23:38:24,717 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:40:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 2.1565, loss: 2.1565 +2025-05-26 23:39:07,441 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:39:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.0689, loss: 2.0689 +2025-05-26 23:39:50,102 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:39:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.0798, loss: 2.0798 +2025-05-26 23:40:32,816 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:38:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.1250, loss: 2.1250 +2025-05-26 23:41:15,432 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:37:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.0874, loss: 2.0874 +2025-05-26 23:41:58,101 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:36:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 2.0375, loss: 2.0375 +2025-05-26 23:42:40,756 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:36:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 2.1553, loss: 2.1553 +2025-05-26 23:43:23,446 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:35:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 2.1439, loss: 2.1439 +2025-05-26 23:44:06,222 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:34:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 2.1519, loss: 2.1519 +2025-05-26 23:44:48,967 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:33:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 2.1437, loss: 2.1437 +2025-05-26 23:45:31,651 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:33:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 2.1158, loss: 2.1158 +2025-05-26 23:46:14,334 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:32:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.1134, loss: 2.1134 +2025-05-26 23:46:57,043 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:31:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 2.2065, loss: 2.2065 +2025-05-26 23:47:39,825 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:30:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.1453, loss: 2.1453 +2025-05-26 23:48:22,610 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:30:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.1910, loss: 2.1910 +2025-05-26 23:48:25,727 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-26 23:49:40,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:49:41,045 - pyskl - INFO - +top1_acc 0.8288 +top5_acc 0.9712 +2025-05-26 23:49:41,048 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8288, top5_acc: 0.9712 +2025-05-26 23:50:43,944 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:29:40, time: 0.629, data_time: 0.201, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.9899, loss: 1.9899 +2025-05-26 23:51:26,647 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:28:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.9501, loss: 1.9501 +2025-05-26 23:52:09,429 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:28:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.0293, loss: 2.0293 +2025-05-26 23:52:52,186 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:27:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9950, loss_cls: 2.1674, loss: 2.1674 +2025-05-26 23:53:35,006 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:26:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.0949, loss: 2.0949 +2025-05-26 23:54:17,759 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:25:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 2.0398, loss: 2.0398 +2025-05-26 23:55:00,482 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:25:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9912, loss_cls: 2.0900, loss: 2.0900 +2025-05-26 23:55:43,354 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:24:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9962, loss_cls: 2.0559, loss: 2.0559 +2025-05-26 23:56:26,417 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:23:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.0841, loss: 2.0841 +2025-05-26 23:57:09,187 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:23:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.0514, loss: 2.0514 +2025-05-26 23:57:51,929 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:22:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 2.2581, loss: 2.2581 +2025-05-26 23:58:34,762 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:21:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.1264, loss: 2.1264 +2025-05-26 23:59:17,538 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:20:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 2.2182, loss: 2.2182 +2025-05-27 00:00:00,333 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:20:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.0835, loss: 2.0835 +2025-05-27 00:00:43,169 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:19:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.1463, loss: 2.1463 +2025-05-27 00:01:26,008 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:18:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 2.0451, loss: 2.0451 +2025-05-27 00:02:08,787 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:17:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.1142, loss: 2.1142 +2025-05-27 00:02:51,618 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:17:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.1617, loss: 2.1617 +2025-05-27 00:03:34,470 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:16:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9825, loss_cls: 2.1398, loss: 2.1398 +2025-05-27 00:04:17,230 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:15:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.1035, loss: 2.1035 +2025-05-27 00:04:59,907 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:14:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 2.1906, loss: 2.1906 +2025-05-27 00:05:42,547 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:14:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.0841, loss: 2.0841 +2025-05-27 00:06:25,305 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:13:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.0487, loss: 2.0487 +2025-05-27 00:07:08,006 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:12:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 2.1611, loss: 2.1611 +2025-05-27 00:07:50,885 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:12:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.1449, loss: 2.1449 +2025-05-27 00:07:53,972 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-27 00:16:22,041 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:16:22,107 - pyskl - INFO - +top1_acc 0.8664 +top5_acc 0.9812 +2025-05-27 00:16:22,173 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_66.pth was removed +2025-05-27 00:16:23,158 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2025-05-27 00:16:23,159 - pyskl - INFO - Best top1_acc is 0.8664 at 80 epoch. +2025-05-27 00:16:23,161 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8664, top5_acc: 0.9812 +2025-05-27 00:17:25,969 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:11:29, time: 0.628, data_time: 0.202, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.0817, loss: 2.0817 +2025-05-27 00:18:08,705 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:10:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 2.0296, loss: 2.0296 +2025-05-27 00:18:51,508 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:10:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.9914, loss: 1.9914 +2025-05-27 00:19:34,121 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:09:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0772, loss: 2.0772 +2025-05-27 00:20:16,790 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:08:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.0443, loss: 2.0443 +2025-05-27 00:20:59,474 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:07:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.1434, loss: 2.1434 +2025-05-27 00:21:42,156 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:07:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.1226, loss: 2.1226 +2025-05-27 00:22:24,895 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:06:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 2.0791, loss: 2.0791 +2025-05-27 00:23:07,822 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:05:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.1620, loss: 2.1620 +2025-05-27 00:23:50,843 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:04:51, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 2.1655, loss: 2.1655 +2025-05-27 00:24:33,845 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:04:08, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0533, loss: 2.0533 +2025-05-27 00:25:16,762 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:03:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.1179, loss: 2.1179 +2025-05-27 00:25:59,629 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:02:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.1671, loss: 2.1671 +2025-05-27 00:26:42,342 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:01:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 2.1865, loss: 2.1865 +2025-05-27 00:27:25,113 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:01:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 2.0294, loss: 2.0294 +2025-05-27 00:28:08,183 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:00:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.1375, loss: 2.1375 +2025-05-27 00:28:51,113 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 20:59:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0516, loss: 2.0516 +2025-05-27 00:29:33,801 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 20:58:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.0448, loss: 2.0448 +2025-05-27 00:30:16,631 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 20:58:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.0318, loss: 2.0318 +2025-05-27 00:30:59,345 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 20:57:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.0459, loss: 2.0459 +2025-05-27 00:31:42,112 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 20:56:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 2.0983, loss: 2.0983 +2025-05-27 00:32:24,861 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 20:56:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 2.1151, loss: 2.1151 +2025-05-27 00:33:07,582 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 20:55:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.1126, loss: 2.1126 +2025-05-27 00:33:50,247 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 20:54:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 2.0211, loss: 2.0211 +2025-05-27 00:34:33,023 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 20:53:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9881, loss_cls: 2.1248, loss: 2.1248 +2025-05-27 00:34:36,062 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-27 00:35:51,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:35:51,170 - pyskl - INFO - +top1_acc 0.8498 +top5_acc 0.9745 +2025-05-27 00:35:51,172 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8498, top5_acc: 0.9745 +2025-05-27 00:36:54,166 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 20:53:18, time: 0.630, data_time: 0.202, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9950, loss_cls: 2.0141, loss: 2.0141 +2025-05-27 00:37:36,836 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 20:52:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.0354, loss: 2.0354 +2025-05-27 00:38:19,837 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 20:51:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.0316, loss: 2.0316 +2025-05-27 00:39:02,760 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 20:51:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 2.0249, loss: 2.0249 +2025-05-27 00:39:45,472 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 20:50:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.0995, loss: 2.0995 +2025-05-27 00:40:28,128 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 20:49:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.0921, loss: 2.0921 +2025-05-27 00:41:10,934 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 20:48:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 1.9788, loss: 1.9788 +2025-05-27 00:41:53,550 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 20:48:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 1.9503, loss: 1.9503 +2025-05-27 00:42:36,216 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 20:47:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.0526, loss: 2.0526 +2025-05-27 00:43:18,944 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 20:46:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.1887, loss: 2.1887 +2025-05-27 00:44:01,579 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 20:45:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.9937, loss: 1.9937 +2025-05-27 00:44:44,325 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 20:45:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.0174, loss: 2.0174 +2025-05-27 00:45:27,025 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 20:44:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.0026, loss: 2.0026 +2025-05-27 00:46:09,708 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 20:43:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.0409, loss: 2.0409 +2025-05-27 00:46:52,337 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 20:43:00, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 2.1851, loss: 2.1851 +2025-05-27 00:47:34,998 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 20:42:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 2.1078, loss: 2.1078 +2025-05-27 00:48:18,110 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:41:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.0793, loss: 2.0793 +2025-05-27 00:49:00,879 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:40:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 2.0935, loss: 2.0935 +2025-05-27 00:49:43,906 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:40:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.1093, loss: 2.1093 +2025-05-27 00:50:27,113 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:39:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9844, loss_cls: 2.1475, loss: 2.1475 +2025-05-27 00:51:10,193 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:38:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.0650, loss: 2.0650 +2025-05-27 00:51:52,917 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:37:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 2.1260, loss: 2.1260 +2025-05-27 00:52:35,607 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:37:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.1246, loss: 2.1246 +2025-05-27 00:53:18,328 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:36:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.1854, loss: 2.1854 +2025-05-27 00:54:01,076 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:35:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.1470, loss: 2.1470 +2025-05-27 00:54:04,114 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-27 00:55:18,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:55:18,940 - pyskl - INFO - +top1_acc 0.8309 +top5_acc 0.9735 +2025-05-27 00:55:18,942 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8309, top5_acc: 0.9735 +2025-05-27 00:56:22,062 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:35:07, time: 0.631, data_time: 0.203, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9994, loss_cls: 1.9633, loss: 1.9633 +2025-05-27 00:57:05,321 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:34:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 2.0337, loss: 2.0337 +2025-05-27 00:57:48,257 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:33:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 2.0076, loss: 2.0076 +2025-05-27 00:58:31,186 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:32:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.0039, loss: 2.0039 +2025-05-27 00:59:14,094 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:32:12, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 2.0065, loss: 2.0065 +2025-05-27 00:59:56,955 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:31:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.0596, loss: 2.0596 +2025-05-27 01:00:39,825 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:30:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.0664, loss: 2.0664 +2025-05-27 01:01:22,592 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:29:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.9962, loss: 1.9962 +2025-05-27 01:02:05,544 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:29:15, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 1.9863, loss: 1.9863 +2025-05-27 01:02:48,438 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:28:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 2.0705, loss: 2.0705 +2025-05-27 01:03:31,392 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:27:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.2217, loss: 2.2217 +2025-05-27 01:04:14,308 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:27:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.0510, loss: 2.0510 +2025-05-27 01:04:57,190 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:26:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 2.1659, loss: 2.1659 +2025-05-27 01:05:39,917 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:25:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 2.1278, loss: 2.1278 +2025-05-27 01:06:22,769 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:24:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9962, loss_cls: 2.0033, loss: 2.0033 +2025-05-27 01:07:05,546 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:24:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.0509, loss: 2.0509 +2025-05-27 01:07:48,285 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:23:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.0701, loss: 2.0701 +2025-05-27 01:08:31,025 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:22:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.1362, loss: 2.1362 +2025-05-27 01:09:13,698 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:21:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.0486, loss: 2.0486 +2025-05-27 01:09:56,592 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:21:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.1528, loss: 2.1528 +2025-05-27 01:10:39,249 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:20:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.0851, loss: 2.0851 +2025-05-27 01:11:21,892 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:19:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.0775, loss: 2.0775 +2025-05-27 01:12:04,580 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:18:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.0460, loss: 2.0460 +2025-05-27 01:12:47,210 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:18:14, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9856, loss_cls: 2.0938, loss: 2.0938 +2025-05-27 01:13:29,853 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:17:30, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.0491, loss: 2.0491 +2025-05-27 01:13:32,892 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-27 01:14:47,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:14:47,575 - pyskl - INFO - +top1_acc 0.8472 +top5_acc 0.9765 +2025-05-27 01:14:47,577 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8472, top5_acc: 0.9765 +2025-05-27 01:15:50,417 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:16:57, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9888, loss_cls: 1.9540, loss: 1.9540 +2025-05-27 01:16:33,214 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:16:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.9904, loss: 1.9904 +2025-05-27 01:17:16,150 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:15:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 1.9588, loss: 1.9588 +2025-05-27 01:17:58,780 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:14:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.9949, loss: 1.9949 +2025-05-27 01:18:41,494 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.0587, loss: 2.0587 +2025-05-27 01:19:24,216 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:13:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 1.9231, loss: 1.9231 +2025-05-27 01:20:06,835 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:12:32, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 2.0852, loss: 2.0852 +2025-05-27 01:20:49,518 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:11:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.9707, loss: 1.9707 +2025-05-27 01:21:32,191 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:11:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9755, loss: 1.9755 +2025-05-27 01:22:14,917 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:10:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.1038, loss: 2.1038 +2025-05-27 01:22:57,706 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:09:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.1005, loss: 2.1005 +2025-05-27 01:23:40,474 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:08:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9944, loss_cls: 2.0261, loss: 2.0261 +2025-05-27 01:24:23,263 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:08:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 2.0106, loss: 2.0106 +2025-05-27 01:25:06,012 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:07:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.0759, loss: 2.0759 +2025-05-27 01:25:48,762 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:06:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 1.9931, loss: 1.9931 +2025-05-27 01:26:31,477 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:05:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.1141, loss: 2.1141 +2025-05-27 01:27:14,214 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:05:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 2.0076, loss: 2.0076 +2025-05-27 01:27:56,981 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:04:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.9956, loss: 1.9956 +2025-05-27 01:28:39,701 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:03:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.0014, loss: 2.0014 +2025-05-27 01:29:22,460 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:02:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9856, loss_cls: 2.1498, loss: 2.1498 +2025-05-27 01:30:05,240 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:02:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 2.0496, loss: 2.0496 +2025-05-27 01:30:48,069 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:01:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.0472, loss: 2.0472 +2025-05-27 01:31:30,801 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:00:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 2.0948, loss: 2.0948 +2025-05-27 01:32:13,529 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:00:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.0901, loss: 2.0901 +2025-05-27 01:32:56,278 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 19:59:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.0353, loss: 2.0353 +2025-05-27 01:32:59,337 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-27 01:34:14,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:34:14,282 - pyskl - INFO - +top1_acc 0.8536 +top5_acc 0.9782 +2025-05-27 01:34:14,285 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8536, top5_acc: 0.9782 +2025-05-27 01:35:17,197 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 19:58:45, time: 0.629, data_time: 0.202, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 1.9612, loss: 1.9612 +2025-05-27 01:35:59,938 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 19:58:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.0041, loss: 2.0041 +2025-05-27 01:36:42,579 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 19:57:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.0255, loss: 2.0255 +2025-05-27 01:37:25,329 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 19:56:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.0211, loss: 2.0211 +2025-05-27 01:38:08,059 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 19:55:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 1.9653, loss: 1.9653 +2025-05-27 01:38:50,789 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 19:55:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 1.9131, loss: 1.9131 +2025-05-27 01:39:33,641 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 19:54:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.0503, loss: 2.0503 +2025-05-27 01:40:16,313 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 19:53:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 2.0004, loss: 2.0004 +2025-05-27 01:40:59,032 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 19:52:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.9809, loss: 1.9809 +2025-05-27 01:41:41,781 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 19:52:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.0833, loss: 2.0833 +2025-05-27 01:42:24,546 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 19:51:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 2.0340, loss: 2.0340 +2025-05-27 01:43:07,293 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 19:50:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9931, loss_cls: 1.9772, loss: 1.9772 +2025-05-27 01:43:50,007 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 19:49:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 1.9373, loss: 1.9373 +2025-05-27 01:44:32,805 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 19:49:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 2.0139, loss: 2.0139 +2025-05-27 01:45:15,498 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 19:48:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.0293, loss: 2.0293 +2025-05-27 01:45:58,259 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 19:47:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9881, loss_cls: 1.9817, loss: 1.9817 +2025-05-27 01:46:41,007 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 19:46:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 1.9803, loss: 1.9803 +2025-05-27 01:47:23,680 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 19:46:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 2.0946, loss: 2.0946 +2025-05-27 01:48:06,322 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 19:45:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 2.0508, loss: 2.0508 +2025-05-27 01:48:49,006 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 19:44:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.0679, loss: 2.0679 +2025-05-27 01:49:31,718 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 19:44:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 1.9953, loss: 1.9953 +2025-05-27 01:50:14,510 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 19:43:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.0828, loss: 2.0828 +2025-05-27 01:50:57,118 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:42:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 2.0344, loss: 2.0344 +2025-05-27 01:51:39,792 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:41:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.0659, loss: 2.0659 +2025-05-27 01:52:22,381 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:41:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.0646, loss: 2.0646 +2025-05-27 01:52:25,435 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-27 02:00:56,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:00:56,860 - pyskl - INFO - +top1_acc 0.8553 +top5_acc 0.9788 +2025-05-27 02:00:56,862 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8553, top5_acc: 0.9788 +2025-05-27 02:01:59,850 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:40:33, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 1.9640, loss: 1.9640 +2025-05-27 02:02:42,520 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:39:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.8946, loss: 1.8946 +2025-05-27 02:03:25,210 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:39:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.9110, loss: 1.9110 +2025-05-27 02:04:08,215 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:38:21, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 1.9091, loss: 1.9091 +2025-05-27 02:04:50,851 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:37:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 2.0242, loss: 2.0242 +2025-05-27 02:05:33,633 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:36:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.9689, loss: 1.9689 +2025-05-27 02:06:16,298 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:36:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.9584, loss: 1.9584 +2025-05-27 02:06:58,927 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:35:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9950, loss_cls: 2.0493, loss: 2.0493 +2025-05-27 02:07:41,555 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:34:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 2.1118, loss: 2.1118 +2025-05-27 02:08:24,221 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:33:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.0087, loss: 2.0087 +2025-05-27 02:09:06,905 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:33:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0115, loss: 2.0115 +2025-05-27 02:09:49,509 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:32:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.0848, loss: 2.0848 +2025-05-27 02:10:32,141 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:31:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9888, loss_cls: 2.0183, loss: 2.0183 +2025-05-27 02:11:14,760 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:30:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.0550, loss: 2.0550 +2025-05-27 02:11:57,381 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:30:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 1.9906, loss: 1.9906 +2025-05-27 02:12:40,004 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:29:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.9811, loss: 1.9811 +2025-05-27 02:13:22,645 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:28:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.0134, loss: 2.0134 +2025-05-27 02:14:05,305 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:28:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9875, loss_cls: 2.1071, loss: 2.1071 +2025-05-27 02:14:47,985 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:27:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 1.9741, loss: 1.9741 +2025-05-27 02:15:30,641 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:26:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 2.0809, loss: 2.0809 +2025-05-27 02:16:13,373 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:25:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.9328, loss: 1.9328 +2025-05-27 02:16:56,366 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:25:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 1.9127, loss: 1.9127 +2025-05-27 02:17:39,219 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:24:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 1.9393, loss: 1.9393 +2025-05-27 02:18:22,316 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:23:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.0771, loss: 2.0771 +2025-05-27 02:19:05,206 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:22:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 2.0919, loss: 2.0919 +2025-05-27 02:19:08,273 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-27 02:20:23,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:20:23,287 - pyskl - INFO - +top1_acc 0.8549 +top5_acc 0.9794 +2025-05-27 02:20:23,290 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8549, top5_acc: 0.9794 +2025-05-27 02:21:27,005 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:22:22, time: 0.637, data_time: 0.206, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.9131, loss: 1.9131 +2025-05-27 02:22:09,873 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:21:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 1.8973, loss: 1.8973 +2025-05-27 02:22:52,848 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:20:54, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.9379, loss: 1.9379 +2025-05-27 02:23:35,783 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:20:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.0844, loss: 2.0844 +2025-05-27 02:24:18,763 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:19:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 1.9714, loss: 1.9714 +2025-05-27 02:25:01,729 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:18:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 1.9619, loss: 1.9619 +2025-05-27 02:25:44,634 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:17:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.0415, loss: 2.0415 +2025-05-27 02:26:27,490 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:17:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 1.9776, loss: 1.9776 +2025-05-27 02:27:10,270 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:16:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.9108, loss: 1.9108 +2025-05-27 02:27:53,134 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:15:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.9540, loss: 1.9540 +2025-05-27 02:28:36,073 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:15:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 1.9094, loss: 1.9094 +2025-05-27 02:29:18,997 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:14:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 1.9189, loss: 1.9189 +2025-05-27 02:30:01,620 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:13:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 2.0238, loss: 2.0238 +2025-05-27 02:30:44,357 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:12:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.0619, loss: 2.0619 +2025-05-27 02:31:27,006 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:12:06, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9881, loss_cls: 2.0615, loss: 2.0615 +2025-05-27 02:32:09,705 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:11:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.0111, loss: 2.0111 +2025-05-27 02:32:52,396 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:10:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 1.9966, loss: 1.9966 +2025-05-27 02:33:35,099 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:09:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.9734, loss: 1.9734 +2025-05-27 02:34:17,790 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:09:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.9704, loss: 1.9704 +2025-05-27 02:35:00,472 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:08:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 2.0016, loss: 2.0016 +2025-05-27 02:35:43,222 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:07:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.0885, loss: 2.0885 +2025-05-27 02:36:26,088 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:06:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9956, loss_cls: 1.9409, loss: 1.9409 +2025-05-27 02:37:09,008 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:06:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.0581, loss: 2.0581 +2025-05-27 02:37:51,869 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:05:29, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.9263, loss: 1.9263 +2025-05-27 02:38:34,579 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:04:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 2.0546, loss: 2.0546 +2025-05-27 02:38:37,635 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-27 02:39:52,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:39:52,801 - pyskl - INFO - +top1_acc 0.7972 +top5_acc 0.9434 +2025-05-27 02:39:52,804 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.7972, top5_acc: 0.9434 +2025-05-27 02:40:55,778 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:04:11, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.0058, loss: 2.0058 +2025-05-27 02:41:38,568 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:03:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 1.9004, loss: 1.9004 +2025-05-27 02:42:21,263 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:02:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 1.9563, loss: 1.9563 +2025-05-27 02:43:03,977 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:01:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.8736, loss: 1.8736 +2025-05-27 02:43:46,642 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:01:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9956, loss_cls: 1.9677, loss: 1.9677 +2025-05-27 02:44:29,333 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:00:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9785, loss: 1.9785 +2025-05-27 02:45:11,969 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 18:59:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9969, loss_cls: 2.0069, loss: 2.0069 +2025-05-27 02:45:54,625 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 18:59:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.1320, loss: 2.1320 +2025-05-27 02:46:37,324 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 18:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 1.9137, loss: 1.9137 +2025-05-27 02:47:20,021 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 18:57:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 1.9608, loss: 1.9608 +2025-05-27 02:48:02,743 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 18:56:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.0633, loss: 2.0633 +2025-05-27 02:48:45,461 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 18:56:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.0096, loss: 2.0096 +2025-05-27 02:49:28,225 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 18:55:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 1.9310, loss: 1.9310 +2025-05-27 02:50:11,001 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 18:54:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 1.9847, loss: 1.9847 +2025-05-27 02:50:53,717 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 18:53:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.9021, loss: 1.9021 +2025-05-27 02:51:36,540 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 18:53:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.9612, loss: 1.9612 +2025-05-27 02:52:19,311 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 18:52:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.9358, loss: 1.9358 +2025-05-27 02:53:02,033 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 18:51:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 1.9897, loss: 1.9897 +2025-05-27 02:53:44,700 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 18:50:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9944, loss_cls: 2.0089, loss: 2.0089 +2025-05-27 02:54:27,357 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 18:50:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 1.9378, loss: 1.9378 +2025-05-27 02:55:10,089 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 18:49:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.9584, loss: 1.9584 +2025-05-27 02:55:52,809 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 18:48:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 1.9705, loss: 1.9705 +2025-05-27 02:56:35,616 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 18:48:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.0000, loss: 2.0000 +2025-05-27 02:57:18,316 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 18:47:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 1.9863, loss: 1.9863 +2025-05-27 02:58:00,961 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 18:46:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 1.9940, loss: 1.9940 +2025-05-27 02:58:03,994 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-27 02:59:18,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:59:18,751 - pyskl - INFO - +top1_acc 0.8683 +top5_acc 0.9807 +2025-05-27 02:59:18,808 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_80.pth was removed +2025-05-27 02:59:19,825 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2025-05-27 02:59:19,826 - pyskl - INFO - Best top1_acc is 0.8683 at 88 epoch. +2025-05-27 02:59:19,828 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8683, top5_acc: 0.9807 +2025-05-27 03:00:22,506 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 18:45:59, time: 0.627, data_time: 0.200, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.8096, loss: 1.8096 +2025-05-27 03:01:05,377 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 18:45:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.8206, loss: 1.8206 +2025-05-27 03:01:48,190 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 18:44:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 1.9661, loss: 1.9661 +2025-05-27 03:02:30,970 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:43:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.8842, loss: 1.8842 +2025-05-27 03:03:13,767 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:43:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.9126, loss: 1.9126 +2025-05-27 03:03:56,584 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:42:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 1.9668, loss: 1.9668 +2025-05-27 03:04:39,434 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:41:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.8440, loss: 1.8440 +2025-05-27 03:05:22,365 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:40:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 1.9857, loss: 1.9857 +2025-05-27 03:06:05,146 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:40:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 1.8499, loss: 1.8499 +2025-05-27 03:06:47,861 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:39:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 1.9522, loss: 1.9522 +2025-05-27 03:07:30,674 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:38:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.9329, loss: 1.9329 +2025-05-27 03:08:13,570 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:37:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 1.9120, loss: 1.9120 +2025-05-27 03:08:56,335 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:37:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 1.9410, loss: 1.9410 +2025-05-27 03:09:39,101 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:36:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.0107, loss: 2.0107 +2025-05-27 03:10:21,321 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:35:43, time: 0.422, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 2.0176, loss: 2.0176 +2025-05-27 03:11:03,936 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:34:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9938, loss_cls: 1.8765, loss: 1.8765 +2025-05-27 03:11:46,758 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:34:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.8993, loss: 1.8993 +2025-05-27 03:12:29,234 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:33:30, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.8769, loss: 1.8769 +2025-05-27 03:13:11,939 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:32:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 1.9598, loss: 1.9598 +2025-05-27 03:13:54,621 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:32:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.9075, loss: 1.9075 +2025-05-27 03:14:37,309 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:31:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.0271, loss: 2.0271 +2025-05-27 03:15:20,001 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:30:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.0688, loss: 2.0688 +2025-05-27 03:16:02,786 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:29:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.9713, loss: 1.9713 +2025-05-27 03:16:45,584 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:29:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 1.9802, loss: 1.9802 +2025-05-27 03:17:28,371 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:28:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.9102, loss: 1.9102 +2025-05-27 03:17:31,393 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-27 03:18:46,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:18:46,741 - pyskl - INFO - +top1_acc 0.8624 +top5_acc 0.9790 +2025-05-27 03:18:46,743 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8624, top5_acc: 0.9790 +2025-05-27 03:19:50,090 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:27:48, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.7797, loss: 1.7797 +2025-05-27 03:20:32,858 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:27:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.8698, loss: 1.8698 +2025-05-27 03:21:15,517 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:26:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 03:21:58,535 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:25:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.7615, loss: 1.7615 +2025-05-27 03:22:41,317 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:24:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.9084, loss: 1.9084 +2025-05-27 03:23:24,179 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:24:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 1.9172, loss: 1.9172 +2025-05-27 03:24:07,017 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:23:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 2.0159, loss: 2.0159 +2025-05-27 03:24:49,659 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:22:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 1.8913, loss: 1.8913 +2025-05-27 03:25:32,333 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:21:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.0597, loss: 2.0597 +2025-05-27 03:26:15,038 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:21:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.9189, loss: 1.9189 +2025-05-27 03:26:57,830 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:20:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 1.9320, loss: 1.9320 +2025-05-27 03:27:40,586 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:19:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.8460, loss: 1.8460 +2025-05-27 03:28:23,337 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:19:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 1.7954, loss: 1.7954 +2025-05-27 03:29:06,095 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:18:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.8683, loss: 1.8683 +2025-05-27 03:29:48,816 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:17:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 1.9851, loss: 1.9851 +2025-05-27 03:30:31,493 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:16:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9142, loss: 1.9142 +2025-05-27 03:31:14,145 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:16:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.9158, loss: 1.9158 +2025-05-27 03:31:56,833 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:15:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.8873, loss: 1.8873 +2025-05-27 03:32:39,565 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:14:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9975, loss_cls: 1.8617, loss: 1.8617 +2025-05-27 03:33:22,216 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:13:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.8880, loss: 1.8880 +2025-05-27 03:34:04,779 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:13:07, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.9654, loss: 1.9654 +2025-05-27 03:34:47,454 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:12:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 1.8978, loss: 1.8978 +2025-05-27 03:35:30,169 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:11:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.9622, loss: 1.9622 +2025-05-27 03:36:12,831 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:10:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.9836, loss: 1.9836 +2025-05-27 03:36:55,607 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:10:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.0370, loss: 2.0370 +2025-05-27 03:36:58,643 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-27 03:45:54,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:45:54,295 - pyskl - INFO - +top1_acc 0.8486 +top5_acc 0.9740 +2025-05-27 03:45:54,298 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8486, top5_acc: 0.9740 +2025-05-27 03:46:57,070 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:09:36, time: 0.628, data_time: 0.200, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.9692, loss: 1.9692 +2025-05-27 03:47:39,922 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:08:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8054, loss: 1.8054 +2025-05-27 03:48:22,830 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:08:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9906, loss_cls: 1.9090, loss: 1.9090 +2025-05-27 03:49:05,550 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:07:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.8894, loss: 1.8894 +2025-05-27 03:49:48,298 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:06:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 1.8540, loss: 1.8540 +2025-05-27 03:50:31,039 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:05:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.8648, loss: 1.8648 +2025-05-27 03:51:13,849 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:05:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 1.9591, loss: 1.9591 +2025-05-27 03:51:56,581 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:04:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 1.9684, loss: 1.9684 +2025-05-27 03:52:39,306 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:03:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.8883, loss: 1.8883 +2025-05-27 03:53:22,170 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:03:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.8628, loss: 1.8628 +2025-05-27 03:54:04,906 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:02:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.9351, loss: 1.9351 +2025-05-27 03:54:47,740 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:01:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 1.9896, loss: 1.9896 +2025-05-27 03:55:30,522 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:00:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 1.9363, loss: 1.9363 +2025-05-27 03:56:13,383 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:00:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 1.8972, loss: 1.8972 +2025-05-27 03:56:56,051 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 17:59:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.9174, loss: 1.9174 +2025-05-27 03:57:38,838 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 17:58:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 1.9375, loss: 1.9375 +2025-05-27 03:58:21,668 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 17:57:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 1.9468, loss: 1.9468 +2025-05-27 03:59:04,460 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 17:57:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.9177, loss: 1.9177 +2025-05-27 03:59:47,278 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 17:56:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.8690, loss: 1.8690 +2025-05-27 04:00:30,040 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 17:55:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.9594, loss: 1.9594 +2025-05-27 04:01:12,821 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 17:54:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.9675, loss: 1.9675 +2025-05-27 04:01:55,626 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 17:54:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 1.9532, loss: 1.9532 +2025-05-27 04:02:38,439 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 17:53:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 1.9758, loss: 1.9758 +2025-05-27 04:03:21,165 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 17:52:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.8834, loss: 1.8834 +2025-05-27 04:04:03,853 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 17:52:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.8808, loss: 1.8808 +2025-05-27 04:04:06,932 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-27 04:05:22,046 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:05:22,113 - pyskl - INFO - +top1_acc 0.8410 +top5_acc 0.9769 +2025-05-27 04:05:22,115 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8410, top5_acc: 0.9769 +2025-05-27 04:06:25,508 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 17:51:26, time: 0.634, data_time: 0.208, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 1.8014, loss: 1.8014 +2025-05-27 04:07:08,262 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 17:50:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.8182, loss: 1.8182 +2025-05-27 04:07:51,025 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 17:49:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 1.8440, loss: 1.8440 +2025-05-27 04:08:33,792 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 17:49:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 1.8277, loss: 1.8277 +2025-05-27 04:09:16,605 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 17:48:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 1.8336, loss: 1.8336 +2025-05-27 04:09:59,258 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 17:47:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 1.8493, loss: 1.8493 +2025-05-27 04:10:41,909 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 17:47:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9155, loss: 1.9155 +2025-05-27 04:11:24,533 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 17:46:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.8597, loss: 1.8597 +2025-05-27 04:12:07,148 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 17:45:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.7726, loss: 1.7726 +2025-05-27 04:12:49,728 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 17:44:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 1.9420, loss: 1.9420 +2025-05-27 04:13:32,352 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:44:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.8301, loss: 1.8301 +2025-05-27 04:14:15,013 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:43:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.9448, loss: 1.9448 +2025-05-27 04:14:57,684 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:42:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 1.9061, loss: 1.9061 +2025-05-27 04:15:40,361 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:41:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.0133, loss: 2.0133 +2025-05-27 04:16:23,000 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:41:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 1.9625, loss: 1.9625 +2025-05-27 04:17:05,658 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:40:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 1.8985, loss: 1.8985 +2025-05-27 04:17:48,327 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:39:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.8720, loss: 1.8720 +2025-05-27 04:18:31,081 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:38:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9900, loss_cls: 1.8736, loss: 1.8736 +2025-05-27 04:19:13,800 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:38:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 1.9224, loss: 1.9224 +2025-05-27 04:19:56,526 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:37:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 1.9434, loss: 1.9434 +2025-05-27 04:20:39,240 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:36:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.9110, loss: 1.9110 +2025-05-27 04:21:22,008 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:36:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 1.8848, loss: 1.8848 +2025-05-27 04:22:04,801 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:35:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 1.8927, loss: 1.8927 +2025-05-27 04:22:47,561 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:34:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 1.8855, loss: 1.8855 +2025-05-27 04:23:30,306 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:33:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.9548, loss: 1.9548 +2025-05-27 04:23:33,363 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-27 04:24:49,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:24:49,163 - pyskl - INFO - +top1_acc 0.8392 +top5_acc 0.9736 +2025-05-27 04:24:49,166 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8392, top5_acc: 0.9736 +2025-05-27 04:25:52,594 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:33:14, time: 0.634, data_time: 0.206, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 1.9023, loss: 1.9023 +2025-05-27 04:26:35,390 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:32:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 1.7607, loss: 1.7607 +2025-05-27 04:27:18,142 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:31:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.8462, loss: 1.8462 +2025-05-27 04:28:00,901 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:31:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 1.8267, loss: 1.8267 +2025-05-27 04:28:43,582 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:30:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.8786, loss: 1.8786 +2025-05-27 04:29:26,364 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:29:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.9144, loss: 1.9144 +2025-05-27 04:30:09,197 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:28:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.8762, loss: 1.8762 +2025-05-27 04:30:51,961 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:28:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.8735, loss: 1.8735 +2025-05-27 04:31:35,093 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:27:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.8022, loss: 1.8022 +2025-05-27 04:32:17,821 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:26:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.8880, loss: 1.8880 +2025-05-27 04:33:00,553 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:25:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.9757, loss: 1.9757 +2025-05-27 04:33:43,330 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:25:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9888, loss_cls: 1.8461, loss: 1.8461 +2025-05-27 04:34:26,231 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:24:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 1.8709, loss: 1.8709 +2025-05-27 04:35:09,134 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:23:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.8449, loss: 1.8449 +2025-05-27 04:35:51,901 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:22:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 1.8685, loss: 1.8685 +2025-05-27 04:36:34,654 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:22:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.0319, loss: 2.0319 +2025-05-27 04:37:17,422 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:21:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.9881, loss: 1.9881 +2025-05-27 04:38:00,136 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:20:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.8750, loss: 1.8750 +2025-05-27 04:38:42,939 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:20:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 1.9595, loss: 1.9595 +2025-05-27 04:39:25,970 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:19:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 1.9512, loss: 1.9512 +2025-05-27 04:40:08,628 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:18:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 1.9019, loss: 1.9019 +2025-05-27 04:40:51,362 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:17:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 1.8729, loss: 1.8729 +2025-05-27 04:41:34,069 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:17:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 1.8802, loss: 1.8802 +2025-05-27 04:42:16,760 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:16:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9906, loss_cls: 1.8570, loss: 1.8570 +2025-05-27 04:42:59,550 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:15:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.8158, loss: 1.8158 +2025-05-27 04:43:02,641 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-27 04:44:17,591 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:44:17,658 - pyskl - INFO - +top1_acc 0.8387 +top5_acc 0.9734 +2025-05-27 04:44:17,660 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8387, top5_acc: 0.9734 +2025-05-27 04:45:20,759 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:15:04, time: 0.631, data_time: 0.204, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 1.8946, loss: 1.8946 +2025-05-27 04:46:03,528 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:14:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.7654, loss: 1.7654 +2025-05-27 04:46:46,190 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:13:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 1.7642, loss: 1.7642 +2025-05-27 04:47:28,910 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:12:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 1.7927, loss: 1.7927 +2025-05-27 04:48:11,602 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:12:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.8514, loss: 1.8514 +2025-05-27 04:48:54,293 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:11:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.7771, loss: 1.7771 +2025-05-27 04:49:37,047 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:10:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 1.8900, loss: 1.8900 +2025-05-27 04:50:19,758 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:09:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 1.7879, loss: 1.7879 +2025-05-27 04:51:02,444 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:09:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.7667, loss: 1.7667 +2025-05-27 04:51:45,077 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:08:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.8515, loss: 1.8515 +2025-05-27 04:52:27,770 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:07:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.8279, loss: 1.8279 +2025-05-27 04:53:10,516 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:07:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 1.8721, loss: 1.8721 +2025-05-27 04:53:53,472 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:06:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 1.9989, loss: 1.9989 +2025-05-27 04:54:36,379 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:05:32, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.8840, loss: 1.8840 +2025-05-27 04:55:19,110 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:04:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.8853, loss: 1.8853 +2025-05-27 04:56:01,776 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:04:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 1.9784, loss: 1.9784 +2025-05-27 04:56:44,454 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:03:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.7789, loss: 1.7789 +2025-05-27 04:57:27,279 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:02:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.8941, loss: 1.8941 +2025-05-27 04:58:10,187 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:01:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 1.8253, loss: 1.8253 +2025-05-27 04:58:52,999 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:01:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.6883, loss: 1.6883 +2025-05-27 04:59:35,717 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:00:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 1.8791, loss: 1.8791 +2025-05-27 05:00:18,482 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 16:59:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 1.9308, loss: 1.9308 +2025-05-27 05:01:01,285 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 16:58:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 1.8298, loss: 1.8298 +2025-05-27 05:01:44,122 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 16:58:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.8427, loss: 1.8427 +2025-05-27 05:02:26,791 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 16:57:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.8065, loss: 1.8065 +2025-05-27 05:02:29,814 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-27 05:04:22,385 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:04:22,451 - pyskl - INFO - +top1_acc 0.8504 +top5_acc 0.9766 +2025-05-27 05:04:22,453 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8504, top5_acc: 0.9766 +2025-05-27 05:05:25,691 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 16:56:53, time: 0.632, data_time: 0.206, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.7594, loss: 1.7594 +2025-05-27 05:06:08,282 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 16:56:09, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.7346, loss: 1.7346 +2025-05-27 05:06:51,038 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 16:55:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.7779, loss: 1.7779 +2025-05-27 05:07:33,715 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 16:54:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.7914, loss: 1.7914 +2025-05-27 05:08:16,457 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 16:53:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8792, loss: 1.8792 +2025-05-27 05:08:59,128 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 16:53:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9981, loss_cls: 1.8526, loss: 1.8526 +2025-05-27 05:09:41,823 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 16:52:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 1.9468, loss: 1.9468 +2025-05-27 05:10:24,605 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 16:51:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.8831, loss: 1.8831 +2025-05-27 05:11:07,298 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 16:51:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.8613, loss: 1.8613 +2025-05-27 05:11:50,117 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 16:50:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 1.9156, loss: 1.9156 +2025-05-27 05:12:32,985 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 16:49:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 1.8974, loss: 1.8974 +2025-05-27 05:13:15,798 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 16:48:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.7756, loss: 1.7756 +2025-05-27 05:13:58,621 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 16:48:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 1.8954, loss: 1.8954 +2025-05-27 05:14:41,317 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 16:47:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.9264, loss: 1.9264 +2025-05-27 05:15:24,061 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 16:46:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.8296, loss: 1.8296 +2025-05-27 05:16:06,697 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 16:45:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.8052, loss: 1.8052 +2025-05-27 05:16:49,388 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:45:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.7558, loss: 1.7558 +2025-05-27 05:17:32,083 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:44:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9975, loss_cls: 1.9455, loss: 1.9455 +2025-05-27 05:18:14,772 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:43:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 1.9561, loss: 1.9561 +2025-05-27 05:18:57,531 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:42:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.8232, loss: 1.8232 +2025-05-27 05:19:40,284 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:42:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 1.8085, loss: 1.8085 +2025-05-27 05:20:23,038 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:41:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.8585, loss: 1.8585 +2025-05-27 05:21:05,758 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:40:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 1.8576, loss: 1.8576 +2025-05-27 05:21:48,526 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:40:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.9165, loss: 1.9165 +2025-05-27 05:22:31,237 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:39:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.8513, loss: 1.8513 +2025-05-27 05:22:34,279 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-27 05:31:08,367 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:31:08,433 - pyskl - INFO - +top1_acc 0.8458 +top5_acc 0.9740 +2025-05-27 05:31:08,436 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8458, top5_acc: 0.9740 +2025-05-27 05:32:11,336 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:38:41, time: 0.629, data_time: 0.204, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.7762, loss: 1.7762 +2025-05-27 05:32:54,428 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:37:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.7945, loss: 1.7945 +2025-05-27 05:33:37,863 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:37:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.8260, loss: 1.8260 +2025-05-27 05:34:21,018 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:36:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.7688, loss: 1.7688 +2025-05-27 05:35:03,845 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:35:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 1.8452, loss: 1.8452 +2025-05-27 05:35:46,656 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:35:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.6879, loss: 1.6879 +2025-05-27 05:36:29,412 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:34:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9938, loss_cls: 1.7648, loss: 1.7648 +2025-05-27 05:37:12,059 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:33:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.8514, loss: 1.8514 +2025-05-27 05:37:54,731 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:32:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.7764, loss: 1.7764 +2025-05-27 05:38:37,465 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:32:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 1.7393, loss: 1.7393 +2025-05-27 05:39:20,156 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:31:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.8347, loss: 1.8347 +2025-05-27 05:40:02,905 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:30:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.8254, loss: 1.8254 +2025-05-27 05:40:45,653 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:29:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.8253, loss: 1.8253 +2025-05-27 05:41:28,308 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:29:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8307, loss: 1.8307 +2025-05-27 05:42:11,033 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:28:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.7717, loss: 1.7717 +2025-05-27 05:42:53,830 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:27:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9981, loss_cls: 1.9504, loss: 1.9504 +2025-05-27 05:43:36,650 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:26:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.8168, loss: 1.8168 +2025-05-27 05:44:19,409 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:26:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 1.8989, loss: 1.8989 +2025-05-27 05:45:02,198 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:25:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.7821, loss: 1.7821 +2025-05-27 05:45:44,954 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:24:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 1.8865, loss: 1.8865 +2025-05-27 05:46:27,616 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:24:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 1.8934, loss: 1.8934 +2025-05-27 05:47:10,322 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:23:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 1.9007, loss: 1.9007 +2025-05-27 05:47:52,964 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:22:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.8744, loss: 1.8744 +2025-05-27 05:48:35,653 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:21:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8078, loss: 1.8078 +2025-05-27 05:49:18,305 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:21:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 1.8604, loss: 1.8604 +2025-05-27 05:49:21,359 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-27 05:50:36,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:50:36,406 - pyskl - INFO - +top1_acc 0.8449 +top5_acc 0.9735 +2025-05-27 05:50:36,409 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8449, top5_acc: 0.9735 +2025-05-27 05:51:39,394 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:20:31, time: 0.630, data_time: 0.203, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 1.7604, loss: 1.7604 +2025-05-27 05:52:22,036 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:19:47, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.7386, loss: 1.7386 +2025-05-27 05:53:04,820 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:19:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7365, loss: 1.7365 +2025-05-27 05:53:47,558 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:18:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.7500, loss: 1.7500 +2025-05-27 05:54:30,308 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:17:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.7155, loss: 1.7155 +2025-05-27 05:55:13,023 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:16:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 1.9080, loss: 1.9080 +2025-05-27 05:55:55,674 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:16:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.8555, loss: 1.8555 +2025-05-27 05:56:38,354 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:15:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 1.8414, loss: 1.8414 +2025-05-27 05:57:21,081 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:14:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 1.7591, loss: 1.7591 +2025-05-27 05:58:03,766 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:13:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.7966, loss: 1.7966 +2025-05-27 05:58:46,553 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:13:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 1.7761, loss: 1.7761 +2025-05-27 05:59:29,252 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:12:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.7849, loss: 1.7849 +2025-05-27 06:00:11,991 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:11:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.8139, loss: 1.8139 +2025-05-27 06:00:54,681 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:10:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.7089, loss: 1.7089 +2025-05-27 06:01:37,356 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:10:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.7063, loss: 1.7063 +2025-05-27 06:02:20,136 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:09:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.7925, loss: 1.7925 +2025-05-27 06:03:02,890 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:08:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 1.7791, loss: 1.7791 +2025-05-27 06:03:45,554 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:08:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 1.9042, loss: 1.9042 +2025-05-27 06:04:28,273 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:07:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9981, loss_cls: 1.7399, loss: 1.7399 +2025-05-27 06:05:11,013 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:06:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.8284, loss: 1.8284 +2025-05-27 06:05:53,750 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:05:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 1.8646, loss: 1.8646 +2025-05-27 06:06:36,534 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:05:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 1.8701, loss: 1.8701 +2025-05-27 06:07:19,309 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:04:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.8625, loss: 1.8625 +2025-05-27 06:08:02,061 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:03:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 1.8915, loss: 1.8915 +2025-05-27 06:08:44,785 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:02:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.7316, loss: 1.7316 +2025-05-27 06:08:47,830 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-27 06:10:03,346 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:10:03,412 - pyskl - INFO - +top1_acc 0.8705 +top5_acc 0.9808 +2025-05-27 06:10:03,463 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_88.pth was removed +2025-05-27 06:10:04,452 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-05-27 06:10:04,452 - pyskl - INFO - Best top1_acc is 0.8705 at 97 epoch. +2025-05-27 06:10:04,455 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8705, top5_acc: 0.9808 +2025-05-27 06:11:07,242 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:02:19, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.7320, loss: 1.7320 +2025-05-27 06:11:49,915 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:01:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 1.7225, loss: 1.7225 +2025-05-27 06:12:32,612 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:00:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.7976, loss: 1.7976 +2025-05-27 06:13:15,341 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:00:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.5854, loss: 1.5854 +2025-05-27 06:13:58,078 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 15:59:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7862, loss: 1.7862 +2025-05-27 06:14:41,099 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 15:58:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.6978, loss: 1.6978 +2025-05-27 06:15:24,151 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 15:57:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 1.7557, loss: 1.7557 +2025-05-27 06:16:07,182 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 15:57:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.8202, loss: 1.8202 +2025-05-27 06:16:49,928 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 15:56:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 1.8032, loss: 1.8032 +2025-05-27 06:17:32,636 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 15:55:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.7991, loss: 1.7991 +2025-05-27 06:18:15,317 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 15:55:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.8346, loss: 1.8346 +2025-05-27 06:18:57,873 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 15:54:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.6987, loss: 1.6987 +2025-05-27 06:19:40,584 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 15:53:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 1.7983, loss: 1.7983 +2025-05-27 06:20:23,406 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 15:52:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 1.8901, loss: 1.8901 +2025-05-27 06:21:06,129 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 15:52:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.7681, loss: 1.7681 +2025-05-27 06:21:48,862 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 15:51:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 06:22:31,693 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 15:50:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9938, loss_cls: 1.7130, loss: 1.7130 +2025-05-27 06:23:14,433 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 15:49:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 1.7632, loss: 1.7632 +2025-05-27 06:23:57,164 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 15:49:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.8057, loss: 1.8057 +2025-05-27 06:24:39,964 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 15:48:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.7805, loss: 1.7805 +2025-05-27 06:25:22,702 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 15:47:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 1.8688, loss: 1.8688 +2025-05-27 06:26:05,461 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 15:46:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.7584, loss: 1.7584 +2025-05-27 06:26:48,182 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:46:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.7184, loss: 1.7184 +2025-05-27 06:27:30,870 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:45:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.8233, loss: 1.8233 +2025-05-27 06:28:13,645 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:44:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 1.9160, loss: 1.9160 +2025-05-27 06:28:16,737 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-27 06:29:31,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:29:31,808 - pyskl - INFO - +top1_acc 0.8403 +top5_acc 0.9777 +2025-05-27 06:29:31,811 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8403, top5_acc: 0.9777 +2025-05-27 06:30:34,947 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:44:09, time: 0.631, data_time: 0.202, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.6988, loss: 1.6988 +2025-05-27 06:31:17,694 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:43:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.6784, loss: 1.6784 +2025-05-27 06:32:00,604 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:42:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7585, loss: 1.7585 +2025-05-27 06:32:43,602 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:41:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.8135, loss: 1.8135 +2025-05-27 06:33:26,424 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:41:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.6525, loss: 1.6525 +2025-05-27 06:34:09,190 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:40:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.6997, loss: 1.6997 +2025-05-27 06:34:51,904 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:39:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 1.7864, loss: 1.7864 +2025-05-27 06:35:34,693 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:39:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.7263, loss: 1.7263 +2025-05-27 06:36:17,351 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:38:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.8379, loss: 1.8379 +2025-05-27 06:36:59,888 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:37:34, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7458, loss: 1.7458 +2025-05-27 06:37:42,704 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:36:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.7716, loss: 1.7716 +2025-05-27 06:38:25,508 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:36:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.6948, loss: 1.6948 +2025-05-27 06:39:08,271 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:35:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 1.7802, loss: 1.7802 +2025-05-27 06:39:50,835 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:34:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.8073, loss: 1.8073 +2025-05-27 06:40:33,518 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:33:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.8438, loss: 1.8438 +2025-05-27 06:41:16,201 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:33:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 1.7657, loss: 1.7657 +2025-05-27 06:41:58,934 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:32:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 1.8018, loss: 1.8018 +2025-05-27 06:42:41,765 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:31:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 1.8366, loss: 1.8366 +2025-05-27 06:43:24,458 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:30:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.8130, loss: 1.8130 +2025-05-27 06:44:07,210 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:30:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.7031, loss: 1.7031 +2025-05-27 06:44:49,909 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:29:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.7645, loss: 1.7645 +2025-05-27 06:45:32,767 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:28:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.7362, loss: 1.7362 +2025-05-27 06:46:15,514 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:28:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.7320, loss: 1.7320 +2025-05-27 06:46:58,242 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:27:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.8082, loss: 1.8082 +2025-05-27 06:47:40,783 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:26:35, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.7914, loss: 1.7914 +2025-05-27 06:47:43,788 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-27 06:48:59,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:48:59,260 - pyskl - INFO - +top1_acc 0.8320 +top5_acc 0.9701 +2025-05-27 06:48:59,263 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8320, top5_acc: 0.9701 +2025-05-27 06:50:02,185 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:25:58, time: 0.629, data_time: 0.201, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.7203, loss: 1.7203 +2025-05-27 06:50:44,861 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:25:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 1.0000, loss_cls: 1.7326, loss: 1.7326 +2025-05-27 06:51:27,642 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:24:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.7335, loss: 1.7335 +2025-05-27 06:52:10,346 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:23:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 1.7681, loss: 1.7681 +2025-05-27 06:52:53,028 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:23:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.7087, loss: 1.7087 +2025-05-27 06:53:35,762 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:22:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.7587, loss: 1.7587 +2025-05-27 06:54:18,556 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:21:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 1.7042, loss: 1.7042 +2025-05-27 06:55:01,415 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:20:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.7303, loss: 1.7303 +2025-05-27 06:55:44,165 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:20:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9975, loss_cls: 1.7690, loss: 1.7690 +2025-05-27 06:56:26,877 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:19:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.7198, loss: 1.7198 +2025-05-27 06:57:09,635 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:18:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.7062, loss: 1.7062 +2025-05-27 06:57:52,790 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:17:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 1.7539, loss: 1.7539 +2025-05-27 06:58:35,774 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:17:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.8423, loss: 1.8423 +2025-05-27 06:59:18,584 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:16:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.7899, loss: 1.7899 +2025-05-27 07:00:01,405 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:15:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.7860, loss: 1.7860 +2025-05-27 07:00:44,091 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:15:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 1.7364, loss: 1.7364 +2025-05-27 07:01:27,022 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:14:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 1.7119, loss: 1.7119 +2025-05-27 07:02:09,753 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:13:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.7323, loss: 1.7323 +2025-05-27 07:02:52,535 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:12:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 1.7585, loss: 1.7585 +2025-05-27 07:03:35,234 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:12:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 1.8629, loss: 1.8629 +2025-05-27 07:04:17,965 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:11:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.7869, loss: 1.7869 +2025-05-27 07:05:00,713 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:10:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.7614, loss: 1.7614 +2025-05-27 07:05:43,484 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:09:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 1.6722, loss: 1.6722 +2025-05-27 07:06:26,256 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:09:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.7318, loss: 1.7318 +2025-05-27 07:07:09,066 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:08:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.7381, loss: 1.7381 +2025-05-27 07:07:12,131 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-27 07:16:08,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:16:08,602 - pyskl - INFO - +top1_acc 0.8496 +top5_acc 0.9734 +2025-05-27 07:16:08,604 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8496, top5_acc: 0.9734 +2025-05-27 07:17:11,806 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:07:47, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.6264, loss: 1.6264 +2025-05-27 07:17:54,684 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:07:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.6278, loss: 1.6278 +2025-05-27 07:18:37,482 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:06:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.7335, loss: 1.7335 +2025-05-27 07:19:20,601 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:05:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.6637, loss: 1.6637 +2025-05-27 07:20:03,396 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:04:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 1.7158, loss: 1.7158 +2025-05-27 07:20:46,089 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:04:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.6748, loss: 1.6748 +2025-05-27 07:21:28,850 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:03:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.6531, loss: 1.6531 +2025-05-27 07:22:11,511 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:02:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 1.7652, loss: 1.7652 +2025-05-27 07:22:54,198 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:01:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.6957, loss: 1.6957 +2025-05-27 07:23:36,836 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:01:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.6289, loss: 1.6289 +2025-05-27 07:24:19,551 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:00:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.6757, loss: 1.6757 +2025-05-27 07:25:02,294 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 14:59:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.7295, loss: 1.7295 +2025-05-27 07:25:45,042 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 14:59:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.7440, loss: 1.7440 +2025-05-27 07:26:27,565 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 14:58:17, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.6122, loss: 1.6122 +2025-05-27 07:27:10,224 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 14:57:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.7636, loss: 1.7636 +2025-05-27 07:27:52,916 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 14:56:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9931, loss_cls: 1.7461, loss: 1.7461 +2025-05-27 07:28:35,620 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 14:56:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.7556, loss: 1.7556 +2025-05-27 07:29:18,353 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 14:55:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.6431, loss: 1.6431 +2025-05-27 07:30:01,095 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 14:54:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.7408, loss: 1.7408 +2025-05-27 07:30:43,862 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 14:53:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.6911, loss: 1.6911 +2025-05-27 07:31:26,638 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 14:53:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9931, loss_cls: 1.7084, loss: 1.7084 +2025-05-27 07:32:09,373 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 14:52:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 1.8019, loss: 1.8019 +2025-05-27 07:32:52,023 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 14:51:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.7263, loss: 1.7263 +2025-05-27 07:33:34,767 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 14:50:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.7478, loss: 1.7478 +2025-05-27 07:34:17,572 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 14:50:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.7202, loss: 1.7202 +2025-05-27 07:34:20,609 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-27 07:35:35,841 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:35:35,908 - pyskl - INFO - +top1_acc 0.8652 +top5_acc 0.9757 +2025-05-27 07:35:35,910 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8652, top5_acc: 0.9757 +2025-05-27 07:36:38,687 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 14:49:36, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.6549, loss: 1.6549 +2025-05-27 07:37:21,406 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 14:48:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.7098, loss: 1.7098 +2025-05-27 07:38:04,108 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 14:48:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.7521, loss: 1.7521 +2025-05-27 07:38:46,762 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 14:47:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.7367, loss: 1.7367 +2025-05-27 07:39:29,429 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:46:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.6411, loss: 1.6411 +2025-05-27 07:40:12,235 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:45:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.6596, loss: 1.6596 +2025-05-27 07:40:54,853 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:45:13, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.6375, loss: 1.6375 +2025-05-27 07:41:37,486 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:44:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.6045, loss: 1.6045 +2025-05-27 07:42:20,345 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:43:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.7161, loss: 1.7161 +2025-05-27 07:43:03,099 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:43:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.7108, loss: 1.7108 +2025-05-27 07:43:45,976 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:42:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 1.7079, loss: 1.7079 +2025-05-27 07:44:28,739 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:41:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.7822, loss: 1.7822 +2025-05-27 07:45:11,533 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:40:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 1.6907, loss: 1.6907 +2025-05-27 07:45:54,217 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:40:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.7949, loss: 1.7949 +2025-05-27 07:46:36,867 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:39:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.8029, loss: 1.8029 +2025-05-27 07:47:19,550 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:38:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.7421, loss: 1.7421 +2025-05-27 07:48:02,310 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:37:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9944, loss_cls: 1.7620, loss: 1.7620 +2025-05-27 07:48:44,985 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:37:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.7364, loss: 1.7364 +2025-05-27 07:49:27,654 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:36:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.7664, loss: 1.7664 +2025-05-27 07:50:10,374 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:35:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.7334, loss: 1.7334 +2025-05-27 07:50:53,100 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:34:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.6867, loss: 1.6867 +2025-05-27 07:51:35,805 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:34:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.7595, loss: 1.7595 +2025-05-27 07:52:18,516 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:33:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.6542, loss: 1.6542 +2025-05-27 07:53:01,221 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:32:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9900, loss_cls: 1.7921, loss: 1.7921 +2025-05-27 07:53:43,955 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:32:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.7311, loss: 1.7311 +2025-05-27 07:53:46,994 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-27 07:55:01,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:55:01,799 - pyskl - INFO - +top1_acc 0.7804 +top5_acc 0.9462 +2025-05-27 07:55:01,801 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.7804, top5_acc: 0.9462 +2025-05-27 07:56:05,323 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:31:25, time: 0.635, data_time: 0.207, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6636, loss: 1.6636 +2025-05-27 07:56:48,063 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:30:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.5275, loss: 1.5275 +2025-05-27 07:57:30,818 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:29:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6825, loss: 1.6825 +2025-05-27 07:58:13,653 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:29:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.6435, loss: 1.6435 +2025-05-27 07:58:56,432 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:28:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 1.6986, loss: 1.6986 +2025-05-27 07:59:39,182 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:27:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 1.6236, loss: 1.6236 +2025-05-27 08:00:21,938 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:27:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.6329, loss: 1.6329 +2025-05-27 08:01:04,660 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:26:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.6685, loss: 1.6685 +2025-05-27 08:01:47,483 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:25:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 1.6338, loss: 1.6338 +2025-05-27 08:02:30,417 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:24:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.6892, loss: 1.6892 +2025-05-27 08:03:13,344 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:24:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 1.6944, loss: 1.6944 +2025-05-27 08:03:56,065 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:23:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.6290, loss: 1.6290 +2025-05-27 08:04:38,845 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:22:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 1.6906, loss: 1.6906 +2025-05-27 08:05:21,704 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:21:56, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.5779, loss: 1.5779 +2025-05-27 08:06:04,439 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:21:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.6999, loss: 1.6999 +2025-05-27 08:06:47,227 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:20:28, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.7954, loss: 1.7954 +2025-05-27 08:07:30,052 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:19:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.7247, loss: 1.7247 +2025-05-27 08:08:12,807 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:19:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9938, loss_cls: 1.6739, loss: 1.6739 +2025-05-27 08:08:55,565 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:18:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.7161, loss: 1.7161 +2025-05-27 08:09:38,417 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:17:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 1.7944, loss: 1.7944 +2025-05-27 08:10:21,265 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:16:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 1.7688, loss: 1.7688 +2025-05-27 08:11:04,056 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:16:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 1.6608, loss: 1.6608 +2025-05-27 08:11:46,850 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:15:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.7335, loss: 1.7335 +2025-05-27 08:12:29,673 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:14:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.6194, loss: 1.6194 +2025-05-27 08:13:12,509 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:13:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9944, loss_cls: 1.6941, loss: 1.6941 +2025-05-27 08:13:15,552 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-27 08:14:30,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:14:30,766 - pyskl - INFO - +top1_acc 0.8666 +top5_acc 0.9796 +2025-05-27 08:14:30,768 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8666, top5_acc: 0.9796 +2025-05-27 08:15:33,937 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:13:15, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.6074, loss: 1.6074 +2025-05-27 08:16:16,765 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:12:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6497, loss: 1.6497 +2025-05-27 08:16:59,576 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:11:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9944, loss_cls: 1.5215, loss: 1.5215 +2025-05-27 08:17:42,345 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:11:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.6313, loss: 1.6313 +2025-05-27 08:18:25,020 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:10:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.6496, loss: 1.6496 +2025-05-27 08:19:07,757 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:09:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.6052, loss: 1.6052 +2025-05-27 08:19:50,533 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:08:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 1.6285, loss: 1.6285 +2025-05-27 08:20:33,288 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:08:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.6279, loss: 1.6279 +2025-05-27 08:21:16,272 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:07:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.6837, loss: 1.6837 +2025-05-27 08:21:59,148 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:06:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 1.6601, loss: 1.6601 +2025-05-27 08:22:41,979 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:05:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.6831, loss: 1.6831 +2025-05-27 08:23:24,716 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:05:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 1.6896, loss: 1.6896 +2025-05-27 08:24:07,517 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:04:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 1.6158, loss: 1.6158 +2025-05-27 08:24:50,241 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:03:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5732, loss: 1.5732 +2025-05-27 08:25:33,037 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:03:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9969, loss_cls: 1.7121, loss: 1.7121 +2025-05-27 08:26:15,834 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:02:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6380, loss: 1.6380 +2025-05-27 08:26:58,673 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:01:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.7534, loss: 1.7534 +2025-05-27 08:27:41,432 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:00:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.7946, loss: 1.7946 +2025-05-27 08:28:24,138 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:00:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 1.7174, loss: 1.7174 +2025-05-27 08:29:06,886 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 13:59:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.6792, loss: 1.6792 +2025-05-27 08:29:49,629 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 13:58:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.6683, loss: 1.6683 +2025-05-27 08:30:32,474 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 13:57:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.6791, loss: 1.6791 +2025-05-27 08:31:15,461 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 13:57:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.6490, loss: 1.6490 +2025-05-27 08:31:58,412 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 13:56:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.6656, loss: 1.6656 +2025-05-27 08:32:41,302 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 13:55:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.6335, loss: 1.6335 +2025-05-27 08:32:44,407 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-27 08:33:59,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:33:59,457 - pyskl - INFO - +top1_acc 0.8802 +top5_acc 0.9823 +2025-05-27 08:33:59,513 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_97.pth was removed +2025-05-27 08:34:00,551 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2025-05-27 08:34:00,552 - pyskl - INFO - Best top1_acc is 0.8802 at 104 epoch. +2025-05-27 08:34:00,554 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8802, top5_acc: 0.9823 +2025-05-27 08:35:03,853 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 13:55:05, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.6447, loss: 1.6447 +2025-05-27 08:35:46,729 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 13:54:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.5257, loss: 1.5257 +2025-05-27 08:36:29,565 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 13:53:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.6216, loss: 1.6216 +2025-05-27 08:37:12,356 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 13:52:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.4915, loss: 1.4915 +2025-05-27 08:37:55,103 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 13:52:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.6249, loss: 1.6249 +2025-05-27 08:38:37,876 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 13:51:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.7243, loss: 1.7243 +2025-05-27 08:39:20,556 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 13:50:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6393, loss: 1.6393 +2025-05-27 08:40:03,292 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 13:49:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.6299, loss: 1.6299 +2025-05-27 08:40:46,086 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 13:49:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.7048, loss: 1.7048 +2025-05-27 08:41:29,128 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 13:48:31, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 1.6868, loss: 1.6868 +2025-05-27 08:42:11,888 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:47:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.6836, loss: 1.6836 +2025-05-27 08:42:54,749 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:47:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.6295, loss: 1.6295 +2025-05-27 08:43:37,502 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:46:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6754, loss: 1.6754 +2025-05-27 08:44:20,360 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:45:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.7324, loss: 1.7324 +2025-05-27 08:45:03,309 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:44:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.6864, loss: 1.6864 +2025-05-27 08:45:46,000 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:44:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.6074, loss: 1.6074 +2025-05-27 08:46:28,688 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:43:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.7005, loss: 1.7005 +2025-05-27 08:47:11,425 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:42:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.6776, loss: 1.6776 +2025-05-27 08:47:54,061 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:41:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6330, loss: 1.6330 +2025-05-27 08:48:36,945 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:41:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 1.7245, loss: 1.7245 +2025-05-27 08:49:19,702 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:40:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 1.6763, loss: 1.6763 +2025-05-27 08:50:02,505 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:39:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.6623, loss: 1.6623 +2025-05-27 08:50:45,344 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:39:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.6777, loss: 1.6777 +2025-05-27 08:51:28,093 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:38:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.6113, loss: 1.6113 +2025-05-27 08:52:10,795 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:37:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.6407, loss: 1.6407 +2025-05-27 08:52:13,803 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-27 09:01:10,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:01:10,227 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9830 +2025-05-27 09:01:10,280 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_104.pth was removed +2025-05-27 09:01:11,286 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-05-27 09:01:11,287 - pyskl - INFO - Best top1_acc is 0.8857 at 105 epoch. +2025-05-27 09:01:11,289 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8857, top5_acc: 0.9830 +2025-05-27 09:02:14,897 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:36:55, time: 0.636, data_time: 0.209, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.6291, loss: 1.6291 +2025-05-27 09:02:58,013 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:36:12, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5538, loss: 1.5538 +2025-05-27 09:03:41,288 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:35:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.6139, loss: 1.6139 +2025-05-27 09:04:24,441 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:34:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.5352, loss: 1.5352 +2025-05-27 09:05:07,410 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:34:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.5483, loss: 1.5483 +2025-05-27 09:05:50,296 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:33:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.5337, loss: 1.5337 +2025-05-27 09:06:33,170 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:32:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 1.6183, loss: 1.6183 +2025-05-27 09:07:15,969 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:31:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.5885, loss: 1.5885 +2025-05-27 09:07:58,732 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:31:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.6103, loss: 1.6103 +2025-05-27 09:08:41,561 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:30:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 1.6052, loss: 1.6052 +2025-05-27 09:09:24,449 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:29:38, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.6211, loss: 1.6211 +2025-05-27 09:10:07,139 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:28:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.6367, loss: 1.6367 +2025-05-27 09:10:49,906 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:28:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.5778, loss: 1.5778 +2025-05-27 09:11:32,644 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:27:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.7261, loss: 1.7261 +2025-05-27 09:12:15,533 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:26:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.5948, loss: 1.5948 +2025-05-27 09:12:58,178 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:25:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.6140, loss: 1.6140 +2025-05-27 09:13:40,828 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:25:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.6226, loss: 1.6226 +2025-05-27 09:14:23,494 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:24:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.6393, loss: 1.6393 +2025-05-27 09:15:06,230 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:23:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.6174, loss: 1.6174 +2025-05-27 09:15:48,965 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:23:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 1.6650, loss: 1.6650 +2025-05-27 09:16:31,693 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:22:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 1.0000, loss_cls: 1.6898, loss: 1.6898 +2025-05-27 09:17:14,479 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:21:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.6159, loss: 1.6159 +2025-05-27 09:17:57,232 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:20:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9994, loss_cls: 1.6617, loss: 1.6617 +2025-05-27 09:18:40,002 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:20:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.7203, loss: 1.7203 +2025-05-27 09:19:22,787 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:19:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.6980, loss: 1.6980 +2025-05-27 09:19:25,845 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-27 09:20:41,598 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:20:41,665 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9805 +2025-05-27 09:20:41,668 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8693, top5_acc: 0.9805 +2025-05-27 09:21:45,528 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:18:46, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.5676, loss: 1.5676 +2025-05-27 09:22:28,273 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:18:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5901, loss: 1.5901 +2025-05-27 09:23:11,076 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:17:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.5803, loss: 1.5803 +2025-05-27 09:23:53,789 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:16:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.5638, loss: 1.5638 +2025-05-27 09:24:36,522 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:15:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.5788, loss: 1.5788 +2025-05-27 09:25:19,289 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:15:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.5454, loss: 1.5454 +2025-05-27 09:26:02,033 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:14:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.6002, loss: 1.6002 +2025-05-27 09:26:44,718 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:13:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.5974, loss: 1.5974 +2025-05-27 09:27:27,417 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:12:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.5305, loss: 1.5305 +2025-05-27 09:28:10,128 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:12:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.5810, loss: 1.5810 +2025-05-27 09:28:52,891 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:11:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.5676, loss: 1.5676 +2025-05-27 09:29:35,637 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:10:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.6125, loss: 1.6125 +2025-05-27 09:30:18,355 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:10:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9938, loss_cls: 1.6311, loss: 1.6311 +2025-05-27 09:31:01,094 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:09:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.6031, loss: 1.6031 +2025-05-27 09:31:43,921 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:08:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9944, loss_cls: 1.6525, loss: 1.6525 +2025-05-27 09:32:27,001 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:07:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.5816, loss: 1.5816 +2025-05-27 09:33:09,975 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:07:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6114, loss: 1.6114 +2025-05-27 09:33:52,831 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:06:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.6878, loss: 1.6878 +2025-05-27 09:34:35,670 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:05:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.6543, loss: 1.6543 +2025-05-27 09:35:18,425 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:04:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.5305, loss: 1.5305 +2025-05-27 09:36:01,189 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:04:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.6243, loss: 1.6243 +2025-05-27 09:36:43,982 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:03:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.6268, loss: 1.6268 +2025-05-27 09:37:26,803 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:02:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.5485, loss: 1.5485 +2025-05-27 09:38:09,620 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:01:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9950, loss_cls: 1.6247, loss: 1.6247 +2025-05-27 09:38:52,528 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:01:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.6552, loss: 1.6552 +2025-05-27 09:38:55,605 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-27 09:40:10,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:40:10,837 - pyskl - INFO - +top1_acc 0.8798 +top5_acc 0.9805 +2025-05-27 09:40:10,840 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8798, top5_acc: 0.9805 +2025-05-27 09:41:14,625 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:00:36, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.5989, loss: 1.5989 +2025-05-27 09:41:57,446 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 12:59:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.5381, loss: 1.5381 +2025-05-27 09:42:40,105 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 12:59:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 1.5124, loss: 1.5124 +2025-05-27 09:43:22,779 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 12:58:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.5454, loss: 1.5454 +2025-05-27 09:44:05,419 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 12:57:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9931, loss_cls: 1.5971, loss: 1.5971 +2025-05-27 09:44:48,061 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 12:56:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 1.5356, loss: 1.5356 +2025-05-27 09:45:30,730 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 12:56:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.5560, loss: 1.5560 +2025-05-27 09:46:13,358 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 12:55:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5871, loss: 1.5871 +2025-05-27 09:46:56,001 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 12:54:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.5797, loss: 1.5797 +2025-05-27 09:47:38,700 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 12:54:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5701, loss: 1.5701 +2025-05-27 09:48:21,460 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 12:53:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5535, loss: 1.5535 +2025-05-27 09:49:04,125 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 12:52:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.6116, loss: 1.6116 +2025-05-27 09:49:46,817 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 12:51:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.5548, loss: 1.5548 +2025-05-27 09:50:29,526 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 12:51:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.5406, loss: 1.5406 +2025-05-27 09:51:12,185 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 12:50:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.5280, loss: 1.5280 +2025-05-27 09:51:54,846 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 12:49:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.5780, loss: 1.5780 +2025-05-27 09:52:37,589 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:48:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.6202, loss: 1.6202 +2025-05-27 09:53:20,260 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:48:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.5449, loss: 1.5449 +2025-05-27 09:54:03,037 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:47:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.5942, loss: 1.5942 +2025-05-27 09:54:45,590 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:46:43, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.6109, loss: 1.6109 +2025-05-27 09:55:28,265 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:45:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.6426, loss: 1.6426 +2025-05-27 09:56:10,958 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:45:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.5936, loss: 1.5936 +2025-05-27 09:56:53,617 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:44:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 1.5510, loss: 1.5510 +2025-05-27 09:57:36,289 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:43:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 1.5130, loss: 1.5130 +2025-05-27 09:58:19,008 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:43:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.5447, loss: 1.5447 +2025-05-27 09:58:22,053 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-27 09:59:37,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:59:37,278 - pyskl - INFO - +top1_acc 0.8708 +top5_acc 0.9799 +2025-05-27 09:59:37,280 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8708, top5_acc: 0.9799 +2025-05-27 10:00:40,453 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:42:24, time: 0.632, data_time: 0.204, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.5136, loss: 1.5136 +2025-05-27 10:01:23,162 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:41:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.5440, loss: 1.5440 +2025-05-27 10:02:05,842 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:40:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.5332, loss: 1.5332 +2025-05-27 10:02:48,761 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:40:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.5101, loss: 1.5101 +2025-05-27 10:03:31,561 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:39:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.4686, loss: 1.4686 +2025-05-27 10:04:14,332 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:38:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 1.5054, loss: 1.5054 +2025-05-27 10:04:57,027 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:38:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5005, loss: 1.5005 +2025-05-27 10:05:39,718 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:37:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.5818, loss: 1.5818 +2025-05-27 10:06:22,454 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:36:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5234, loss: 1.5234 +2025-05-27 10:07:05,139 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:35:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9988, loss_cls: 1.6084, loss: 1.6084 +2025-05-27 10:07:47,819 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:35:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4621, loss: 1.4621 +2025-05-27 10:08:30,402 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:34:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9994, loss_cls: 1.5844, loss: 1.5844 +2025-05-27 10:09:13,262 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:33:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.5351, loss: 1.5351 +2025-05-27 10:09:55,986 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:32:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4705, loss: 1.4705 +2025-05-27 10:10:38,795 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:32:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.6006, loss: 1.6006 +2025-05-27 10:11:21,550 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:31:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9944, loss_cls: 1.5956, loss: 1.5956 +2025-05-27 10:12:04,287 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:30:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.6152, loss: 1.6152 +2025-05-27 10:12:47,070 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:30:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.5503, loss: 1.5503 +2025-05-27 10:13:29,804 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:29:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.6285, loss: 1.6285 +2025-05-27 10:14:12,480 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:28:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.6108, loss: 1.6108 +2025-05-27 10:14:55,152 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:27:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9962, loss_cls: 1.5578, loss: 1.5578 +2025-05-27 10:15:37,809 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:27:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.5365, loss: 1.5365 +2025-05-27 10:16:20,553 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:26:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.5917, loss: 1.5917 +2025-05-27 10:17:03,215 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:25:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.6373, loss: 1.6373 +2025-05-27 10:17:45,969 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:24:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.6005, loss: 1.6005 +2025-05-27 10:17:48,987 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-27 10:19:03,626 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:19:03,692 - pyskl - INFO - +top1_acc 0.8604 +top5_acc 0.9774 +2025-05-27 10:19:03,697 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8604, top5_acc: 0.9774 +2025-05-27 10:20:06,958 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:24:14, time: 0.633, data_time: 0.204, memory: 13127, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 1.5448, loss: 1.5448 +2025-05-27 10:20:49,938 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:23:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.5396, loss: 1.5396 +2025-05-27 10:21:32,650 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:22:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.4912, loss: 1.4912 +2025-05-27 10:22:15,425 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:22:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 1.5119, loss: 1.5119 +2025-05-27 10:22:58,203 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:21:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.5466, loss: 1.5466 +2025-05-27 10:23:41,022 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:20:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5548, loss: 1.5548 +2025-05-27 10:24:23,739 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:19:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.4281, loss: 1.4281 +2025-05-27 10:25:06,469 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:19:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.4752, loss: 1.4752 +2025-05-27 10:25:49,241 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:18:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.5057, loss: 1.5057 +2025-05-27 10:26:31,929 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:17:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 1.5076, loss: 1.5076 +2025-05-27 10:27:14,553 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:16:56, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.5219, loss: 1.5219 +2025-05-27 10:27:57,268 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:16:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.6183, loss: 1.6183 +2025-05-27 10:28:39,913 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:15:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9956, loss_cls: 1.5611, loss: 1.5611 +2025-05-27 10:29:22,666 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:14:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.5698, loss: 1.5698 +2025-05-27 10:30:05,356 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:14:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9956, loss_cls: 1.5400, loss: 1.5400 +2025-05-27 10:30:48,119 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:13:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.6004, loss: 1.6004 +2025-05-27 10:31:30,869 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:12:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.4998, loss: 1.4998 +2025-05-27 10:32:13,633 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:11:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.5419, loss: 1.5419 +2025-05-27 10:32:56,469 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:11:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 1.5778, loss: 1.5778 +2025-05-27 10:33:39,218 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:10:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.4910, loss: 1.4910 +2025-05-27 10:34:21,973 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:09:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.5125, loss: 1.5125 +2025-05-27 10:35:04,779 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:08:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.5426, loss: 1.5426 +2025-05-27 10:35:47,548 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:08:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 1.5734, loss: 1.5734 +2025-05-27 10:36:30,272 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:07:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.4243, loss: 1.4243 +2025-05-27 10:37:13,053 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:06:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.4722, loss: 1.4722 +2025-05-27 10:37:16,125 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-27 10:45:49,813 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:45:49,878 - pyskl - INFO - +top1_acc 0.8700 +top5_acc 0.9817 +2025-05-27 10:45:49,881 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8700, top5_acc: 0.9817 +2025-05-27 10:46:52,903 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:06:03, time: 0.630, data_time: 0.201, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.5033, loss: 1.5033 +2025-05-27 10:47:35,930 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:05:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4045, loss: 1.4045 +2025-05-27 10:48:18,743 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:04:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4861, loss: 1.4861 +2025-05-27 10:49:01,514 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:03:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4793, loss: 1.4793 +2025-05-27 10:49:44,140 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:03:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4599, loss: 1.4599 +2025-05-27 10:50:26,705 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:02:24, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.5542, loss: 1.5542 +2025-05-27 10:51:09,345 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:01:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5084, loss: 1.5084 +2025-05-27 10:51:52,342 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:00:57, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.4412, loss: 1.4412 +2025-05-27 10:52:35,115 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:00:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 1.5299, loss: 1.5299 +2025-05-27 10:53:17,897 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 11:59:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.5314, loss: 1.5314 +2025-05-27 10:54:00,657 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 11:58:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.5355, loss: 1.5355 +2025-05-27 10:54:43,446 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 11:58:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.4928, loss: 1.4928 +2025-05-27 10:55:26,231 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 11:57:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4984, loss: 1.4984 +2025-05-27 10:56:09,018 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 11:56:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.5846, loss: 1.5846 +2025-05-27 10:56:51,793 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 11:55:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.4960, loss: 1.4960 +2025-05-27 10:57:34,573 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 11:55:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.5189, loss: 1.5189 +2025-05-27 10:58:17,362 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 11:54:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.5652, loss: 1.5652 +2025-05-27 10:59:00,121 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 11:53:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4600, loss: 1.4600 +2025-05-27 10:59:42,900 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 11:52:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 1.4750, loss: 1.4750 +2025-05-27 11:00:25,577 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 11:52:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 1.4936, loss: 1.4936 +2025-05-27 11:01:08,278 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 11:51:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.5084, loss: 1.5084 +2025-05-27 11:01:50,877 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 11:50:44, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.5437, loss: 1.5437 +2025-05-27 11:02:33,563 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 11:50:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.5055, loss: 1.5055 +2025-05-27 11:03:16,290 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:49:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.5378, loss: 1.5378 +2025-05-27 11:03:59,072 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:48:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.5666, loss: 1.5666 +2025-05-27 11:04:02,188 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-27 11:05:18,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:05:18,688 - pyskl - INFO - +top1_acc 0.8777 +top5_acc 0.9809 +2025-05-27 11:05:18,691 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8777, top5_acc: 0.9809 +2025-05-27 11:06:21,862 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:47:53, time: 0.632, data_time: 0.203, memory: 13127, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.4609, loss: 1.4609 +2025-05-27 11:07:04,669 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:47:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5375, loss: 1.5375 +2025-05-27 11:07:47,393 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:46:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.5339, loss: 1.5339 +2025-05-27 11:08:30,218 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:45:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.4478, loss: 1.4478 +2025-05-27 11:09:13,115 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:44:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 1.4483, loss: 1.4483 +2025-05-27 11:09:55,946 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:44:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.5610, loss: 1.5610 +2025-05-27 11:10:38,789 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:43:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.5295, loss: 1.5295 +2025-05-27 11:11:21,641 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:42:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.4712, loss: 1.4712 +2025-05-27 11:12:04,489 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:42:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4366, loss: 1.4366 +2025-05-27 11:12:47,232 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:41:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4680, loss: 1.4680 +2025-05-27 11:13:30,038 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:40:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.5238, loss: 1.5238 +2025-05-27 11:14:12,911 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:39:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.6266, loss: 1.6266 +2025-05-27 11:14:55,643 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:39:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 1.5091, loss: 1.5091 +2025-05-27 11:15:38,496 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:38:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 1.5283, loss: 1.5283 +2025-05-27 11:16:21,357 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:37:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.5300, loss: 1.5300 +2025-05-27 11:17:04,082 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:36:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.4954, loss: 1.4954 +2025-05-27 11:17:46,897 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:36:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 1.5306, loss: 1.5306 +2025-05-27 11:18:29,466 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:35:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9938, loss_cls: 1.5685, loss: 1.5685 +2025-05-27 11:19:12,105 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:34:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.5265, loss: 1.5265 +2025-05-27 11:19:54,945 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:34:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.4543, loss: 1.4543 +2025-05-27 11:20:37,995 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:33:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.5251, loss: 1.5251 +2025-05-27 11:21:20,986 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:32:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.5273, loss: 1.5273 +2025-05-27 11:22:03,902 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:31:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 1.5203, loss: 1.5203 +2025-05-27 11:22:46,602 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:31:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 1.4857, loss: 1.4857 +2025-05-27 11:23:29,339 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:30:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9975, loss_cls: 1.4731, loss: 1.4731 +2025-05-27 11:23:32,396 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-27 11:25:25,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:25:25,332 - pyskl - INFO - +top1_acc 0.8807 +top5_acc 0.9811 +2025-05-27 11:25:25,334 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8807, top5_acc: 0.9811 +2025-05-27 11:26:28,650 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:29:43, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.4490, loss: 1.4490 +2025-05-27 11:27:11,481 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:28:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.3287, loss: 1.3287 +2025-05-27 11:27:54,301 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:28:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.4914, loss: 1.4914 +2025-05-27 11:28:37,101 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:27:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 1.4650, loss: 1.4650 +2025-05-27 11:29:19,850 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:26:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.5107, loss: 1.5107 +2025-05-27 11:30:02,733 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:26:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.4776, loss: 1.4776 +2025-05-27 11:30:45,594 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:25:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.4937, loss: 1.4937 +2025-05-27 11:31:28,426 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:24:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.3898, loss: 1.3898 +2025-05-27 11:32:11,236 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:23:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-05-27 11:32:54,026 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:23:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.4756, loss: 1.4756 +2025-05-27 11:33:36,885 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:22:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4414, loss: 1.4414 +2025-05-27 11:34:19,736 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:21:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.4997, loss: 1.4997 +2025-05-27 11:35:02,559 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:20:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 1.4459, loss: 1.4459 +2025-05-27 11:35:45,369 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:20:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.3940, loss: 1.3940 +2025-05-27 11:36:28,234 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:19:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.4800, loss: 1.4800 +2025-05-27 11:37:11,210 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:18:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.4985, loss: 1.4985 +2025-05-27 11:37:54,025 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:18:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.5145, loss: 1.5145 +2025-05-27 11:38:36,958 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:17:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4782, loss: 1.4782 +2025-05-27 11:39:19,870 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:16:36, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.4837, loss: 1.4837 +2025-05-27 11:40:02,764 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:15:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.4549, loss: 1.4549 +2025-05-27 11:40:45,540 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:15:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.4686, loss: 1.4686 +2025-05-27 11:41:28,413 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:14:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.5579, loss: 1.5579 +2025-05-27 11:42:11,252 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:13:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.5114, loss: 1.5114 +2025-05-27 11:42:54,052 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:12:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.4933, loss: 1.4933 +2025-05-27 11:43:36,927 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:12:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5161, loss: 1.5161 +2025-05-27 11:43:39,971 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-27 11:44:55,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:44:55,790 - pyskl - INFO - +top1_acc 0.8837 +top5_acc 0.9820 +2025-05-27 11:44:55,793 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8837, top5_acc: 0.9820 +2025-05-27 11:45:59,471 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:11:33, time: 0.637, data_time: 0.208, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.4896, loss: 1.4896 +2025-05-27 11:46:42,221 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:10:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.4589, loss: 1.4589 +2025-05-27 11:47:24,922 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:10:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3379, loss: 1.3379 +2025-05-27 11:48:07,677 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:09:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.3820, loss: 1.3820 +2025-05-27 11:48:50,310 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:08:38, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3947, loss: 1.3947 +2025-05-27 11:49:33,017 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:07:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.4113, loss: 1.4113 +2025-05-27 11:50:15,729 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:07:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4297, loss: 1.4297 +2025-05-27 11:50:58,515 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:06:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4347, loss: 1.4347 +2025-05-27 11:51:41,257 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:05:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.3770, loss: 1.3770 +2025-05-27 11:52:24,089 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:04:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 1.4744, loss: 1.4744 +2025-05-27 11:53:06,962 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:04:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4875, loss: 1.4875 +2025-05-27 11:53:49,745 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:03:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.4567, loss: 1.4567 +2025-05-27 11:54:32,557 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:02:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4416, loss: 1.4416 +2025-05-27 11:55:15,423 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:02:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.4123, loss: 1.4123 +2025-05-27 11:55:58,272 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:01:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 1.4243, loss: 1.4243 +2025-05-27 11:56:41,126 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:00:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.4290, loss: 1.4290 +2025-05-27 11:57:23,890 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 10:59:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.4440, loss: 1.4440 +2025-05-27 11:58:06,691 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 10:59:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.4483, loss: 1.4483 +2025-05-27 11:58:49,438 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 10:58:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.4481, loss: 1.4481 +2025-05-27 11:59:32,396 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 10:57:42, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.4608, loss: 1.4608 +2025-05-27 12:00:15,161 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 10:56:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.5263, loss: 1.5263 +2025-05-27 12:00:57,889 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 10:56:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9956, loss_cls: 1.4288, loss: 1.4288 +2025-05-27 12:01:40,721 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 10:55:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.4006, loss: 1.4006 +2025-05-27 12:02:23,501 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 10:54:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.4621, loss: 1.4621 +2025-05-27 12:03:06,277 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 10:54:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.4494, loss: 1.4494 +2025-05-27 12:03:09,312 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-27 12:04:24,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:04:24,240 - pyskl - INFO - +top1_acc 0.8464 +top5_acc 0.9754 +2025-05-27 12:04:24,243 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8464, top5_acc: 0.9754 +2025-05-27 12:05:27,559 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 10:53:23, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.4654, loss: 1.4654 +2025-05-27 12:06:10,340 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 10:52:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.4420, loss: 1.4420 +2025-05-27 12:06:52,945 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 10:51:55, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.4095, loss: 1.4095 +2025-05-27 12:07:35,750 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 10:51:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.3916, loss: 1.3916 +2025-05-27 12:08:18,447 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:50:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.3861, loss: 1.3861 +2025-05-27 12:09:01,123 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:49:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4152, loss: 1.4152 +2025-05-27 12:09:43,854 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:49:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4178, loss: 1.4178 +2025-05-27 12:10:26,624 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:48:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4013, loss: 1.4013 +2025-05-27 12:11:09,371 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:47:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.4265, loss: 1.4265 +2025-05-27 12:11:52,133 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:46:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4152, loss: 1.4152 +2025-05-27 12:12:34,710 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:46:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.4470, loss: 1.4470 +2025-05-27 12:13:17,474 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:45:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.3829, loss: 1.3829 +2025-05-27 12:13:59,968 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:44:38, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.3987, loss: 1.3987 +2025-05-27 12:14:42,750 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:43:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.4133, loss: 1.4133 +2025-05-27 12:15:25,476 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:43:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.4720, loss: 1.4720 +2025-05-27 12:16:08,260 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:42:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.4383, loss: 1.4383 +2025-05-27 12:16:51,062 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:41:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 1.5435, loss: 1.5435 +2025-05-27 12:17:33,855 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:40:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.4690, loss: 1.4690 +2025-05-27 12:18:16,631 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:40:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.4486, loss: 1.4486 +2025-05-27 12:18:59,405 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:39:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4113, loss: 1.4113 +2025-05-27 12:19:42,098 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:38:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.4705, loss: 1.4705 +2025-05-27 12:20:24,839 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:38:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.4800, loss: 1.4800 +2025-05-27 12:21:07,641 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:37:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.4052, loss: 1.4052 +2025-05-27 12:21:50,464 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:36:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4286, loss: 1.4286 +2025-05-27 12:22:33,209 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:35:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 1.4247, loss: 1.4247 +2025-05-27 12:22:36,255 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-27 12:31:15,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:31:15,093 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9837 +2025-05-27 12:31:15,095 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8842, top5_acc: 0.9837 +2025-05-27 12:32:18,485 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:35:12, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4440, loss: 1.4440 +2025-05-27 12:33:01,249 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:34:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.4229, loss: 1.4229 +2025-05-27 12:33:44,085 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:33:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 1.3353, loss: 1.3353 +2025-05-27 12:34:26,986 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:33:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2963, loss: 1.2963 +2025-05-27 12:35:09,863 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:32:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3766, loss: 1.3766 +2025-05-27 12:35:52,696 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:31:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4059, loss: 1.4059 +2025-05-27 12:36:35,550 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:30:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3159, loss: 1.3159 +2025-05-27 12:37:18,347 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:30:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4350, loss: 1.4350 +2025-05-27 12:38:01,130 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:29:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.3812, loss: 1.3812 +2025-05-27 12:38:43,815 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:28:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.3457, loss: 1.3457 +2025-05-27 12:39:26,615 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:27:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4187, loss: 1.4187 +2025-05-27 12:40:09,458 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:27:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.4616, loss: 1.4616 +2025-05-27 12:40:52,176 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:26:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.4829, loss: 1.4829 +2025-05-27 12:41:35,073 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:25:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.4442, loss: 1.4442 +2025-05-27 12:42:18,018 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:25:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 1.3899, loss: 1.3899 +2025-05-27 12:43:00,893 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:24:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.3897, loss: 1.3897 +2025-05-27 12:43:43,701 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:23:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3468, loss: 1.3468 +2025-05-27 12:44:26,525 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:22:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.3843, loss: 1.3843 +2025-05-27 12:45:09,270 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:22:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.4200, loss: 1.4200 +2025-05-27 12:45:51,946 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:21:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4542, loss: 1.4542 +2025-05-27 12:46:34,653 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:20:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.4440, loss: 1.4440 +2025-05-27 12:47:17,341 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:19:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.4245, loss: 1.4245 +2025-05-27 12:48:00,383 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:19:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.4520, loss: 1.4520 +2025-05-27 12:48:43,204 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:18:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.4172, loss: 1.4172 +2025-05-27 12:49:26,125 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:17:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3650, loss: 1.3650 +2025-05-27 12:49:29,174 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-27 12:50:44,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:50:44,794 - pyskl - INFO - +top1_acc 0.8851 +top5_acc 0.9819 +2025-05-27 12:50:44,796 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8851, top5_acc: 0.9819 +2025-05-27 12:51:49,006 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:17:03, time: 0.642, data_time: 0.212, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 1.4083, loss: 1.4083 +2025-05-27 12:52:31,818 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:16:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3545, loss: 1.3545 +2025-05-27 12:53:14,559 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:15:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2685, loss: 1.2685 +2025-05-27 12:53:57,205 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:14:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3656, loss: 1.3656 +2025-05-27 12:54:40,010 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:14:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3573, loss: 1.3573 +2025-05-27 12:55:22,720 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:13:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.3373, loss: 1.3373 +2025-05-27 12:56:05,490 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:12:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3237, loss: 1.3237 +2025-05-27 12:56:48,213 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:11:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3153, loss: 1.3153 +2025-05-27 12:57:30,990 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:11:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3501, loss: 1.3501 +2025-05-27 12:58:13,806 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:10:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3097, loss: 1.3097 +2025-05-27 12:58:56,567 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:09:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 1.2884, loss: 1.2884 +2025-05-27 12:59:39,285 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:09:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3141, loss: 1.3141 +2025-05-27 13:00:22,050 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:08:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9969, loss_cls: 1.4302, loss: 1.4302 +2025-05-27 13:01:04,798 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:07:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9969, loss_cls: 1.4241, loss: 1.4241 +2025-05-27 13:01:47,550 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:06:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3820, loss: 1.3820 +2025-05-27 13:02:30,252 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:06:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.3148, loss: 1.3148 +2025-05-27 13:03:12,895 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:05:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.3979, loss: 1.3979 +2025-05-27 13:03:55,577 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:04:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-05-27 13:04:38,273 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:03:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9975, loss_cls: 1.3871, loss: 1.3871 +2025-05-27 13:05:20,967 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:03:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.3722, loss: 1.3722 +2025-05-27 13:06:03,701 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:02:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4285, loss: 1.4285 +2025-05-27 13:06:46,479 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:01:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.4046, loss: 1.4046 +2025-05-27 13:07:29,206 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:01:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3754, loss: 1.3754 +2025-05-27 13:08:12,557 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:00:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.4431, loss: 1.4431 +2025-05-27 13:08:55,913 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 9:59:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4020, loss: 1.4020 +2025-05-27 13:08:59,035 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-27 13:10:14,557 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:10:14,624 - pyskl - INFO - +top1_acc 0.8685 +top5_acc 0.9731 +2025-05-27 13:10:14,627 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8685, top5_acc: 0.9731 +2025-05-27 13:11:18,030 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 9:58:52, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3328, loss: 1.3328 +2025-05-27 13:12:00,709 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 9:58:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2682, loss: 1.2682 +2025-05-27 13:12:43,482 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 9:57:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.3005, loss: 1.3005 +2025-05-27 13:13:26,194 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 9:56:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2583, loss: 1.2583 +2025-05-27 13:14:08,942 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 9:55:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3363, loss: 1.3363 +2025-05-27 13:14:51,801 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 9:55:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.2880, loss: 1.2880 +2025-05-27 13:15:34,618 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 9:54:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3164, loss: 1.3164 +2025-05-27 13:16:17,561 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 9:53:47, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2963, loss: 1.2963 +2025-05-27 13:17:00,394 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 9:53:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.3627, loss: 1.3627 +2025-05-27 13:17:43,177 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 9:52:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.3950, loss: 1.3950 +2025-05-27 13:18:26,022 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:51:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3104, loss: 1.3104 +2025-05-27 13:19:08,795 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:50:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.3019, loss: 1.3019 +2025-05-27 13:19:51,527 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:50:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3181, loss: 1.3181 +2025-05-27 13:20:34,322 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:49:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3500, loss: 1.3500 +2025-05-27 13:21:17,097 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:48:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3039, loss: 1.3039 +2025-05-27 13:21:59,872 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:47:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.3574, loss: 1.3574 +2025-05-27 13:22:42,550 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:47:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3533, loss: 1.3533 +2025-05-27 13:23:25,273 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:46:29, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 1.3779, loss: 1.3779 +2025-05-27 13:24:08,058 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:45:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 1.4010, loss: 1.4010 +2025-05-27 13:24:50,768 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:45:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.3954, loss: 1.3954 +2025-05-27 13:25:33,448 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:44:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.3632, loss: 1.3632 +2025-05-27 13:26:16,040 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:43:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3683, loss: 1.3683 +2025-05-27 13:26:58,684 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:42:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3256, loss: 1.3256 +2025-05-27 13:27:41,356 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:42:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 1.3749, loss: 1.3749 +2025-05-27 13:28:24,140 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:41:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 1.3711, loss: 1.3711 +2025-05-27 13:28:27,217 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-27 13:29:42,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:29:42,743 - pyskl - INFO - +top1_acc 0.8875 +top5_acc 0.9850 +2025-05-27 13:29:42,796 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_105.pth was removed +2025-05-27 13:29:43,840 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2025-05-27 13:29:43,841 - pyskl - INFO - Best top1_acc is 0.8875 at 118 epoch. +2025-05-27 13:29:43,843 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8875, top5_acc: 0.9850 +2025-05-27 13:30:47,213 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:40:42, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3055, loss: 1.3055 +2025-05-27 13:31:30,213 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:39:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2828, loss: 1.2828 +2025-05-27 13:32:12,889 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:39:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.3125, loss: 1.3125 +2025-05-27 13:32:55,536 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:38:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3223, loss: 1.3223 +2025-05-27 13:33:38,225 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:37:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3016, loss: 1.3016 +2025-05-27 13:34:20,892 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:37:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4172, loss: 1.4172 +2025-05-27 13:35:03,594 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:36:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2754, loss: 1.2754 +2025-05-27 13:35:46,374 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:35:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.2912, loss: 1.2912 +2025-05-27 13:36:29,127 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:34:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3317, loss: 1.3317 +2025-05-27 13:37:11,848 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:34:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3591, loss: 1.3591 +2025-05-27 13:37:54,508 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:33:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3279, loss: 1.3279 +2025-05-27 13:38:37,142 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:32:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.4184, loss: 1.4184 +2025-05-27 13:39:19,802 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:31:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2772, loss: 1.2772 +2025-05-27 13:40:02,510 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:31:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.3534, loss: 1.3534 +2025-05-27 13:40:45,298 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:30:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.4026, loss: 1.4026 +2025-05-27 13:41:28,009 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:29:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.3921, loss: 1.3921 +2025-05-27 13:42:10,734 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:29:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.3320, loss: 1.3320 +2025-05-27 13:42:53,362 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:28:19, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.3771, loss: 1.3771 +2025-05-27 13:43:35,962 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:27:35, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.3552, loss: 1.3552 +2025-05-27 13:44:18,778 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:26:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2917, loss: 1.2917 +2025-05-27 13:45:01,402 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:26:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 1.3858, loss: 1.3858 +2025-05-27 13:45:44,086 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:25:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.4354, loss: 1.4354 +2025-05-27 13:46:26,761 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:24:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.3961, loss: 1.3961 +2025-05-27 13:47:09,433 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:23:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.3618, loss: 1.3618 +2025-05-27 13:47:52,190 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:23:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2427, loss: 1.2427 +2025-05-27 13:47:55,290 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-27 13:49:10,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:49:10,390 - pyskl - INFO - +top1_acc 0.8927 +top5_acc 0.9848 +2025-05-27 13:49:10,442 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_118.pth was removed +2025-05-27 13:49:11,456 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2025-05-27 13:49:11,457 - pyskl - INFO - Best top1_acc is 0.8927 at 119 epoch. +2025-05-27 13:49:11,459 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8927, top5_acc: 0.9848 +2025-05-27 13:50:15,053 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:22:31, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3355, loss: 1.3355 +2025-05-27 13:50:57,934 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:21:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2666, loss: 1.2666 +2025-05-27 13:51:40,729 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:21:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.3113, loss: 1.3113 +2025-05-27 13:52:23,488 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:20:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.2739, loss: 1.2739 +2025-05-27 13:53:06,353 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:19:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3143, loss: 1.3143 +2025-05-27 13:53:49,046 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:18:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.2552, loss: 1.2552 +2025-05-27 13:54:31,857 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:18:09, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3211, loss: 1.3211 +2025-05-27 13:55:14,678 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:17:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2390, loss: 1.2390 +2025-05-27 13:55:57,447 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:16:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2786, loss: 1.2786 +2025-05-27 13:56:40,238 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:15:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2772, loss: 1.2772 +2025-05-27 13:57:23,082 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:15:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2639, loss: 1.2639 +2025-05-27 13:58:05,899 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:14:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.3288, loss: 1.3288 +2025-05-27 13:58:48,613 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:13:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.2712, loss: 1.2712 +2025-05-27 13:59:31,292 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:13:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 1.2890, loss: 1.2890 +2025-05-27 14:00:14,019 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:12:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2815, loss: 1.2815 +2025-05-27 14:00:56,730 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:11:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.2752, loss: 1.2752 +2025-05-27 14:01:39,449 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:10:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 1.2914, loss: 1.2914 +2025-05-27 14:02:22,152 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:10:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3144, loss: 1.3144 +2025-05-27 14:03:04,863 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:09:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3082, loss: 1.3082 +2025-05-27 14:03:47,597 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:08:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2850, loss: 1.2850 +2025-05-27 14:04:30,334 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:07:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.3851, loss: 1.3851 +2025-05-27 14:05:13,123 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:07:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.3381, loss: 1.3381 +2025-05-27 14:05:55,851 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:06:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.3803, loss: 1.3803 +2025-05-27 14:06:38,614 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:05:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.3315, loss: 1.3315 +2025-05-27 14:07:21,384 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:05:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2911, loss: 1.2911 +2025-05-27 14:07:24,457 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-27 14:16:22,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:16:22,683 - pyskl - INFO - +top1_acc 0.8928 +top5_acc 0.9843 +2025-05-27 14:16:22,735 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_119.pth was removed +2025-05-27 14:16:23,757 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-05-27 14:16:23,759 - pyskl - INFO - Best top1_acc is 0.8928 at 120 epoch. +2025-05-27 14:16:23,761 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8928, top5_acc: 0.9843 +2025-05-27 14:17:26,978 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:04:21, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2823, loss: 1.2823 +2025-05-27 14:18:09,682 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:03:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2841, loss: 1.2841 +2025-05-27 14:18:52,316 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:02:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.2711, loss: 1.2711 +2025-05-27 14:19:35,147 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:02:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2693, loss: 1.2693 +2025-05-27 14:20:17,978 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:01:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2240, loss: 1.2240 +2025-05-27 14:21:00,682 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:00:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.2910, loss: 1.2910 +2025-05-27 14:21:43,513 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 8:59:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2549, loss: 1.2549 +2025-05-27 14:22:26,325 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 8:59:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.2780, loss: 1.2780 +2025-05-27 14:23:09,083 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 8:58:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2677, loss: 1.2677 +2025-05-27 14:23:51,981 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 8:57:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.3140, loss: 1.3140 +2025-05-27 14:24:34,766 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 8:57:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3103, loss: 1.3103 +2025-05-27 14:25:17,465 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 8:56:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.2982, loss: 1.2982 +2025-05-27 14:26:00,201 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 8:55:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3021, loss: 1.3021 +2025-05-27 14:26:42,922 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 8:54:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3054, loss: 1.3054 +2025-05-27 14:27:25,649 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 8:54:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2364, loss: 1.2364 +2025-05-27 14:28:08,505 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 8:53:26, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2990, loss: 1.2990 +2025-05-27 14:28:51,426 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 8:52:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2227, loss: 1.2227 +2025-05-27 14:29:34,314 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:51:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.3144, loss: 1.3144 +2025-05-27 14:30:17,189 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:51:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.3292, loss: 1.3292 +2025-05-27 14:31:00,074 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:50:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3185, loss: 1.3185 +2025-05-27 14:31:42,962 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:49:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2617, loss: 1.2617 +2025-05-27 14:32:25,821 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:49:04, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2361, loss: 1.2361 +2025-05-27 14:33:08,643 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:48:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2390, loss: 1.2390 +2025-05-27 14:33:51,373 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:47:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.2384, loss: 1.2384 +2025-05-27 14:34:34,305 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:46:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2592, loss: 1.2592 +2025-05-27 14:34:37,374 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-27 14:35:53,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:35:53,202 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9819 +2025-05-27 14:35:53,205 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8903, top5_acc: 0.9819 +2025-05-27 14:36:57,442 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:46:11, time: 0.642, data_time: 0.213, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2447, loss: 1.2447 +2025-05-27 14:37:40,375 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:45:28, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 1.1899, loss: 1.1899 +2025-05-27 14:38:23,306 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:44:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2296, loss: 1.2296 +2025-05-27 14:39:06,043 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:44:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2294, loss: 1.2294 +2025-05-27 14:39:48,779 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:43:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1769, loss: 1.1769 +2025-05-27 14:40:31,567 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:42:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2237, loss: 1.2237 +2025-05-27 14:41:14,278 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:41:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2256, loss: 1.2256 +2025-05-27 14:41:56,963 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:41:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2572, loss: 1.2572 +2025-05-27 14:42:39,664 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:40:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.2746, loss: 1.2746 +2025-05-27 14:43:22,459 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:39:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.2931, loss: 1.2931 +2025-05-27 14:44:05,167 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:38:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.3277, loss: 1.3277 +2025-05-27 14:44:47,827 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:38:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3275, loss: 1.3275 +2025-05-27 14:45:30,633 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:37:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.3065, loss: 1.3065 +2025-05-27 14:46:13,515 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:36:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2488, loss: 1.2488 +2025-05-27 14:46:56,284 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:36:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2092, loss: 1.2092 +2025-05-27 14:47:39,172 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:35:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.3085, loss: 1.3085 +2025-05-27 14:48:21,977 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:34:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2437, loss: 1.2437 +2025-05-27 14:49:04,605 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:33:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2292, loss: 1.2292 +2025-05-27 14:49:47,221 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:33:05, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3191, loss: 1.3191 +2025-05-27 14:50:29,950 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:32:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2703, loss: 1.2703 +2025-05-27 14:51:12,671 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:31:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2859, loss: 1.2859 +2025-05-27 14:51:55,477 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:30:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3078, loss: 1.3078 +2025-05-27 14:52:38,361 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:30:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2761, loss: 1.2761 +2025-05-27 14:53:21,153 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:29:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 1.2714, loss: 1.2714 +2025-05-27 14:54:03,854 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:28:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.2428, loss: 1.2428 +2025-05-27 14:54:06,894 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-27 14:55:22,489 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:55:22,559 - pyskl - INFO - +top1_acc 0.8951 +top5_acc 0.9833 +2025-05-27 14:55:22,613 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_120.pth was removed +2025-05-27 14:55:23,622 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2025-05-27 14:55:23,622 - pyskl - INFO - Best top1_acc is 0.8951 at 122 epoch. +2025-05-27 14:55:23,625 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8951, top5_acc: 0.9833 +2025-05-27 14:56:27,226 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:28:01, time: 0.636, data_time: 0.207, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2325, loss: 1.2325 +2025-05-27 14:57:10,106 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:27:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1969, loss: 1.1969 +2025-05-27 14:57:52,730 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:26:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2403, loss: 1.2403 +2025-05-27 14:58:35,418 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:25:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.2320, loss: 1.2320 +2025-05-27 14:59:18,109 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:25:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2131, loss: 1.2131 +2025-05-27 15:00:00,722 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:24:23, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.2826, loss: 1.2826 +2025-05-27 15:00:43,400 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:23:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2320, loss: 1.2320 +2025-05-27 15:01:26,175 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:22:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.2614, loss: 1.2614 +2025-05-27 15:02:08,953 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:22:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.2313, loss: 1.2313 +2025-05-27 15:02:51,544 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:21:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.2680, loss: 1.2680 +2025-05-27 15:03:34,308 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:20:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2278, loss: 1.2278 +2025-05-27 15:04:16,962 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:20:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2586, loss: 1.2586 +2025-05-27 15:04:59,566 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:19:17, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2252, loss: 1.2252 +2025-05-27 15:05:42,225 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:18:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2514, loss: 1.2514 +2025-05-27 15:06:24,857 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:17:49, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2713, loss: 1.2713 +2025-05-27 15:07:07,537 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:17:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1927, loss: 1.1927 +2025-05-27 15:07:50,231 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:16:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.2643, loss: 1.2643 +2025-05-27 15:08:32,922 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:15:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2109, loss: 1.2109 +2025-05-27 15:09:15,604 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:14:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2455, loss: 1.2455 +2025-05-27 15:09:58,277 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:14:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2749, loss: 1.2749 +2025-05-27 15:10:41,049 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:13:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.2613, loss: 1.2613 +2025-05-27 15:11:23,788 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:12:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2100, loss: 1.2100 +2025-05-27 15:12:06,494 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:12:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.2917, loss: 1.2917 +2025-05-27 15:12:49,273 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:11:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.2525, loss: 1.2525 +2025-05-27 15:13:32,016 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:10:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.2868, loss: 1.2868 +2025-05-27 15:13:35,072 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-27 15:14:50,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:14:50,425 - pyskl - INFO - +top1_acc 0.8903 +top5_acc 0.9832 +2025-05-27 15:14:50,427 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8903, top5_acc: 0.9832 +2025-05-27 15:15:53,784 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:09:50, time: 0.634, data_time: 0.205, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2161, loss: 1.2161 +2025-05-27 15:16:36,538 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:09:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.2414, loss: 1.2414 +2025-05-27 15:17:19,320 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:08:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1871, loss: 1.1871 +2025-05-27 15:18:02,081 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:07:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2159, loss: 1.2159 +2025-05-27 15:18:44,757 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:06:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1993, loss: 1.1993 +2025-05-27 15:19:27,470 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:06:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 1.3018, loss: 1.3018 +2025-05-27 15:20:10,203 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:05:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-05-27 15:20:53,070 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:04:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1921, loss: 1.1921 +2025-05-27 15:21:35,804 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:04:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2373, loss: 1.2373 +2025-05-27 15:22:18,516 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:03:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.2306, loss: 1.2306 +2025-05-27 15:23:01,208 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:02:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.2385, loss: 1.2385 +2025-05-27 15:23:43,877 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:01:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.2529, loss: 1.2529 +2025-05-27 15:24:26,552 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:01:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2029, loss: 1.2029 +2025-05-27 15:25:09,390 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:00:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.2582, loss: 1.2582 +2025-05-27 15:25:52,433 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 7:59:39, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1647, loss: 1.1647 +2025-05-27 15:26:35,465 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 7:58:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1680, loss: 1.1680 +2025-05-27 15:27:18,493 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 7:58:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1866, loss: 1.1866 +2025-05-27 15:28:01,502 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 7:57:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2057, loss: 1.2057 +2025-05-27 15:28:44,553 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 7:56:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.2840, loss: 1.2840 +2025-05-27 15:29:27,453 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 7:56:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1852, loss: 1.1852 +2025-05-27 15:30:10,136 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 7:55:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1771, loss: 1.1771 +2025-05-27 15:30:52,833 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 7:54:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 1.2137, loss: 1.2137 +2025-05-27 15:31:35,557 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 7:53:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.2516, loss: 1.2516 +2025-05-27 15:32:18,252 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:53:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1745, loss: 1.1745 +2025-05-27 15:33:00,915 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:52:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1763, loss: 1.1763 +2025-05-27 15:33:03,987 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-27 15:34:19,036 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:34:19,104 - pyskl - INFO - +top1_acc 0.8980 +top5_acc 0.9846 +2025-05-27 15:34:19,156 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_122.pth was removed +2025-05-27 15:34:20,154 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2025-05-27 15:34:20,154 - pyskl - INFO - Best top1_acc is 0.8980 at 124 epoch. +2025-05-27 15:34:20,157 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8980, top5_acc: 0.9846 +2025-05-27 15:35:23,546 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:51:40, time: 0.634, data_time: 0.204, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.1943, loss: 1.1943 +2025-05-27 15:36:06,270 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:50:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1828, loss: 1.1828 +2025-05-27 15:36:48,937 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:50:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2370, loss: 1.2370 +2025-05-27 15:37:32,079 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:49:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1480, loss: 1.1480 +2025-05-27 15:38:14,976 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:48:46, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1367, loss: 1.1367 +2025-05-27 15:38:57,678 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:48:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1521, loss: 1.1521 +2025-05-27 15:39:40,400 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:47:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.1820, loss: 1.1820 +2025-05-27 15:40:23,293 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:46:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.2512, loss: 1.2512 +2025-05-27 15:41:06,193 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:45:51, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2407, loss: 1.2407 +2025-05-27 15:41:48,954 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:45:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2242, loss: 1.2242 +2025-05-27 15:42:31,736 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:44:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2052, loss: 1.2052 +2025-05-27 15:43:14,407 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:43:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2036, loss: 1.2036 +2025-05-27 15:43:57,001 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:42:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2368, loss: 1.2368 +2025-05-27 15:44:39,714 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:42:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.2343, loss: 1.2343 +2025-05-27 15:45:22,353 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:41:29, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2264, loss: 1.2264 +2025-05-27 15:46:05,465 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:40:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1735, loss: 1.1735 +2025-05-27 15:46:48,192 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:40:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2013, loss: 1.2013 +2025-05-27 15:47:30,890 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:39:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.1909, loss: 1.1909 +2025-05-27 15:48:13,662 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:38:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2194, loss: 1.2194 +2025-05-27 15:48:56,342 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:37:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2063, loss: 1.2063 +2025-05-27 15:49:39,128 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:37:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1844, loss: 1.1844 +2025-05-27 15:50:21,896 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:36:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2065, loss: 1.2065 +2025-05-27 15:51:04,649 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:35:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 1.2214, loss: 1.2214 +2025-05-27 15:51:47,375 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:34:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1679, loss: 1.1679 +2025-05-27 15:52:30,047 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:34:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.1918, loss: 1.1918 +2025-05-27 15:52:33,078 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-27 16:01:42,041 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:01:42,109 - pyskl - INFO - +top1_acc 0.9020 +top5_acc 0.9849 +2025-05-27 16:01:42,165 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_124.pth was removed +2025-05-27 16:01:43,222 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2025-05-27 16:01:43,223 - pyskl - INFO - Best top1_acc is 0.9020 at 125 epoch. +2025-05-27 16:01:43,226 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9020, top5_acc: 0.9849 +2025-05-27 16:02:46,066 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:33:30, time: 0.628, data_time: 0.201, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1968, loss: 1.1968 +2025-05-27 16:03:28,804 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:32:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1664, loss: 1.1664 +2025-05-27 16:04:11,591 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:32:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2087, loss: 1.2087 +2025-05-27 16:04:54,391 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:31:19, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1865, loss: 1.1865 +2025-05-27 16:05:37,137 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:30:35, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1862, loss: 1.1862 +2025-05-27 16:06:20,025 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:29:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1704, loss: 1.1704 +2025-05-27 16:07:02,817 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:29:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1663, loss: 1.1663 +2025-05-27 16:07:45,568 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:28:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1640, loss: 1.1640 +2025-05-27 16:08:28,378 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:27:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1906, loss: 1.1906 +2025-05-27 16:09:11,054 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:26:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.2068, loss: 1.2068 +2025-05-27 16:09:53,753 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:26:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1030, loss: 1.1030 +2025-05-27 16:10:36,488 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:25:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1554, loss: 1.1554 +2025-05-27 16:11:19,161 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:24:46, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1698, loss: 1.1698 +2025-05-27 16:12:01,867 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:24:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.1989, loss: 1.1989 +2025-05-27 16:12:44,590 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:23:19, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1632, loss: 1.1632 +2025-05-27 16:13:27,358 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:22:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-05-27 16:14:10,091 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:21:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1691, loss: 1.1691 +2025-05-27 16:14:52,803 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:21:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1813, loss: 1.1813 +2025-05-27 16:15:35,514 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:20:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2039, loss: 1.2039 +2025-05-27 16:16:18,182 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:19:41, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2045, loss: 1.2045 +2025-05-27 16:17:00,777 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:18:57, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2022, loss: 1.2022 +2025-05-27 16:17:43,457 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:18:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.1997, loss: 1.1997 +2025-05-27 16:18:26,109 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:17:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.1693, loss: 1.1693 +2025-05-27 16:19:08,759 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:16:46, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1958, loss: 1.1958 +2025-05-27 16:19:51,390 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:16:02, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.1289, loss: 1.1289 +2025-05-27 16:19:54,418 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-27 16:21:10,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:21:10,202 - pyskl - INFO - +top1_acc 0.9022 +top5_acc 0.9851 +2025-05-27 16:21:10,256 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_125.pth was removed +2025-05-27 16:21:11,270 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-27 16:21:11,271 - pyskl - INFO - Best top1_acc is 0.9022 at 126 epoch. +2025-05-27 16:21:11,273 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9022, top5_acc: 0.9851 +2025-05-27 16:22:15,545 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:15:20, time: 0.643, data_time: 0.209, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2110, loss: 1.2110 +2025-05-27 16:22:58,534 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:14:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2143, loss: 1.2143 +2025-05-27 16:23:41,336 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:13:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1425, loss: 1.1425 +2025-05-27 16:24:24,196 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:13:09, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1393, loss: 1.1393 +2025-05-27 16:25:07,275 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:12:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1674, loss: 1.1674 +2025-05-27 16:25:50,138 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:11:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1781, loss: 1.1781 +2025-05-27 16:26:32,986 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:10:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2208, loss: 1.2208 +2025-05-27 16:27:15,712 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:10:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1497, loss: 1.1497 +2025-05-27 16:27:58,434 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:09:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.1717, loss: 1.1717 +2025-05-27 16:28:41,135 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:08:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1762, loss: 1.1762 +2025-05-27 16:29:23,906 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:08:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0858, loss: 1.0858 +2025-05-27 16:30:06,618 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:07:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1678, loss: 1.1678 +2025-05-27 16:30:49,292 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:06:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1268, loss: 1.1268 +2025-05-27 16:31:32,056 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:05:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2060, loss: 1.2060 +2025-05-27 16:32:14,797 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:05:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.1628, loss: 1.1628 +2025-05-27 16:32:57,496 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:04:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1763, loss: 1.1763 +2025-05-27 16:33:40,299 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:03:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.1419, loss: 1.1419 +2025-05-27 16:34:23,099 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:02:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1744, loss: 1.1744 +2025-05-27 16:35:05,846 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:02:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1469, loss: 1.1469 +2025-05-27 16:35:48,489 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:01:31, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1363, loss: 1.1363 +2025-05-27 16:36:31,157 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:00:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1813, loss: 1.1813 +2025-05-27 16:37:13,962 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:00:03, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1150, loss: 1.1150 +2025-05-27 16:37:56,639 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 6:59:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1348, loss: 1.1348 +2025-05-27 16:38:39,327 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 6:58:36, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1644, loss: 1.1644 +2025-05-27 16:39:21,955 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 6:57:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1529, loss: 1.1529 +2025-05-27 16:39:25,084 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-27 16:40:40,184 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:40:40,252 - pyskl - INFO - +top1_acc 0.9054 +top5_acc 0.9862 +2025-05-27 16:40:40,304 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_126.pth was removed +2025-05-27 16:40:41,319 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-27 16:40:41,320 - pyskl - INFO - Best top1_acc is 0.9054 at 127 epoch. +2025-05-27 16:40:41,322 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9054, top5_acc: 0.9862 +2025-05-27 16:41:44,573 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 6:57:09, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1763, loss: 1.1763 +2025-05-27 16:42:27,244 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 6:56:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1332, loss: 1.1332 +2025-05-27 16:43:09,957 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 6:55:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1465, loss: 1.1465 +2025-05-27 16:43:52,614 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 6:54:59, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1600, loss: 1.1600 +2025-05-27 16:44:35,369 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 6:54:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1184, loss: 1.1184 +2025-05-27 16:45:18,261 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:53:31, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1658, loss: 1.1658 +2025-05-27 16:46:01,125 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:52:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.1604, loss: 1.1604 +2025-05-27 16:46:43,818 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:52:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1472, loss: 1.1472 +2025-05-27 16:47:26,572 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:51:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 +2025-05-27 16:48:09,333 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:50:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1484, loss: 1.1484 +2025-05-27 16:48:52,130 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:49:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1697, loss: 1.1697 +2025-05-27 16:49:34,948 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:49:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.1148, loss: 1.1148 +2025-05-27 16:50:17,682 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:48:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1489, loss: 1.1489 +2025-05-27 16:51:00,346 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:47:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1467, loss: 1.1467 +2025-05-27 16:51:43,211 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:46:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1146, loss: 1.1146 +2025-05-27 16:52:26,053 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:46:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1018, loss: 1.1018 +2025-05-27 16:53:08,831 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:45:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.1327, loss: 1.1327 +2025-05-27 16:53:51,748 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:44:48, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1135, loss: 1.1135 +2025-05-27 16:54:34,522 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:44:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.1737, loss: 1.1737 +2025-05-27 16:55:17,301 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:43:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1516, loss: 1.1516 +2025-05-27 16:55:59,924 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:42:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1009, loss: 1.1009 +2025-05-27 16:56:42,622 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:41:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1361, loss: 1.1361 +2025-05-27 16:57:25,310 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:41:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1319, loss: 1.1319 +2025-05-27 16:58:08,146 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:40:26, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1230, loss: 1.1230 +2025-05-27 16:58:51,002 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:39:42, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1780, loss: 1.1780 +2025-05-27 16:58:54,042 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-27 17:00:09,277 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:00:09,344 - pyskl - INFO - +top1_acc 0.8977 +top5_acc 0.9823 +2025-05-27 17:00:09,347 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8977, top5_acc: 0.9823 +2025-05-27 17:01:12,958 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:38:59, time: 0.636, data_time: 0.208, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-27 17:01:55,753 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:38:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 1.1324, loss: 1.1324 +2025-05-27 17:02:38,515 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:37:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1282, loss: 1.1282 +2025-05-27 17:03:21,286 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:36:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0835, loss: 1.0835 +2025-05-27 17:04:04,046 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:36:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1291, loss: 1.1291 +2025-05-27 17:04:46,790 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:35:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1456, loss: 1.1456 +2025-05-27 17:05:29,810 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:34:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1352, loss: 1.1352 +2025-05-27 17:06:13,020 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:33:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1071, loss: 1.1071 +2025-05-27 17:06:55,897 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:33:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1287, loss: 1.1287 +2025-05-27 17:07:38,681 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:32:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1469, loss: 1.1469 +2025-05-27 17:08:21,733 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:31:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0994, loss: 1.0994 +2025-05-27 17:09:04,497 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:31:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1002, loss: 1.1002 +2025-05-27 17:09:47,233 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:30:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-05-27 17:10:29,993 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:29:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1336, loss: 1.1336 +2025-05-27 17:11:12,754 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:28:49, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1133, loss: 1.1133 +2025-05-27 17:11:55,519 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:28:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1343, loss: 1.1343 +2025-05-27 17:12:38,220 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:27:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1708, loss: 1.1708 +2025-05-27 17:13:20,910 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:26:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1523, loss: 1.1523 +2025-05-27 17:14:03,633 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:25:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1026, loss: 1.1026 +2025-05-27 17:14:46,373 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:25:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1341, loss: 1.1341 +2025-05-27 17:15:29,111 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:24:27, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-27 17:16:11,917 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:23:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.1554, loss: 1.1554 +2025-05-27 17:16:54,708 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:23:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1351, loss: 1.1351 +2025-05-27 17:17:37,577 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:22:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0841, loss: 1.0841 +2025-05-27 17:18:20,375 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:21:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1493, loss: 1.1493 +2025-05-27 17:18:23,399 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-27 17:19:38,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:19:38,604 - pyskl - INFO - +top1_acc 0.9064 +top5_acc 0.9847 +2025-05-27 17:19:38,661 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_127.pth was removed +2025-05-27 17:19:39,721 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2025-05-27 17:19:39,722 - pyskl - INFO - Best top1_acc is 0.9064 at 129 epoch. +2025-05-27 17:19:39,725 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9064, top5_acc: 0.9847 +2025-05-27 17:20:43,529 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:20:49, time: 0.638, data_time: 0.208, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0879, loss: 1.0879 +2025-05-27 17:21:26,326 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:20:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1224, loss: 1.1224 +2025-05-27 17:22:09,054 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:19:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1107, loss: 1.1107 +2025-05-27 17:22:51,748 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:18:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1006, loss: 1.1006 +2025-05-27 17:23:34,474 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:17:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.1439, loss: 1.1439 +2025-05-27 17:24:17,150 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:17:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-27 17:24:59,885 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:16:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1362, loss: 1.1362 +2025-05-27 17:25:43,265 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:15:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1500, loss: 1.1500 +2025-05-27 17:26:26,790 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:15:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0799, loss: 1.0799 +2025-05-27 17:27:09,646 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:14:17, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1196, loss: 1.1196 +2025-05-27 17:27:52,202 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:13:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0295, loss: 1.0295 +2025-05-27 17:28:35,028 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:12:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0777, loss: 1.0777 +2025-05-27 17:29:17,798 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:12:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1219, loss: 1.1219 +2025-05-27 17:30:00,501 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:11:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1171, loss: 1.1171 +2025-05-27 17:30:43,258 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:10:39, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0966, loss: 1.0966 +2025-05-27 17:31:26,138 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:09:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1023, loss: 1.1023 +2025-05-27 17:32:08,841 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:09:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0969, loss: 1.0969 +2025-05-27 17:32:51,522 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:08:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1394, loss: 1.1394 +2025-05-27 17:33:34,383 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:07:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0826, loss: 1.0826 +2025-05-27 17:34:17,155 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:07:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0896, loss: 1.0896 +2025-05-27 17:35:00,108 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:06:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1097, loss: 1.1097 +2025-05-27 17:35:42,923 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:05:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 +2025-05-27 17:36:25,742 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:04:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1068, loss: 1.1068 +2025-05-27 17:37:08,579 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:04:06, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0685, loss: 1.0685 +2025-05-27 17:37:51,389 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:03:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0794, loss: 1.0794 +2025-05-27 17:37:54,481 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-27 17:46:16,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:46:16,657 - pyskl - INFO - +top1_acc 0.9086 +top5_acc 0.9855 +2025-05-27 17:46:16,710 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_129.pth was removed +2025-05-27 17:46:17,713 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-05-27 17:46:17,714 - pyskl - INFO - Best top1_acc is 0.9086 at 130 epoch. +2025-05-27 17:46:17,716 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9086, top5_acc: 0.9855 +2025-05-27 17:47:21,586 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:02:39, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1024, loss: 1.1024 +2025-05-27 17:48:04,550 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:01:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1012, loss: 1.1012 +2025-05-27 17:48:47,318 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:01:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-05-27 17:49:30,118 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:00:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1272, loss: 1.1272 +2025-05-27 17:50:12,858 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 5:59:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0946, loss: 1.0946 +2025-05-27 17:50:55,629 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 5:59:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1045, loss: 1.1045 +2025-05-27 17:51:38,376 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 5:58:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0907, loss: 1.0907 +2025-05-27 17:52:21,138 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 5:57:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1208, loss: 1.1208 +2025-05-27 17:53:03,929 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 5:56:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0782, loss: 1.0782 +2025-05-27 17:53:46,709 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 5:56:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-05-27 17:54:29,424 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 5:55:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1295, loss: 1.1295 +2025-05-27 17:55:12,354 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:54:40, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0787, loss: 1.0787 +2025-05-27 17:55:54,899 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:53:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0944, loss: 1.0944 +2025-05-27 17:56:37,711 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:53:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1033, loss: 1.1033 +2025-05-27 17:57:20,503 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:52:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-27 17:58:03,456 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:51:45, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0916, loss: 1.0916 +2025-05-27 17:58:46,461 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:51:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1184, loss: 1.1184 +2025-05-27 17:59:29,123 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:50:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0985, loss: 1.0985 +2025-05-27 18:00:11,984 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:49:34, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0913, loss: 1.0913 +2025-05-27 18:00:54,813 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:48:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1098, loss: 1.1098 +2025-05-27 18:01:37,581 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:48:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 1.1182, loss: 1.1182 +2025-05-27 18:02:20,333 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:47:24, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-27 18:03:03,042 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:46:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.1139, loss: 1.1139 +2025-05-27 18:03:45,785 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:45:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0986, loss: 1.0986 +2025-05-27 18:04:28,715 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:45:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1480, loss: 1.1480 +2025-05-27 18:04:31,761 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-27 18:05:47,745 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:05:47,812 - pyskl - INFO - +top1_acc 0.9054 +top5_acc 0.9857 +2025-05-27 18:05:47,815 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9054, top5_acc: 0.9857 +2025-05-27 18:06:51,134 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:44:29, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0851, loss: 1.0851 +2025-05-27 18:07:33,949 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:43:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0503, loss: 1.0503 +2025-05-27 18:08:16,844 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:43:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-27 18:08:59,718 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:42:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0684, loss: 1.0684 +2025-05-27 18:09:42,581 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:41:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0628, loss: 1.0628 +2025-05-27 18:10:25,007 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:40:51, time: 0.424, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0764, loss: 1.0764 +2025-05-27 18:11:07,655 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:40:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1199, loss: 1.1199 +2025-05-27 18:11:50,399 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:39:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0788, loss: 1.0788 +2025-05-27 18:12:33,181 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:38:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0717, loss: 1.0717 +2025-05-27 18:13:15,918 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:37:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0737, loss: 1.0737 +2025-05-27 18:13:58,814 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:37:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-27 18:14:41,657 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:36:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-05-27 18:15:24,491 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:35:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2025-05-27 18:16:07,353 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:35:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0955, loss: 1.0955 +2025-05-27 18:16:50,305 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:34:19, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0731, loss: 1.0731 +2025-05-27 18:17:33,481 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:33:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2025-05-27 18:18:16,353 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:32:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0937, loss: 1.0937 +2025-05-27 18:18:59,225 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:32:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0734, loss: 1.0734 +2025-05-27 18:19:41,970 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:31:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1093, loss: 1.1093 +2025-05-27 18:20:25,070 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:30:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 +2025-05-27 18:21:07,937 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:29:57, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0538, loss: 1.0538 +2025-05-27 18:21:50,928 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:29:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0939, loss: 1.0939 +2025-05-27 18:22:33,691 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:28:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.0935, loss: 1.0935 +2025-05-27 18:23:16,506 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:27:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0634, loss: 1.0634 +2025-05-27 18:23:59,357 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:27:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-27 18:24:02,411 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-27 18:25:17,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:25:17,881 - pyskl - INFO - +top1_acc 0.9085 +top5_acc 0.9841 +2025-05-27 18:25:17,883 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9085, top5_acc: 0.9841 +2025-05-27 18:26:21,781 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:26:19, time: 0.639, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0619, loss: 1.0619 +2025-05-27 18:27:04,576 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:25:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0476, loss: 1.0476 +2025-05-27 18:27:47,366 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:24:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0690, loss: 1.0690 +2025-05-27 18:28:30,101 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:24:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0757, loss: 1.0757 +2025-05-27 18:29:13,077 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:23:25, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-27 18:29:55,932 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:22:41, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0924, loss: 1.0924 +2025-05-27 18:30:38,690 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:21:58, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0818, loss: 1.0818 +2025-05-27 18:31:21,413 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:21:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0991, loss: 1.0991 +2025-05-27 18:32:04,105 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:20:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-27 18:32:46,829 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:19:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0891, loss: 1.0891 +2025-05-27 18:33:29,520 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:19:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0555, loss: 1.0555 +2025-05-27 18:34:12,383 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:18:20, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0853, loss: 1.0853 +2025-05-27 18:34:55,386 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:17:36, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0711, loss: 1.0711 +2025-05-27 18:35:38,266 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:16:53, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 1.0711, loss: 1.0711 +2025-05-27 18:36:20,934 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:16:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0744, loss: 1.0744 +2025-05-27 18:37:03,806 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:15:25, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0906, loss: 1.0906 +2025-05-27 18:37:46,588 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:14:42, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1036, loss: 1.1036 +2025-05-27 18:38:29,598 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:13:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0703, loss: 1.0703 +2025-05-27 18:39:12,533 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:13:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0421, loss: 1.0421 +2025-05-27 18:39:55,261 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:12:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0707, loss: 1.0707 +2025-05-27 18:40:37,954 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:11:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0778, loss: 1.0778 +2025-05-27 18:41:20,651 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:11:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0451, loss: 1.0451 +2025-05-27 18:42:03,321 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:10:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0754, loss: 1.0754 +2025-05-27 18:42:46,056 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:09:37, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0746, loss: 1.0746 +2025-05-27 18:43:28,804 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:08:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0553, loss: 1.0553 +2025-05-27 18:43:31,865 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-27 18:44:47,011 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:44:47,078 - pyskl - INFO - +top1_acc 0.9089 +top5_acc 0.9857 +2025-05-27 18:44:47,132 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_130.pth was removed +2025-05-27 18:44:48,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2025-05-27 18:44:48,219 - pyskl - INFO - Best top1_acc is 0.9089 at 133 epoch. +2025-05-27 18:44:48,221 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9089, top5_acc: 0.9857 +2025-05-27 18:45:51,998 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:08:09, time: 0.638, data_time: 0.211, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0473, loss: 1.0473 +2025-05-27 18:46:34,687 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:07:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0851, loss: 1.0851 +2025-05-27 18:47:17,363 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:06:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0899, loss: 1.0899 +2025-05-27 18:48:00,084 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:05:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0718, loss: 1.0718 +2025-05-27 18:48:42,724 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:05:15, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0834, loss: 1.0834 +2025-05-27 18:49:25,460 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:04:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-05-27 18:50:08,286 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:03:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0098, loss: 1.0098 +2025-05-27 18:50:51,020 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:03:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0655, loss: 1.0655 +2025-05-27 18:51:33,805 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:02:20, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0816, loss: 1.0816 +2025-05-27 18:52:16,560 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:01:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-05-27 18:52:59,328 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:00:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0521, loss: 1.0521 +2025-05-27 18:53:42,049 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:00:10, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2025-05-27 18:54:24,750 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 4:59:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0431, loss: 1.0431 +2025-05-27 18:55:07,411 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 4:58:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-05-27 18:55:50,317 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 4:57:59, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0490, loss: 1.0490 +2025-05-27 18:56:33,229 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 4:57:15, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2025-05-27 18:57:16,058 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 4:56:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0675, loss: 1.0675 +2025-05-27 18:57:58,882 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:55:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0578, loss: 1.0578 +2025-05-27 18:58:41,700 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:55:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0449, loss: 1.0449 +2025-05-27 18:59:24,474 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:54:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0369, loss: 1.0369 +2025-05-27 19:00:07,266 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:53:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2025-05-27 19:00:49,970 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:52:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0576, loss: 1.0576 +2025-05-27 19:01:32,794 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:52:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0380, loss: 1.0380 +2025-05-27 19:02:15,606 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:51:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 1.0643, loss: 1.0643 +2025-05-27 19:02:58,445 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:50:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0682, loss: 1.0682 +2025-05-27 19:03:01,534 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-27 19:04:16,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:04:16,283 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9860 +2025-05-27 19:04:16,337 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_133.pth was removed +2025-05-27 19:04:17,377 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-27 19:04:17,378 - pyskl - INFO - Best top1_acc is 0.9131 at 134 epoch. +2025-05-27 19:04:17,381 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9131, top5_acc: 0.9860 +2025-05-27 19:05:20,697 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:49:59, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 +2025-05-27 19:06:03,474 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:49:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-27 19:06:46,244 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:48:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0470, loss: 1.0470 +2025-05-27 19:07:29,043 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:47:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0751, loss: 1.0751 +2025-05-27 19:08:11,948 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:47:05, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-05-27 19:08:54,789 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:46:21, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0247, loss: 1.0247 +2025-05-27 19:09:37,565 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:45:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0308, loss: 1.0308 +2025-05-27 19:10:20,505 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:44:54, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0478, loss: 1.0478 +2025-05-27 19:11:03,390 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:44:10, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0745, loss: 1.0745 +2025-05-27 19:11:45,964 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:43:27, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-05-27 19:12:28,674 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:42:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0510, loss: 1.0510 +2025-05-27 19:13:11,462 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:42:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0449, loss: 1.0449 +2025-05-27 19:13:54,221 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:41:16, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0444, loss: 1.0444 +2025-05-27 19:14:36,974 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:40:32, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-27 19:15:19,657 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:39:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0432, loss: 1.0432 +2025-05-27 19:16:02,453 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:39:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0634, loss: 1.0634 +2025-05-27 19:16:45,112 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:38:22, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0154, loss: 1.0154 +2025-05-27 19:17:27,825 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:37:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0055, loss: 1.0055 +2025-05-27 19:18:10,502 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:36:54, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0367, loss: 1.0367 +2025-05-27 19:18:53,183 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:36:11, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0243, loss: 1.0243 +2025-05-27 19:19:35,934 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:35:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0438, loss: 1.0438 +2025-05-27 19:20:18,654 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:34:44, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0497, loss: 1.0497 +2025-05-27 19:21:01,314 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:34:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2025-05-27 19:21:43,955 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:33:16, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0045, loss: 1.0045 +2025-05-27 19:22:26,877 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:32:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0327, loss: 1.0327 +2025-05-27 19:22:30,000 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-27 19:31:32,013 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:31:32,080 - pyskl - INFO - +top1_acc 0.9168 +top5_acc 0.9867 +2025-05-27 19:31:32,135 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_134.pth was removed +2025-05-27 19:31:33,172 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2025-05-27 19:31:33,173 - pyskl - INFO - Best top1_acc is 0.9168 at 135 epoch. +2025-05-27 19:31:33,176 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9168, top5_acc: 0.9867 +2025-05-27 19:32:37,246 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:31:49, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-27 19:33:20,038 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:31:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0472, loss: 1.0472 +2025-05-27 19:34:02,923 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:30:22, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-27 19:34:45,742 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:29:38, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-05-27 19:35:28,533 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:28:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0192, loss: 1.0192 +2025-05-27 19:36:11,718 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:28:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0472, loss: 1.0472 +2025-05-27 19:36:54,586 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:27:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-05-27 19:37:37,667 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:26:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-05-27 19:38:20,585 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:26:00, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0589, loss: 1.0589 +2025-05-27 19:39:03,699 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:25:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0541, loss: 1.0541 +2025-05-27 19:39:47,231 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:24:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0317, loss: 1.0317 +2025-05-27 19:40:30,271 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:23:50, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-27 19:41:13,246 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:23:06, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2025-05-27 19:41:56,241 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:22:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0668, loss: 1.0668 +2025-05-27 19:42:39,292 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:21:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0114, loss: 1.0114 +2025-05-27 19:43:22,224 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:20:55, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2025-05-27 19:44:04,975 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:20:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0460, loss: 1.0460 +2025-05-27 19:44:47,698 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:19:28, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0074, loss: 1.0074 +2025-05-27 19:45:30,453 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:18:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0450, loss: 1.0450 +2025-05-27 19:46:13,135 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:18:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 19:46:55,810 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:17:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0703, loss: 1.0703 +2025-05-27 19:47:38,448 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:16:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0419, loss: 1.0419 +2025-05-27 19:48:21,116 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:15:50, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0604, loss: 1.0604 +2025-05-27 19:49:03,935 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:15:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0338, loss: 1.0338 +2025-05-27 19:49:46,836 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:14:23, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 19:49:49,914 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-27 19:51:05,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:51:05,088 - pyskl - INFO - +top1_acc 0.9150 +top5_acc 0.9859 +2025-05-27 19:51:05,090 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9150, top5_acc: 0.9859 +2025-05-27 19:52:08,393 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:13:39, time: 0.633, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0558, loss: 1.0558 +2025-05-27 19:52:51,202 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:12:55, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0346, loss: 1.0346 +2025-05-27 19:53:34,237 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:12:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0487, loss: 1.0487 +2025-05-27 19:54:17,317 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:11:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0642, loss: 1.0642 +2025-05-27 19:55:00,054 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:10:45, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0658, loss: 1.0658 +2025-05-27 19:55:42,955 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:10:01, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0129, loss: 1.0129 +2025-05-27 19:56:25,910 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:09:18, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0226, loss: 1.0226 +2025-05-27 19:57:08,884 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:08:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0511, loss: 1.0511 +2025-05-27 19:57:51,829 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:07:50, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0433, loss: 1.0433 +2025-05-27 19:58:34,685 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:07:07, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0277, loss: 1.0277 +2025-05-27 19:59:17,657 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:06:23, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0696, loss: 1.0696 +2025-05-27 20:00:00,491 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:05:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0342, loss: 1.0342 +2025-05-27 20:00:43,298 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:04:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0339, loss: 1.0339 +2025-05-27 20:01:26,120 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:04:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0020, loss: 1.0020 +2025-05-27 20:02:08,953 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:03:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2025-05-27 20:02:52,011 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:02:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-05-27 20:03:34,895 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:02:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0377, loss: 1.0377 +2025-05-27 20:04:17,803 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:01:18, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-05-27 20:05:00,560 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:00:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 20:05:43,216 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 3:59:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0309, loss: 1.0309 +2025-05-27 20:06:25,875 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 3:59:08, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-27 20:07:08,553 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 3:58:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-27 20:07:51,242 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 3:57:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 20:08:33,921 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 3:56:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0133, loss: 1.0133 +2025-05-27 20:09:16,674 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:56:13, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0393, loss: 1.0393 +2025-05-27 20:09:19,734 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-27 20:10:35,074 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:10:35,141 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9857 +2025-05-27 20:10:35,143 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9153, top5_acc: 0.9857 +2025-05-27 20:11:37,927 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:55:29, time: 0.628, data_time: 0.200, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-05-27 20:12:20,845 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:54:45, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-27 20:13:03,687 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:54:02, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2025-05-27 20:13:46,472 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:53:18, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0654, loss: 1.0654 +2025-05-27 20:14:29,273 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:52:35, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.0268, loss: 1.0268 +2025-05-27 20:15:12,077 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:51:51, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0546, loss: 1.0546 +2025-05-27 20:15:54,923 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:51:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9863, loss: 0.9863 +2025-05-27 20:16:37,616 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:50:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0525, loss: 1.0525 +2025-05-27 20:17:20,456 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:49:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0401, loss: 1.0401 +2025-05-27 20:18:03,186 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:48:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 20:18:45,914 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:48:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-05-27 20:19:28,684 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:47:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0152, loss: 1.0152 +2025-05-27 20:20:11,486 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:46:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0068, loss: 1.0068 +2025-05-27 20:20:54,363 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:46:02, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0431, loss: 1.0431 +2025-05-27 20:21:37,296 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:45:19, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-05-27 20:22:20,217 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:44:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0193, loss: 1.0193 +2025-05-27 20:23:03,162 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:43:52, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0615, loss: 1.0615 +2025-05-27 20:23:46,072 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:43:08, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0325, loss: 1.0325 +2025-05-27 20:24:29,177 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:42:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-05-27 20:25:12,229 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:41:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0219, loss: 1.0219 +2025-05-27 20:25:55,163 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:40:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0863, loss: 1.0863 +2025-05-27 20:26:38,096 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:40:14, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0438, loss: 1.0438 +2025-05-27 20:27:21,039 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:39:30, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0194, loss: 1.0194 +2025-05-27 20:28:04,006 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:38:47, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9971, loss: 0.9971 +2025-05-27 20:28:46,974 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:38:03, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0116, loss: 1.0116 +2025-05-27 20:28:50,064 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-27 20:30:05,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:30:05,529 - pyskl - INFO - +top1_acc 0.9143 +top5_acc 0.9871 +2025-05-27 20:30:05,531 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9143, top5_acc: 0.9871 +2025-05-27 20:31:09,368 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:37:19, time: 0.638, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0263, loss: 1.0263 +2025-05-27 20:31:52,224 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:36:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-27 20:32:34,981 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:35:52, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.0229, loss: 1.0229 +2025-05-27 20:33:17,799 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:35:08, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0352, loss: 1.0352 +2025-05-27 20:34:00,645 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:34:25, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0314, loss: 1.0314 +2025-05-27 20:34:43,478 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:33:41, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-27 20:35:26,314 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:32:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0206, loss: 1.0206 +2025-05-27 20:36:09,086 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:32:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0773, loss: 1.0773 +2025-05-27 20:36:51,911 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:31:30, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0382, loss: 1.0382 +2025-05-27 20:37:34,701 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:30:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0382, loss: 1.0382 +2025-05-27 20:38:17,436 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:30:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0389, loss: 1.0389 +2025-05-27 20:39:00,150 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:29:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0589, loss: 1.0589 +2025-05-27 20:39:42,792 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:28:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0247, loss: 1.0247 +2025-05-27 20:40:25,404 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:27:52, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0378, loss: 1.0378 +2025-05-27 20:41:08,139 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:27:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2025-05-27 20:41:50,750 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:26:25, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0480, loss: 1.0480 +2025-05-27 20:42:33,487 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:25:42, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0455, loss: 1.0455 +2025-05-27 20:43:16,179 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:24:58, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0394, loss: 1.0394 +2025-05-27 20:43:58,933 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:24:15, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-05-27 20:44:41,656 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:23:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0462, loss: 1.0462 +2025-05-27 20:45:24,391 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:22:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0022, loss: 1.0022 +2025-05-27 20:46:07,120 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:22:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0068, loss: 1.0068 +2025-05-27 20:46:49,821 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:21:20, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0507, loss: 1.0507 +2025-05-27 20:47:32,581 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:20:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0235, loss: 1.0235 +2025-05-27 20:48:15,353 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:19:53, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9994, loss: 0.9994 +2025-05-27 20:48:18,381 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-27 20:49:33,587 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:49:33,654 - pyskl - INFO - +top1_acc 0.9168 +top5_acc 0.9870 +2025-05-27 20:49:33,657 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9168, top5_acc: 0.9870 +2025-05-27 20:50:36,653 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:19:08, time: 0.630, data_time: 0.201, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 20:51:19,366 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:18:25, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0396, loss: 1.0396 +2025-05-27 20:52:02,381 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:17:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0388, loss: 1.0388 +2025-05-27 20:52:45,274 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:16:58, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0136, loss: 1.0136 +2025-05-27 20:53:28,055 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:16:14, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0297, loss: 1.0297 +2025-05-27 20:54:10,750 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:15:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0576, loss: 1.0576 +2025-05-27 20:54:53,415 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:14:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9942, loss: 0.9942 +2025-05-27 20:55:36,074 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:14:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2025-05-27 20:56:18,678 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:13:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-27 20:57:01,326 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:12:36, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0275, loss: 1.0275 +2025-05-27 20:57:43,932 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:11:53, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9823, loss: 0.9823 +2025-05-27 20:58:26,618 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:11:09, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0076, loss: 1.0076 +2025-05-27 20:59:09,268 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:10:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9928, loss: 0.9928 +2025-05-27 20:59:51,819 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:09:42, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0138, loss: 1.0138 +2025-05-27 21:00:34,457 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:08:59, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2025-05-27 21:01:17,146 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:08:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0365, loss: 1.0365 +2025-05-27 21:01:59,813 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:07:31, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9788, loss: 0.9788 +2025-05-27 21:02:42,489 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:06:48, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0122, loss: 1.0122 +2025-05-27 21:03:25,224 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:06:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-27 21:04:07,895 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:05:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-27 21:04:50,491 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:04:37, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-27 21:05:33,112 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:03:54, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9923, loss: 0.9923 +2025-05-27 21:06:15,731 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:03:10, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0283, loss: 1.0283 +2025-05-27 21:06:58,387 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:02:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9852, loss: 0.9852 +2025-05-27 21:07:41,068 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:01:43, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9943, loss: 0.9943 +2025-05-27 21:07:44,112 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-27 21:16:30,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:16:30,370 - pyskl - INFO - +top1_acc 0.9159 +top5_acc 0.9871 +2025-05-27 21:16:30,372 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9159, top5_acc: 0.9871 +2025-05-27 21:17:34,490 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:00:58, time: 0.641, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0094, loss: 1.0094 +2025-05-27 21:18:17,232 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:00:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0351, loss: 1.0351 +2025-05-27 21:19:00,053 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 2:59:31, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0222, loss: 1.0222 +2025-05-27 21:19:42,742 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 2:58:47, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9926, loss: 0.9926 +2025-05-27 21:20:25,449 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 2:58:04, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0044, loss: 1.0044 +2025-05-27 21:21:08,067 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:57:20, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0256, loss: 1.0256 +2025-05-27 21:21:50,868 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:56:37, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9645, loss: 0.9645 +2025-05-27 21:22:33,560 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:55:53, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0396, loss: 1.0396 +2025-05-27 21:23:16,312 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:55:10, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 21:23:59,032 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:54:26, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0384, loss: 1.0384 +2025-05-27 21:24:41,841 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:53:43, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 21:25:24,638 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:52:59, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0124, loss: 1.0124 +2025-05-27 21:26:07,386 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:52:15, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9940, loss: 0.9940 +2025-05-27 21:26:50,097 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:51:32, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9881, loss: 0.9881 +2025-05-27 21:27:32,892 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:50:48, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0154, loss: 1.0154 +2025-05-27 21:28:15,734 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:50:05, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-27 21:28:58,684 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:49:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0214, loss: 1.0214 +2025-05-27 21:29:41,725 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:48:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0114, loss: 1.0114 +2025-05-27 21:30:24,802 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:47:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2025-05-27 21:31:07,744 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:47:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0152, loss: 1.0152 +2025-05-27 21:31:50,659 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:46:27, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0133, loss: 1.0133 +2025-05-27 21:32:33,473 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:45:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2025-05-27 21:33:16,193 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:45:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0262, loss: 1.0262 +2025-05-27 21:33:58,858 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:44:16, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0226, loss: 1.0226 +2025-05-27 21:34:41,555 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:43:33, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0042, loss: 1.0042 +2025-05-27 21:34:44,629 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-27 21:36:00,180 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:36:00,252 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9865 +2025-05-27 21:36:00,322 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_135.pth was removed +2025-05-27 21:36:01,524 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2025-05-27 21:36:01,525 - pyskl - INFO - Best top1_acc is 0.9175 at 141 epoch. +2025-05-27 21:36:01,529 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9175, top5_acc: 0.9865 +2025-05-27 21:37:05,438 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:42:48, time: 0.639, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2025-05-27 21:37:48,284 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:42:04, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2025-05-27 21:38:30,993 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:41:21, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0235, loss: 1.0235 +2025-05-27 21:39:13,890 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:40:37, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-27 21:39:56,738 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:39:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2025-05-27 21:40:39,834 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:39:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0306, loss: 1.0306 +2025-05-27 21:41:22,678 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:38:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0119, loss: 1.0119 +2025-05-27 21:42:05,557 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:37:43, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0042, loss: 1.0042 +2025-05-27 21:42:48,384 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:37:00, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0193, loss: 1.0193 +2025-05-27 21:43:31,237 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:36:16, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9978, loss: 0.9978 +2025-05-27 21:44:13,994 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:35:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 21:44:56,726 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:34:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9857, loss: 0.9857 +2025-05-27 21:45:39,465 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:34:05, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0228, loss: 1.0228 +2025-05-27 21:46:22,221 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:33:22, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0484, loss: 1.0484 +2025-05-27 21:47:04,941 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:32:38, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0288, loss: 1.0288 +2025-05-27 21:47:47,686 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:31:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0445, loss: 1.0445 +2025-05-27 21:48:30,542 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:31:11, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0008, loss: 1.0008 +2025-05-27 21:49:13,634 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:30:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0071, loss: 1.0071 +2025-05-27 21:49:56,443 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:29:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0343, loss: 1.0343 +2025-05-27 21:50:39,117 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:29:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0050, loss: 1.0050 +2025-05-27 21:51:21,876 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:28:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0043, loss: 1.0043 +2025-05-27 21:52:04,660 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:27:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0296, loss: 1.0296 +2025-05-27 21:52:47,476 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:26:50, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0139, loss: 1.0139 +2025-05-27 21:53:30,215 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:26:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0031, loss: 1.0031 +2025-05-27 21:54:12,967 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:25:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9919, loss: 0.9919 +2025-05-27 21:54:16,049 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-27 21:55:31,870 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:55:31,946 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9873 +2025-05-27 21:55:32,005 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_141.pth was removed +2025-05-27 21:55:33,122 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2025-05-27 21:55:33,123 - pyskl - INFO - Best top1_acc is 0.9181 at 142 epoch. +2025-05-27 21:55:33,126 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9181, top5_acc: 0.9873 +2025-05-27 21:56:36,349 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:24:38, time: 0.632, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0322, loss: 1.0322 +2025-05-27 21:57:19,125 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:23:54, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0220, loss: 1.0220 +2025-05-27 21:58:01,914 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:23:11, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0405, loss: 1.0405 +2025-05-27 21:58:44,724 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:22:27, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9930, loss: 0.9930 +2025-05-27 21:59:27,644 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:21:44, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0321, loss: 1.0321 +2025-05-27 22:00:10,375 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:21:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0004, loss: 1.0004 +2025-05-27 22:00:53,056 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:20:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-05-27 22:01:35,701 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:19:33, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-27 22:02:18,398 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:18:49, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-27 22:03:01,078 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:18:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9919, loss: 0.9919 +2025-05-27 22:03:43,722 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:17:22, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0019, loss: 1.0019 +2025-05-27 22:04:26,404 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:16:39, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-27 22:05:09,084 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:15:55, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-27 22:05:51,772 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:15:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-05-27 22:06:34,363 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:14:28, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9760, loss: 0.9760 +2025-05-27 22:07:17,008 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:13:45, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0060, loss: 1.0060 +2025-05-27 22:07:59,714 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:13:01, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2025-05-27 22:08:42,401 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:12:17, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-05-27 22:09:25,072 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:11:34, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0089, loss: 1.0089 +2025-05-27 22:10:07,703 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:10:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-05-27 22:10:50,386 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:10:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9803, loss: 0.9803 +2025-05-27 22:11:33,133 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:09:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0102, loss: 1.0102 +2025-05-27 22:12:15,869 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:08:40, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-05-27 22:12:58,581 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:07:56, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0295, loss: 1.0295 +2025-05-27 22:13:41,235 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:07:13, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0230, loss: 1.0230 +2025-05-27 22:13:44,251 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-27 22:14:59,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:14:59,560 - pyskl - INFO - +top1_acc 0.9191 +top5_acc 0.9875 +2025-05-27 22:14:59,614 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_142.pth was removed +2025-05-27 22:15:00,654 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-05-27 22:15:00,655 - pyskl - INFO - Best top1_acc is 0.9191 at 143 epoch. +2025-05-27 22:15:00,657 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9191, top5_acc: 0.9875 +2025-05-27 22:16:03,985 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:06:27, time: 0.633, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9396, loss: 0.9396 +2025-05-27 22:16:46,765 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:05:44, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0064, loss: 1.0064 +2025-05-27 22:17:29,473 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:05:00, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9945, loss: 0.9945 +2025-05-27 22:18:12,242 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:04:17, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0313, loss: 1.0313 +2025-05-27 22:18:55,020 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:03:33, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0306, loss: 1.0306 +2025-05-27 22:19:37,670 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:02:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-05-27 22:20:20,382 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:02:06, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0102, loss: 1.0102 +2025-05-27 22:21:03,162 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:01:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9909, loss: 0.9909 +2025-05-27 22:21:45,813 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:00:39, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2025-05-27 22:22:28,337 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:59:56, time: 0.425, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0045, loss: 1.0045 +2025-05-27 22:23:11,063 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:59:12, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0206, loss: 1.0206 +2025-05-27 22:23:53,827 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:58:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2025-05-27 22:24:36,609 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:57:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0213, loss: 1.0213 +2025-05-27 22:25:19,413 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:57:01, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2025-05-27 22:26:02,136 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:56:18, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0232, loss: 1.0232 +2025-05-27 22:26:44,914 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:55:34, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2025-05-27 22:27:27,650 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:54:51, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9923, loss: 0.9923 +2025-05-27 22:28:10,497 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:54:07, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2025-05-27 22:28:53,366 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:53:24, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9817, loss: 0.9817 +2025-05-27 22:29:36,010 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:52:40, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9853, loss: 0.9853 +2025-05-27 22:30:18,815 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:51:57, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2025-05-27 22:31:01,694 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:51:13, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9918, loss: 0.9918 +2025-05-27 22:31:44,435 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:50:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-27 22:32:27,190 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:49:46, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2025-05-27 22:33:09,899 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:49:03, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9873, loss: 0.9873 +2025-05-27 22:33:12,995 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-27 22:34:27,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:34:27,995 - pyskl - INFO - +top1_acc 0.9188 +top5_acc 0.9871 +2025-05-27 22:34:27,998 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9188, top5_acc: 0.9871 +2025-05-27 22:35:31,369 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:48:17, time: 0.634, data_time: 0.207, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2025-05-27 22:36:14,015 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:47:34, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9813, loss: 0.9813 +2025-05-27 22:36:56,662 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:46:50, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9864, loss: 0.9864 +2025-05-27 22:37:39,350 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:46:07, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0088, loss: 1.0088 +2025-05-27 22:38:22,044 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:45:23, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-27 22:39:04,831 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:44:40, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-05-27 22:39:47,640 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:43:56, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-27 22:40:30,403 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:43:12, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9887, loss: 0.9887 +2025-05-27 22:41:13,198 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:42:29, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0401, loss: 1.0401 +2025-05-27 22:41:56,026 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:41:45, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0084, loss: 1.0084 +2025-05-27 22:42:38,754 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:41:02, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0246, loss: 1.0246 +2025-05-27 22:43:21,351 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:40:18, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0151, loss: 1.0151 +2025-05-27 22:44:04,206 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:39:35, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0273, loss: 1.0273 +2025-05-27 22:44:46,843 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:38:51, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0315, loss: 1.0315 +2025-05-27 22:45:29,463 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:38:08, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9933, loss: 0.9933 +2025-05-27 22:46:12,151 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:37:24, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9777, loss: 0.9777 +2025-05-27 22:46:54,726 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:36:41, time: 0.426, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 22:47:37,394 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:35:57, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9858, loss: 0.9858 +2025-05-27 22:48:20,109 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:35:14, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9916, loss: 0.9916 +2025-05-27 22:49:02,776 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:34:30, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0065, loss: 1.0065 +2025-05-27 22:49:45,550 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:33:47, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9924, loss: 0.9924 +2025-05-27 22:50:28,449 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:33:03, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9928, loss: 0.9928 +2025-05-27 22:51:11,456 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:32:20, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0005, loss: 1.0005 +2025-05-27 22:51:54,206 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:31:36, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 22:52:36,908 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:30:52, time: 0.427, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9946, loss: 0.9946 +2025-05-27 22:52:39,963 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-27 23:01:14,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:01:15,056 - pyskl - INFO - +top1_acc 0.9184 +top5_acc 0.9872 +2025-05-27 23:01:15,059 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9184, top5_acc: 0.9872 +2025-05-27 23:02:20,420 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:30:07, time: 0.654, data_time: 0.223, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9826, loss: 0.9826 +2025-05-27 23:03:03,565 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:29:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0008, loss: 1.0008 +2025-05-27 23:03:46,657 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:28:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9814, loss: 0.9814 +2025-05-27 23:04:29,765 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:27:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 23:05:12,926 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:27:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0001, loss: 1.0001 +2025-05-27 23:05:56,011 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:26:29, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0077, loss: 1.0077 +2025-05-27 23:06:39,224 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:25:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9955, loss: 0.9955 +2025-05-27 23:07:22,462 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:25:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9839, loss: 0.9839 +2025-05-27 23:08:05,517 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:24:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9827, loss: 0.9827 +2025-05-27 23:08:48,606 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:23:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0288, loss: 1.0288 +2025-05-27 23:09:31,687 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:22:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0002, loss: 1.0002 +2025-05-27 23:10:14,847 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:22:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-27 23:10:57,938 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:21:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0312, loss: 1.0312 +2025-05-27 23:11:40,982 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:20:41, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0062, loss: 1.0062 +2025-05-27 23:12:24,007 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:19:58, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9842, loss: 0.9842 +2025-05-27 23:13:07,044 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:19:14, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0045, loss: 1.0045 +2025-05-27 23:13:50,207 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:18:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9893, loss: 0.9893 +2025-05-27 23:14:33,331 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:17:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0276, loss: 1.0276 +2025-05-27 23:15:16,525 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:17:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0040, loss: 1.0040 +2025-05-27 23:15:59,744 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:16:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2025-05-27 23:16:42,959 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:15:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0051, loss: 1.0051 +2025-05-27 23:17:26,143 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:14:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2025-05-27 23:18:09,219 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:14:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9919, loss: 0.9919 +2025-05-27 23:18:52,259 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:13:26, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0030, loss: 1.0030 +2025-05-27 23:19:35,782 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:12:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9809, loss: 0.9809 +2025-05-27 23:19:38,947 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-27 23:20:55,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:20:55,485 - pyskl - INFO - +top1_acc 0.9191 +top5_acc 0.9874 +2025-05-27 23:20:55,489 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9191, top5_acc: 0.9874 +2025-05-27 23:22:00,149 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:11:57, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9876, loss: 0.9876 +2025-05-27 23:22:43,289 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:11:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2025-05-27 23:23:26,323 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:10:30, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2025-05-27 23:24:09,621 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:09:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0019, loss: 1.0019 +2025-05-27 23:24:52,869 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:09:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9803, loss: 0.9803 +2025-05-27 23:25:36,030 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:08:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0173, loss: 1.0173 +2025-05-27 23:26:19,148 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:07:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0250, loss: 1.0250 +2025-05-27 23:27:02,218 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:06:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9952, loss: 0.9952 +2025-05-27 23:27:45,203 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:06:09, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9815, loss: 0.9815 +2025-05-27 23:28:28,278 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:05:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0005, loss: 1.0005 +2025-05-27 23:29:11,423 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:04:42, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0171, loss: 1.0171 +2025-05-27 23:29:54,613 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:03:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0056, loss: 1.0056 +2025-05-27 23:30:37,731 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:03:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0042, loss: 1.0042 +2025-05-27 23:31:20,822 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:02:31, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2025-05-27 23:32:03,889 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:01:48, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9956, loss: 0.9956 +2025-05-27 23:32:47,025 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-27 23:33:29,887 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:00:21, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9914, loss: 0.9914 +2025-05-27 23:34:12,945 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:59:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2025-05-27 23:34:56,288 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:58:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-27 23:35:39,560 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0011, loss: 1.0011 +2025-05-27 23:36:22,623 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:57:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2025-05-27 23:37:05,616 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:56:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9900, loss: 0.9900 +2025-05-27 23:37:48,575 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:00, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0275, loss: 1.0275 +2025-05-27 23:38:31,564 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:55:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9813, loss: 0.9813 +2025-05-27 23:39:14,504 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:54:33, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9822, loss: 0.9822 +2025-05-27 23:39:17,657 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-27 23:40:33,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:40:34,061 - pyskl - INFO - +top1_acc 0.9181 +top5_acc 0.9872 +2025-05-27 23:40:34,064 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9181, top5_acc: 0.9872 +2025-05-27 23:41:39,447 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:53:47, time: 0.654, data_time: 0.221, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0176, loss: 1.0176 +2025-05-27 23:42:22,606 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2025-05-27 23:43:05,692 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:52:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0003, loss: 1.0003 +2025-05-27 23:43:48,859 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:51:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9941, loss: 0.9941 +2025-05-27 23:44:32,020 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:50:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0009, loss: 1.0009 +2025-05-27 23:45:15,285 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9826, loss: 0.9826 +2025-05-27 23:45:58,555 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:49:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9847, loss: 0.9847 +2025-05-27 23:46:41,848 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:48:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0153, loss: 1.0153 +2025-05-27 23:47:25,047 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:47:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0098, loss: 1.0098 +2025-05-27 23:48:08,317 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2025-05-27 23:48:51,490 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:46:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9930, loss: 0.9930 +2025-05-27 23:49:34,750 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:45:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2025-05-27 23:50:17,837 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 +2025-05-27 23:51:00,902 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:21, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2025-05-27 23:51:44,037 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:43:38, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9904, loss: 0.9904 +2025-05-27 23:52:27,152 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:42:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9580, loss: 0.9580 +2025-05-27 23:53:10,452 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9935, loss: 0.9935 +2025-05-27 23:53:53,667 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:41:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0255, loss: 1.0255 +2025-05-27 23:54:36,928 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:40:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0105, loss: 1.0105 +2025-05-27 23:55:20,182 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9871, loss: 0.9871 +2025-05-27 23:56:03,431 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9971, loss: 0.9971 +2025-05-27 23:56:46,548 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:38:33, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9825, loss: 0.9825 +2025-05-27 23:57:29,753 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:37:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0128, loss: 1.0128 +2025-05-27 23:58:12,991 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9972, loss: 0.9972 +2025-05-27 23:58:56,188 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0067, loss: 1.0067 +2025-05-27 23:58:59,299 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-28 00:00:15,349 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:00:15,417 - pyskl - INFO - +top1_acc 0.9179 +top5_acc 0.9872 +2025-05-28 00:00:15,420 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9179, top5_acc: 0.9872 +2025-05-28 00:01:20,143 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:35:37, time: 0.647, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9980, loss: 0.9980 +2025-05-28 00:02:03,142 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:34:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9876, loss: 0.9876 +2025-05-28 00:02:46,149 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:10, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9837, loss: 0.9837 +2025-05-28 00:03:29,271 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-28 00:04:12,356 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:32:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9967, loss: 0.9967 +2025-05-28 00:04:55,407 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:31:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9810, loss: 0.9810 +2025-05-28 00:05:38,396 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:16, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2025-05-28 00:06:21,485 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2025-05-28 00:07:04,521 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:29:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0201, loss: 1.0201 +2025-05-28 00:07:47,559 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:05, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9645, loss: 0.9645 +2025-05-28 00:08:30,592 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:22, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9953, loss: 0.9953 +2025-05-28 00:09:13,628 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:27:38, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9697, loss: 0.9697 +2025-05-28 00:09:56,606 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:26:55, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-28 00:10:39,663 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0071, loss: 1.0071 +2025-05-28 00:11:22,703 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:28, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2025-05-28 00:12:05,783 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:24:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9914, loss: 0.9914 +2025-05-28 00:12:49,014 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0250, loss: 1.0250 +2025-05-28 00:13:32,086 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9985, loss: 0.9985 +2025-05-28 00:14:15,140 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:34, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0200, loss: 1.0200 +2025-05-28 00:14:58,232 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:21:50, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9939, loss: 0.9939 +2025-05-28 00:15:41,131 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:06, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2025-05-28 00:16:23,969 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:23, time: 0.428, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0481, loss: 1.0481 +2025-05-28 00:17:06,854 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:39, time: 0.429, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9778, loss: 0.9778 +2025-05-28 00:17:49,903 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:18:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0007, loss: 1.0007 +2025-05-28 00:18:32,943 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:12, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0118, loss: 1.0118 +2025-05-28 00:18:36,122 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-28 00:19:52,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:19:52,155 - pyskl - INFO - +top1_acc 0.9185 +top5_acc 0.9872 +2025-05-28 00:19:52,158 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9185, top5_acc: 0.9872 +2025-05-28 00:20:57,243 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:26, time: 0.651, data_time: 0.216, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9798, loss: 0.9798 +2025-05-28 00:21:40,323 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2025-05-28 00:22:23,519 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:15:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9826, loss: 0.9826 +2025-05-28 00:23:06,575 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:16, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9936, loss: 0.9936 +2025-05-28 00:23:49,743 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9969, loss: 0.9969 +2025-05-28 00:24:32,846 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:13:49, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-28 00:25:15,941 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:05, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0103, loss: 1.0103 +2025-05-28 00:25:59,046 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:22, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0041, loss: 1.0041 +2025-05-28 00:26:42,262 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0052, loss: 1.0052 +2025-05-28 00:27:25,352 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:10:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-28 00:28:08,344 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:11, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9970, loss: 0.9970 +2025-05-28 00:28:51,441 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:28, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9964, loss: 0.9964 +2025-05-28 00:29:34,524 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:44, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0276, loss: 1.0276 +2025-05-28 00:30:17,560 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:01, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0143, loss: 1.0143 +2025-05-28 00:31:00,592 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:17, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0145, loss: 1.0145 +2025-05-28 00:31:43,592 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:34, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9955, loss: 0.9955 +2025-05-28 00:32:26,842 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9948, loss: 0.9948 +2025-05-28 00:33:09,980 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9590, loss: 0.9590 +2025-05-28 00:33:53,109 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:23, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0064, loss: 1.0064 +2025-05-28 00:34:36,103 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:40, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9600, loss: 0.9600 +2025-05-28 00:35:19,116 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:56, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9757, loss: 0.9757 +2025-05-28 00:36:02,264 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:13, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9959, loss: 0.9959 +2025-05-28 00:36:45,432 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9907, loss: 0.9907 +2025-05-28 00:37:28,531 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0276, loss: 1.0276 +2025-05-28 00:38:11,535 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0007, loss: 1.0007 +2025-05-28 00:38:14,640 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-28 00:39:30,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:39:30,571 - pyskl - INFO - +top1_acc 0.9186 +top5_acc 0.9873 +2025-05-28 00:39:30,574 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9186, top5_acc: 0.9873 +2025-05-28 00:39:38,598 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 00:48:57,161 - pyskl - INFO - Testing results of the last checkpoint +2025-05-28 00:48:57,162 - pyskl - INFO - top1_acc: 0.9198 +2025-05-28 00:48:57,162 - pyskl - INFO - top5_acc: 0.9876 +2025-05-28 00:48:57,162 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/j_2/best_top1_acc_epoch_143.pth +2025-05-28 00:58:16,872 - pyskl - INFO - Testing results of the best checkpoint +2025-05-28 00:58:16,872 - pyskl - INFO - top1_acc: 0.9210 +2025-05-28 00:58:16,872 - pyskl - INFO - top5_acc: 0.9880