diff --git "a/ntu60_xsub/j_1/20250525_202026.log" "b/ntu60_xsub/j_1/20250525_202026.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/j_1/20250525_202026.log" @@ -0,0 +1,4971 @@ +2025-05-25 20:20:26,521 - 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 20:20:26,855 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/ntu60_xsub/j_1' +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_1', + 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 20:20:26,855 - pyskl - INFO - Set random seed to 98925219, deterministic: False +2025-05-25 20:20:37,401 - pyskl - INFO - 40091 videos remain after valid thresholding +2025-05-25 20:20:43,156 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-25 20:20:43,182 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1 +2025-05-25 20:20:43,182 - 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 20:20:43,182 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2025-05-25 20:20:43,182 - pyskl - INFO - Checkpoints will be saved to /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1 by HardDiskBackend. +2025-05-25 20:21:49,234 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 2 days, 20:56:45, time: 0.660, data_time: 0.221, memory: 13125, top1_acc: 0.0356, top5_acc: 0.1344, loss_cls: 11.0394, loss: 11.0394 +2025-05-25 20:22:32,504 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 2 days, 9:02:32, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.0619, top5_acc: 0.2319, loss_cls: 9.6682, loss: 9.6682 +2025-05-25 20:23:15,733 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 2 days, 5:03:07, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.0819, top5_acc: 0.3094, loss_cls: 9.1815, loss: 9.1815 +2025-05-25 20:23:58,944 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 2 days, 3:02:46, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1037, top5_acc: 0.3287, loss_cls: 8.9028, loss: 8.9028 +2025-05-25 20:24:42,250 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 2 days, 1:51:28, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1025, top5_acc: 0.3762, loss_cls: 8.7077, loss: 8.7077 +2025-05-25 20:25:25,481 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 2 days, 1:02:54, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1544, top5_acc: 0.4444, loss_cls: 8.4374, loss: 8.4374 +2025-05-25 20:26:08,723 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 2 days, 0:28:06, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.1525, top5_acc: 0.4612, loss_cls: 8.2448, loss: 8.2448 +2025-05-25 20:26:51,995 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 2 days, 0:02:03, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.1744, top5_acc: 0.5344, loss_cls: 7.9525, loss: 7.9525 +2025-05-25 20:27:35,310 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 23:41:56, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2044, top5_acc: 0.5494, loss_cls: 7.7431, loss: 7.7431 +2025-05-25 20:28:18,723 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 23:26:19, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.2188, top5_acc: 0.5594, loss_cls: 7.7432, loss: 7.7432 +2025-05-25 20:29:01,981 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 23:12:31, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2306, top5_acc: 0.5850, loss_cls: 7.5905, loss: 7.5905 +2025-05-25 20:29:45,301 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 23:01:13, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2600, top5_acc: 0.6144, loss_cls: 7.4042, loss: 7.4042 +2025-05-25 20:30:28,542 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 22:51:11, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.2687, top5_acc: 0.6438, loss_cls: 7.2363, loss: 7.2363 +2025-05-25 20:31:11,858 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 22:42:48, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.2750, top5_acc: 0.6800, loss_cls: 7.2436, loss: 7.2436 +2025-05-25 20:31:55,189 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 22:35:30, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.3094, top5_acc: 0.7000, loss_cls: 6.9706, loss: 6.9706 +2025-05-25 20:32:38,485 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 22:28:53, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.3056, top5_acc: 0.7181, loss_cls: 6.9649, loss: 6.9649 +2025-05-25 20:33:21,898 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 22:23:24, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.3456, top5_acc: 0.7362, loss_cls: 6.7864, loss: 6.7864 +2025-05-25 20:34:05,224 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 22:18:08, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.3569, top5_acc: 0.7600, loss_cls: 6.6088, loss: 6.6088 +2025-05-25 20:34:48,588 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 22:13:29, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.3819, top5_acc: 0.7569, loss_cls: 6.5568, loss: 6.5568 +2025-05-25 20:35:31,973 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 22:09:17, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.3762, top5_acc: 0.7825, loss_cls: 6.4170, loss: 6.4170 +2025-05-25 20:36:15,210 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 22:04:58, time: 0.432, data_time: 0.000, memory: 13125, top1_acc: 0.3719, top5_acc: 0.7800, loss_cls: 6.4226, loss: 6.4226 +2025-05-25 20:36:58,570 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 22:01:20, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.4050, top5_acc: 0.7869, loss_cls: 6.2375, loss: 6.2375 +2025-05-25 20:37:41,885 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 21:57:50, time: 0.433, data_time: 0.000, memory: 13125, top1_acc: 0.4275, top5_acc: 0.8106, loss_cls: 6.2512, loss: 6.2512 +2025-05-25 20:38:25,286 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 21:54:47, time: 0.434, data_time: 0.000, memory: 13125, top1_acc: 0.4119, top5_acc: 0.8006, loss_cls: 6.1997, loss: 6.1997 +2025-05-25 20:39:08,875 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 21:52:24, time: 0.436, data_time: 0.000, memory: 13125, top1_acc: 0.4356, top5_acc: 0.8313, loss_cls: 5.9577, loss: 5.9577 +2025-05-25 20:39:12,000 - pyskl - INFO - Saving checkpoint at 1 epochs +2025-05-25 20:40:29,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 20:40:29,901 - pyskl - INFO - +top1_acc 0.4683 +top5_acc 0.8373 +2025-05-25 20:40:30,902 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2025-05-25 20:40:30,903 - pyskl - INFO - Best top1_acc is 0.4683 at 1 epoch. +2025-05-25 20:40:30,905 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.4683, top5_acc: 0.8373 +2025-05-25 20:41:35,487 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 22:33:52, time: 0.646, data_time: 0.213, memory: 13126, top1_acc: 0.4813, top5_acc: 0.8319, loss_cls: 5.9242, loss: 5.9242 +2025-05-25 20:42:18,889 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 22:29:39, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4456, top5_acc: 0.8337, loss_cls: 5.9361, loss: 5.9361 +2025-05-25 20:43:02,223 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 22:25:33, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4756, top5_acc: 0.8331, loss_cls: 5.8104, loss: 5.8104 +2025-05-25 20:43:45,584 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 22:21:44, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4325, top5_acc: 0.8231, loss_cls: 6.0308, loss: 6.0308 +2025-05-25 20:44:28,986 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 22:18:12, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4806, top5_acc: 0.8438, loss_cls: 5.8760, loss: 5.8760 +2025-05-25 20:45:12,374 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 22:14:50, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4988, top5_acc: 0.8519, loss_cls: 5.6795, loss: 5.6795 +2025-05-25 20:45:55,718 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 22:11:32, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.4850, top5_acc: 0.8500, loss_cls: 5.7184, loss: 5.7184 +2025-05-25 20:46:39,076 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 22:08:25, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.4819, top5_acc: 0.8444, loss_cls: 5.7214, loss: 5.7214 +2025-05-25 20:47:22,531 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 22:05:37, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.4856, top5_acc: 0.8538, loss_cls: 5.5266, loss: 5.5266 +2025-05-25 20:48:05,936 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 22:02:51, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5275, top5_acc: 0.8781, loss_cls: 5.4189, loss: 5.4189 +2025-05-25 20:48:49,362 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 22:00:14, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5212, top5_acc: 0.8681, loss_cls: 5.4343, loss: 5.4343 +2025-05-25 20:49:32,776 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 21:57:42, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5312, top5_acc: 0.8769, loss_cls: 5.3284, loss: 5.3284 +2025-05-25 20:50:16,227 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 21:55:20, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5331, top5_acc: 0.8738, loss_cls: 5.3995, loss: 5.3995 +2025-05-25 20:50:59,621 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 21:52:57, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5262, top5_acc: 0.8725, loss_cls: 5.5109, loss: 5.5109 +2025-05-25 20:51:42,999 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 21:50:37, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5737, top5_acc: 0.8962, loss_cls: 5.1601, loss: 5.1601 +2025-05-25 20:52:26,455 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 21:48:29, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5675, top5_acc: 0.8875, loss_cls: 5.2813, loss: 5.2813 +2025-05-25 20:53:09,923 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 21:46:26, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5513, top5_acc: 0.8856, loss_cls: 5.3580, loss: 5.3580 +2025-05-25 20:53:53,440 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 21:44:31, time: 0.435, data_time: 0.000, memory: 13126, top1_acc: 0.5906, top5_acc: 0.9000, loss_cls: 5.0741, loss: 5.0741 +2025-05-25 20:54:36,810 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 21:42:27, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5775, top5_acc: 0.8975, loss_cls: 5.1349, loss: 5.1349 +2025-05-25 20:55:20,243 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 21:40:32, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5837, top5_acc: 0.9056, loss_cls: 5.0152, loss: 5.0152 +2025-05-25 20:56:03,690 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 21:38:41, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.6081, top5_acc: 0.9125, loss_cls: 4.8906, loss: 4.8906 +2025-05-25 20:56:47,104 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 21:36:50, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.5981, top5_acc: 0.9144, loss_cls: 4.9793, loss: 4.9793 +2025-05-25 20:57:30,459 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 21:34:58, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.6138, top5_acc: 0.9219, loss_cls: 4.7727, loss: 4.7727 +2025-05-25 20:58:13,756 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 21:33:04, time: 0.433, data_time: 0.000, memory: 13126, top1_acc: 0.6075, top5_acc: 0.8981, loss_cls: 5.1068, loss: 5.1068 +2025-05-25 20:58:57,163 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 21:31:21, time: 0.434, data_time: 0.000, memory: 13126, top1_acc: 0.6175, top5_acc: 0.9137, loss_cls: 4.9257, loss: 4.9257 +2025-05-25 20:59:00,286 - pyskl - INFO - Saving checkpoint at 2 epochs +2025-05-25 21:00:17,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:00:17,890 - pyskl - INFO - +top1_acc 0.6232 +top5_acc 0.9168 +2025-05-25 21:00:17,947 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_1.pth was removed +2025-05-25 21:00:18,999 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2025-05-25 21:00:19,000 - pyskl - INFO - Best top1_acc is 0.6232 at 2 epoch. +2025-05-25 21:00:19,003 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.6232, top5_acc: 0.9168 +2025-05-25 21:01:23,242 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 21:51:36, time: 0.642, data_time: 0.209, memory: 13127, top1_acc: 0.6294, top5_acc: 0.9181, loss_cls: 4.8035, loss: 4.8035 +2025-05-25 21:02:06,556 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 21:49:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6138, top5_acc: 0.9206, loss_cls: 4.8162, loss: 4.8162 +2025-05-25 21:02:49,795 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 21:47:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6338, top5_acc: 0.9244, loss_cls: 4.7896, loss: 4.7896 +2025-05-25 21:03:33,063 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 21:45:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6475, top5_acc: 0.9250, loss_cls: 4.6453, loss: 4.6453 +2025-05-25 21:04:16,410 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 21:43:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6356, top5_acc: 0.9194, loss_cls: 4.6675, loss: 4.6675 +2025-05-25 21:04:59,695 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 21:41:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6444, top5_acc: 0.9256, loss_cls: 4.5684, loss: 4.5684 +2025-05-25 21:05:42,995 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 21:39:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6344, top5_acc: 0.9263, loss_cls: 4.7247, loss: 4.7247 +2025-05-25 21:06:26,295 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 21:37:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6456, top5_acc: 0.9219, loss_cls: 4.6693, loss: 4.6693 +2025-05-25 21:07:09,486 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 21:35:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6481, top5_acc: 0.9275, loss_cls: 4.6038, loss: 4.6038 +2025-05-25 21:07:52,739 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 21:33:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6713, top5_acc: 0.9256, loss_cls: 4.5213, loss: 4.5213 +2025-05-25 21:08:36,103 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 21:31:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6700, top5_acc: 0.9263, loss_cls: 4.5031, loss: 4.5031 +2025-05-25 21:09:19,404 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 21:29:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6219, top5_acc: 0.9150, loss_cls: 4.7572, loss: 4.7572 +2025-05-25 21:10:02,610 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 21:28:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6631, top5_acc: 0.9275, loss_cls: 4.4929, loss: 4.4929 +2025-05-25 21:10:46,006 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 21:26:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6663, top5_acc: 0.9325, loss_cls: 4.4242, loss: 4.4242 +2025-05-25 21:11:29,306 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 21:24:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6400, top5_acc: 0.9256, loss_cls: 4.7127, loss: 4.7127 +2025-05-25 21:12:12,552 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 21:23:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.6500, top5_acc: 0.9294, loss_cls: 4.6014, loss: 4.6014 +2025-05-25 21:12:55,844 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 21:21:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6575, top5_acc: 0.9319, loss_cls: 4.5542, loss: 4.5542 +2025-05-25 21:13:39,143 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 21:19:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6656, top5_acc: 0.9300, loss_cls: 4.3974, loss: 4.3974 +2025-05-25 21:14:22,554 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 21:18:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6781, top5_acc: 0.9300, loss_cls: 4.4158, loss: 4.4158 +2025-05-25 21:15:05,815 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 21:16:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9431, loss_cls: 4.3466, loss: 4.3466 +2025-05-25 21:15:49,202 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 21:15:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6650, top5_acc: 0.9281, loss_cls: 4.4816, loss: 4.4816 +2025-05-25 21:16:32,604 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 21:14:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6825, top5_acc: 0.9350, loss_cls: 4.3996, loss: 4.3996 +2025-05-25 21:17:16,314 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 21:13:00, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.6844, top5_acc: 0.9437, loss_cls: 4.3412, loss: 4.3412 +2025-05-25 21:17:59,840 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 21:11:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9431, loss_cls: 4.3456, loss: 4.3456 +2025-05-25 21:18:43,132 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 21:10:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6819, top5_acc: 0.9325, loss_cls: 4.4115, loss: 4.4115 +2025-05-25 21:18:46,180 - pyskl - INFO - Saving checkpoint at 3 epochs +2025-05-25 21:20:03,602 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:20:03,670 - pyskl - INFO - +top1_acc 0.6900 +top5_acc 0.9315 +2025-05-25 21:20:03,723 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_2.pth was removed +2025-05-25 21:20:04,720 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2025-05-25 21:20:04,721 - pyskl - INFO - Best top1_acc is 0.6900 at 3 epoch. +2025-05-25 21:20:04,723 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6900, top5_acc: 0.9315 +2025-05-25 21:21:09,595 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 21:24:05, time: 0.649, data_time: 0.214, memory: 13127, top1_acc: 0.6919, top5_acc: 0.9344, loss_cls: 4.3554, loss: 4.3554 +2025-05-25 21:21:52,983 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 21:22:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6925, top5_acc: 0.9425, loss_cls: 4.3457, loss: 4.3457 +2025-05-25 21:22:36,367 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 21:21:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7131, top5_acc: 0.9406, loss_cls: 4.2591, loss: 4.2591 +2025-05-25 21:23:19,810 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 21:19:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7225, top5_acc: 0.9500, loss_cls: 4.1883, loss: 4.1883 +2025-05-25 21:24:03,087 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 21:18:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9444, loss_cls: 4.2096, loss: 4.2096 +2025-05-25 21:24:46,494 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 21:16:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6875, top5_acc: 0.9463, loss_cls: 4.2408, loss: 4.2408 +2025-05-25 21:25:29,890 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 21:15:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7031, top5_acc: 0.9400, loss_cls: 4.2814, loss: 4.2814 +2025-05-25 21:26:13,277 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 21:13:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6931, top5_acc: 0.9363, loss_cls: 4.1942, loss: 4.1942 +2025-05-25 21:26:56,618 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 21:12:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.6994, top5_acc: 0.9419, loss_cls: 4.3357, loss: 4.3357 +2025-05-25 21:27:40,022 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 21:10:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9469, loss_cls: 4.2027, loss: 4.2027 +2025-05-25 21:28:23,418 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 21:09:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7063, top5_acc: 0.9544, loss_cls: 4.1181, loss: 4.1181 +2025-05-25 21:29:06,866 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 21:08:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7056, top5_acc: 0.9487, loss_cls: 4.2179, loss: 4.2179 +2025-05-25 21:29:50,246 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 21:06:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7044, top5_acc: 0.9413, loss_cls: 4.1707, loss: 4.1707 +2025-05-25 21:30:33,703 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 21:05:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9494, loss_cls: 4.1781, loss: 4.1781 +2025-05-25 21:31:17,119 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 21:04:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7244, top5_acc: 0.9537, loss_cls: 4.0153, loss: 4.0153 +2025-05-25 21:32:00,555 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 21:03:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.6981, top5_acc: 0.9394, loss_cls: 4.2358, loss: 4.2358 +2025-05-25 21:32:44,010 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 21:01:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.6950, top5_acc: 0.9425, loss_cls: 4.1797, loss: 4.1797 +2025-05-25 21:33:27,435 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 21:00:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9394, loss_cls: 4.0931, loss: 4.0931 +2025-05-25 21:34:10,883 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 20:59:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7356, top5_acc: 0.9537, loss_cls: 4.0721, loss: 4.0721 +2025-05-25 21:34:54,281 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 20:58:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7188, top5_acc: 0.9400, loss_cls: 4.1246, loss: 4.1246 +2025-05-25 21:35:37,737 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 20:56:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9494, loss_cls: 4.0689, loss: 4.0689 +2025-05-25 21:36:21,149 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 20:55:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9444, loss_cls: 4.1003, loss: 4.1003 +2025-05-25 21:37:04,597 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 20:54:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7119, top5_acc: 0.9413, loss_cls: 4.1797, loss: 4.1797 +2025-05-25 21:37:48,346 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 20:53:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7156, top5_acc: 0.9494, loss_cls: 4.0287, loss: 4.0287 +2025-05-25 21:38:31,930 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 20:52:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7113, top5_acc: 0.9431, loss_cls: 4.0157, loss: 4.0157 +2025-05-25 21:38:35,086 - pyskl - INFO - Saving checkpoint at 4 epochs +2025-05-25 21:39:52,552 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 21:39:52,621 - pyskl - INFO - +top1_acc 0.7066 +top5_acc 0.9346 +2025-05-25 21:39:52,672 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_3.pth was removed +2025-05-25 21:39:53,667 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2025-05-25 21:39:53,668 - pyskl - INFO - Best top1_acc is 0.7066 at 4 epoch. +2025-05-25 21:39:53,671 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.7066, top5_acc: 0.9346 +2025-05-25 21:40:58,984 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 21:02:49, time: 0.653, data_time: 0.219, memory: 13127, top1_acc: 0.7350, top5_acc: 0.9544, loss_cls: 3.9906, loss: 3.9906 +2025-05-25 21:41:42,250 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 21:01:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9606, loss_cls: 3.8948, loss: 3.8948 +2025-05-25 21:42:25,552 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 21:00:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7362, top5_acc: 0.9531, loss_cls: 3.8860, loss: 3.8860 +2025-05-25 21:43:08,741 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 20:58:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7081, top5_acc: 0.9437, loss_cls: 4.0619, loss: 4.0619 +2025-05-25 21:43:51,986 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 20:57:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9563, loss_cls: 4.0072, loss: 4.0072 +2025-05-25 21:44:35,190 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 20:55:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9550, loss_cls: 3.8574, loss: 3.8574 +2025-05-25 21:45:18,395 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 20:54:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9537, loss_cls: 4.0197, loss: 4.0197 +2025-05-25 21:46:01,595 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 20:53:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9500, loss_cls: 3.9667, loss: 3.9667 +2025-05-25 21:46:44,755 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 20:51:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 3.9939, loss: 3.9939 +2025-05-25 21:47:28,096 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 20:50:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9563, loss_cls: 4.0595, loss: 4.0595 +2025-05-25 21:48:11,264 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 20:49:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7219, top5_acc: 0.9569, loss_cls: 4.0413, loss: 4.0413 +2025-05-25 21:48:54,425 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 20:48:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7281, top5_acc: 0.9613, loss_cls: 4.0208, loss: 4.0208 +2025-05-25 21:49:37,623 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 20:46:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7312, top5_acc: 0.9613, loss_cls: 3.9024, loss: 3.9024 +2025-05-25 21:50:20,831 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 20:45:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9594, loss_cls: 3.8081, loss: 3.8081 +2025-05-25 21:51:04,009 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 20:44:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7238, top5_acc: 0.9619, loss_cls: 3.9303, loss: 3.9303 +2025-05-25 21:51:47,214 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 20:42:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7406, top5_acc: 0.9619, loss_cls: 3.9045, loss: 3.9045 +2025-05-25 21:52:30,394 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 20:41:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7019, top5_acc: 0.9519, loss_cls: 4.0992, loss: 4.0992 +2025-05-25 21:53:13,603 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 20:40:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 3.8735, loss: 3.8735 +2025-05-25 21:53:56,811 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 20:39:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9463, loss_cls: 3.7120, loss: 3.7120 +2025-05-25 21:54:40,030 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 20:38:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 4.0989, loss: 4.0989 +2025-05-25 21:55:23,289 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 20:36:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 3.8143, loss: 3.8143 +2025-05-25 21:56:06,691 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 20:35:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 3.9767, loss: 3.9767 +2025-05-25 21:56:50,112 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 20:34:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7462, top5_acc: 0.9594, loss_cls: 3.8387, loss: 3.8387 +2025-05-25 21:57:33,571 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 20:33:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7231, top5_acc: 0.9487, loss_cls: 3.9869, loss: 3.9869 +2025-05-25 21:58:16,937 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 20:32:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7262, top5_acc: 0.9513, loss_cls: 3.9278, loss: 3.9278 +2025-05-25 21:58:20,037 - pyskl - INFO - Saving checkpoint at 5 epochs +2025-05-25 22:07:20,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:07:20,343 - pyskl - INFO - +top1_acc 0.7667 +top5_acc 0.9582 +2025-05-25 22:07:20,393 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_4.pth was removed +2025-05-25 22:07:21,555 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2025-05-25 22:07:21,556 - pyskl - INFO - Best top1_acc is 0.7667 at 5 epoch. +2025-05-25 22:07:21,559 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.7667, top5_acc: 0.9582 +2025-05-25 22:08:26,761 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 20:40:30, time: 0.652, data_time: 0.218, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 3.7017, loss: 3.7017 +2025-05-25 22:09:10,087 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 20:39:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7419, top5_acc: 0.9637, loss_cls: 3.7649, loss: 3.7649 +2025-05-25 22:09:53,477 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 20:38:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 3.8557, loss: 3.8557 +2025-05-25 22:10:36,766 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 20:36:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 3.7362, loss: 3.7362 +2025-05-25 22:11:20,165 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 20:35:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7331, top5_acc: 0.9606, loss_cls: 3.7637, loss: 3.7637 +2025-05-25 22:12:03,514 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 20:34:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7519, top5_acc: 0.9575, loss_cls: 3.7862, loss: 3.7862 +2025-05-25 22:12:46,897 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 20:33:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 3.7997, loss: 3.7997 +2025-05-25 22:13:30,272 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 20:32:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7575, top5_acc: 0.9519, loss_cls: 3.7501, loss: 3.7501 +2025-05-25 22:14:13,736 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 20:31:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7475, top5_acc: 0.9594, loss_cls: 3.7803, loss: 3.7803 +2025-05-25 22:14:57,116 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 20:30:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7400, top5_acc: 0.9475, loss_cls: 3.9342, loss: 3.9342 +2025-05-25 22:15:40,475 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 20:29:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 3.8338, loss: 3.8338 +2025-05-25 22:16:23,947 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 20:28:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7394, top5_acc: 0.9569, loss_cls: 3.8847, loss: 3.8847 +2025-05-25 22:17:07,306 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 20:26:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 3.9181, loss: 3.9181 +2025-05-25 22:17:50,814 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 20:25:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 3.7416, loss: 3.7416 +2025-05-25 22:18:34,141 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 20:24:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9569, loss_cls: 3.8692, loss: 3.8692 +2025-05-25 22:19:17,712 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 20:23:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9500, loss_cls: 3.8003, loss: 3.8003 +2025-05-25 22:20:01,155 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 20:22:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 3.7011, loss: 3.7011 +2025-05-25 22:20:44,520 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 20:21:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9519, loss_cls: 3.7236, loss: 3.7236 +2025-05-25 22:21:27,942 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 20:20:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9731, loss_cls: 3.5937, loss: 3.5937 +2025-05-25 22:22:11,197 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 20:19:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 3.8721, loss: 3.8721 +2025-05-25 22:22:54,615 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 20:18:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 3.8996, loss: 3.8996 +2025-05-25 22:23:38,063 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 20:17:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9613, loss_cls: 3.7048, loss: 3.7048 +2025-05-25 22:24:21,518 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 20:16:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 3.6706, loss: 3.6706 +2025-05-25 22:25:05,149 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 20:15:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9631, loss_cls: 3.6913, loss: 3.6913 +2025-05-25 22:25:48,575 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 20:14:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 3.6970, loss: 3.6970 +2025-05-25 22:25:51,672 - pyskl - INFO - Saving checkpoint at 6 epochs +2025-05-25 22:27:09,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:27:10,021 - pyskl - INFO - +top1_acc 0.7420 +top5_acc 0.9551 +2025-05-25 22:27:10,024 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7420, top5_acc: 0.9551 +2025-05-25 22:28:15,800 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 20:21:15, time: 0.658, data_time: 0.223, memory: 13127, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 3.5697, loss: 3.5697 +2025-05-25 22:28:59,392 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 20:20:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 3.8048, loss: 3.8048 +2025-05-25 22:29:42,858 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 20:19:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9619, loss_cls: 3.6734, loss: 3.6734 +2025-05-25 22:30:26,405 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 20:18:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 3.6791, loss: 3.6791 +2025-05-25 22:31:09,725 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 20:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9650, loss_cls: 3.7292, loss: 3.7292 +2025-05-25 22:31:53,066 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 20:16:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9506, loss_cls: 3.7630, loss: 3.7630 +2025-05-25 22:32:36,448 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 20:14:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 3.7076, loss: 3.7076 +2025-05-25 22:33:19,834 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 20:13:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9606, loss_cls: 3.6763, loss: 3.6763 +2025-05-25 22:34:03,250 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 20:12:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 3.7946, loss: 3.7946 +2025-05-25 22:34:46,707 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 20:11:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9606, loss_cls: 3.7641, loss: 3.7641 +2025-05-25 22:35:30,022 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 20:10:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 3.7046, loss: 3.7046 +2025-05-25 22:36:13,457 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 20:09:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7594, top5_acc: 0.9619, loss_cls: 3.7331, loss: 3.7331 +2025-05-25 22:36:56,826 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 20:08:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7669, top5_acc: 0.9663, loss_cls: 3.6666, loss: 3.6666 +2025-05-25 22:37:40,201 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 20:07:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 3.6704, loss: 3.6704 +2025-05-25 22:38:23,650 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 20:06:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 3.7641, loss: 3.7641 +2025-05-25 22:39:06,954 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 20:05:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7556, top5_acc: 0.9631, loss_cls: 3.7466, loss: 3.7466 +2025-05-25 22:39:50,253 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 20:04:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9637, loss_cls: 3.6758, loss: 3.6758 +2025-05-25 22:40:33,613 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 20:03:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7619, top5_acc: 0.9619, loss_cls: 3.7018, loss: 3.7018 +2025-05-25 22:41:16,977 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 20:02:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9650, loss_cls: 3.5973, loss: 3.5973 +2025-05-25 22:42:00,359 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 20:01:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 3.6914, loss: 3.6914 +2025-05-25 22:42:43,813 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 20:00:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9681, loss_cls: 3.6573, loss: 3.6573 +2025-05-25 22:43:27,274 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 19:59:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 3.5755, loss: 3.5755 +2025-05-25 22:44:10,784 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 19:58:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7562, top5_acc: 0.9644, loss_cls: 3.6477, loss: 3.6477 +2025-05-25 22:44:54,298 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 19:57:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 3.5873, loss: 3.5873 +2025-05-25 22:45:37,785 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 19:56:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 3.6625, loss: 3.6625 +2025-05-25 22:45:40,931 - pyskl - INFO - Saving checkpoint at 7 epochs +2025-05-25 22:46:59,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 22:46:59,181 - pyskl - INFO - +top1_acc 0.7613 +top5_acc 0.9578 +2025-05-25 22:46:59,184 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7613, top5_acc: 0.9578 +2025-05-25 22:48:04,930 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 20:02:16, time: 0.657, data_time: 0.222, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9669, loss_cls: 3.5586, loss: 3.5586 +2025-05-25 22:48:48,297 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 20:01:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7769, top5_acc: 0.9694, loss_cls: 3.6003, loss: 3.6003 +2025-05-25 22:49:31,647 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 20:00:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7612, top5_acc: 0.9581, loss_cls: 3.6609, loss: 3.6609 +2025-05-25 22:50:15,103 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 19:59:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 3.6323, loss: 3.6323 +2025-05-25 22:50:58,528 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 19:58:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9712, loss_cls: 3.5595, loss: 3.5595 +2025-05-25 22:51:41,979 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 19:57:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7588, top5_acc: 0.9569, loss_cls: 3.7789, loss: 3.7789 +2025-05-25 22:52:25,387 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 19:56:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 3.5668, loss: 3.5668 +2025-05-25 22:53:08,709 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 19:55:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 3.5552, loss: 3.5552 +2025-05-25 22:53:52,015 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 19:54:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7644, top5_acc: 0.9650, loss_cls: 3.6575, loss: 3.6575 +2025-05-25 22:54:35,395 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 19:53:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 3.6107, loss: 3.6107 +2025-05-25 22:55:18,736 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 19:52:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 3.6027, loss: 3.6027 +2025-05-25 22:56:02,122 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 19:51:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9675, loss_cls: 3.5511, loss: 3.5511 +2025-05-25 22:56:45,526 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 19:50:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 3.4567, loss: 3.4567 +2025-05-25 22:57:28,861 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 19:49:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 3.6028, loss: 3.6028 +2025-05-25 22:58:12,219 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 19:48:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7738, top5_acc: 0.9688, loss_cls: 3.4711, loss: 3.4711 +2025-05-25 22:58:55,586 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 19:47:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 3.6262, loss: 3.6262 +2025-05-25 22:59:39,001 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 19:46:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7675, top5_acc: 0.9650, loss_cls: 3.5963, loss: 3.5963 +2025-05-25 23:00:22,345 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 19:45:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 3.6770, loss: 3.6770 +2025-05-25 23:01:05,744 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 19:44:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 3.5921, loss: 3.5921 +2025-05-25 23:01:49,115 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 19:43:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7700, top5_acc: 0.9644, loss_cls: 3.6023, loss: 3.6023 +2025-05-25 23:02:32,564 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 19:42:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7800, top5_acc: 0.9600, loss_cls: 3.5450, loss: 3.5450 +2025-05-25 23:03:16,219 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 19:41:22, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 3.5439, loss: 3.5439 +2025-05-25 23:03:59,700 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 19:40:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 3.7478, loss: 3.7478 +2025-05-25 23:04:43,034 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 19:39:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9769, loss_cls: 3.3683, loss: 3.3683 +2025-05-25 23:05:26,691 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 19:38:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9731, loss_cls: 3.5232, loss: 3.5232 +2025-05-25 23:05:29,813 - pyskl - INFO - Saving checkpoint at 8 epochs +2025-05-25 23:06:47,833 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:06:47,900 - pyskl - INFO - +top1_acc 0.7314 +top5_acc 0.9500 +2025-05-25 23:06:47,903 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7314, top5_acc: 0.9500 +2025-05-25 23:07:52,868 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 19:43:08, time: 0.650, data_time: 0.215, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9706, loss_cls: 3.6046, loss: 3.6046 +2025-05-25 23:08:36,186 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 19:42:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 3.5007, loss: 3.5007 +2025-05-25 23:09:19,562 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 19:41:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 3.4008, loss: 3.4008 +2025-05-25 23:10:02,893 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 19:40:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7831, top5_acc: 0.9606, loss_cls: 3.5931, loss: 3.5931 +2025-05-25 23:10:46,234 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 19:39:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 3.5177, loss: 3.5177 +2025-05-25 23:11:29,570 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 19:38:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7606, top5_acc: 0.9594, loss_cls: 3.6272, loss: 3.6272 +2025-05-25 23:12:12,961 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 19:37:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 3.5463, loss: 3.5463 +2025-05-25 23:12:56,314 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 19:36:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 3.4526, loss: 3.4526 +2025-05-25 23:13:39,630 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 19:35:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9656, loss_cls: 3.4907, loss: 3.4907 +2025-05-25 23:14:22,997 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 19:34:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7856, top5_acc: 0.9706, loss_cls: 3.5527, loss: 3.5527 +2025-05-25 23:15:06,357 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 19:33:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 3.5030, loss: 3.5030 +2025-05-25 23:15:49,670 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 19:32:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 3.4128, loss: 3.4128 +2025-05-25 23:16:32,959 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 19:31:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 3.5165, loss: 3.5165 +2025-05-25 23:17:16,349 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 19:30:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 3.5965, loss: 3.5965 +2025-05-25 23:17:59,650 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 19:29:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9569, loss_cls: 3.5894, loss: 3.5894 +2025-05-25 23:18:42,975 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 19:28:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7788, top5_acc: 0.9706, loss_cls: 3.5332, loss: 3.5332 +2025-05-25 23:19:26,338 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 19:27:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 3.5204, loss: 3.5204 +2025-05-25 23:20:09,657 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 19:26:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.4346, loss: 3.4346 +2025-05-25 23:20:52,966 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 19:25:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 3.3943, loss: 3.3943 +2025-05-25 23:21:36,364 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 19:24:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 3.4854, loss: 3.4854 +2025-05-25 23:22:19,887 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 19:23:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 3.5480, loss: 3.5480 +2025-05-25 23:23:03,363 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 19:22:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 3.5678, loss: 3.5678 +2025-05-25 23:23:46,818 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 19:21:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 3.4672, loss: 3.4672 +2025-05-25 23:24:30,161 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 19:20:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 3.4548, loss: 3.4548 +2025-05-25 23:25:13,590 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 19:19:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9631, loss_cls: 3.4030, loss: 3.4030 +2025-05-25 23:25:16,734 - pyskl - INFO - Saving checkpoint at 9 epochs +2025-05-25 23:26:33,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:26:33,774 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9628 +2025-05-25 23:26:33,842 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_5.pth was removed +2025-05-25 23:26:34,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2025-05-25 23:26:34,843 - pyskl - INFO - Best top1_acc is 0.7919 at 9 epoch. +2025-05-25 23:26:34,845 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7919, top5_acc: 0.9628 +2025-05-25 23:27:40,144 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 19:23:57, time: 0.653, data_time: 0.218, memory: 13127, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 3.4293, loss: 3.4293 +2025-05-25 23:28:23,739 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 19:23:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8025, top5_acc: 0.9712, loss_cls: 3.4636, loss: 3.4636 +2025-05-25 23:29:07,252 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 19:22:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.4194, loss: 3.4194 +2025-05-25 23:29:50,586 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 19:21:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 3.4029, loss: 3.4029 +2025-05-25 23:30:33,935 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 19:20:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7944, top5_acc: 0.9738, loss_cls: 3.4269, loss: 3.4269 +2025-05-25 23:31:17,344 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 19:19:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 3.4053, loss: 3.4053 +2025-05-25 23:32:00,631 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 19:18:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 3.6574, loss: 3.6574 +2025-05-25 23:32:44,047 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 19:17:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 3.4449, loss: 3.4449 +2025-05-25 23:33:27,419 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 19:16:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9681, loss_cls: 3.4263, loss: 3.4263 +2025-05-25 23:34:10,748 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 19:15:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9700, loss_cls: 3.5203, loss: 3.5203 +2025-05-25 23:34:54,037 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 19:14:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 3.4609, loss: 3.4609 +2025-05-25 23:35:37,357 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 19:13:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 3.4299, loss: 3.4299 +2025-05-25 23:36:20,645 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 19:12:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 3.4235, loss: 3.4235 +2025-05-25 23:37:03,951 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 19:11:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 3.3596, loss: 3.3596 +2025-05-25 23:37:47,258 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 19:10:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 3.4113, loss: 3.4113 +2025-05-25 23:38:30,553 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 19:09:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 3.6588, loss: 3.6588 +2025-05-25 23:39:13,824 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 19:08:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8000, top5_acc: 0.9656, loss_cls: 3.4187, loss: 3.4187 +2025-05-25 23:39:57,080 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 19:07:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 3.5242, loss: 3.5242 +2025-05-25 23:40:40,423 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 19:06:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 3.3482, loss: 3.3482 +2025-05-25 23:41:23,894 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 19:05:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 3.4168, loss: 3.4168 +2025-05-25 23:42:07,528 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 19:05:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 3.4880, loss: 3.4880 +2025-05-25 23:42:51,119 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 19:04:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 3.2141, loss: 3.2141 +2025-05-25 23:43:34,622 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 19:03:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.3177, loss: 3.3177 +2025-05-25 23:44:18,051 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 19:02:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 3.4506, loss: 3.4506 +2025-05-25 23:45:01,558 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 19:01:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 3.4087, loss: 3.4087 +2025-05-25 23:45:04,749 - pyskl - INFO - Saving checkpoint at 10 epochs +2025-05-25 23:53:34,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-25 23:53:34,765 - pyskl - INFO - +top1_acc 0.7742 +top5_acc 0.9603 +2025-05-25 23:53:34,769 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7742, top5_acc: 0.9603 +2025-05-25 23:54:40,594 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 19:05:13, time: 0.658, data_time: 0.223, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9769, loss_cls: 3.3034, loss: 3.3034 +2025-05-25 23:55:24,192 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 19:04:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.3224, loss: 3.3224 +2025-05-25 23:56:07,811 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 19:03:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7887, top5_acc: 0.9656, loss_cls: 3.3565, loss: 3.3565 +2025-05-25 23:56:51,762 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 19:02:39, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 3.4650, loss: 3.4650 +2025-05-25 23:57:35,504 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 19:01:49, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 3.5173, loss: 3.5173 +2025-05-25 23:58:19,424 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 19:01:00, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 3.4156, loss: 3.4156 +2025-05-25 23:59:02,899 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 19:00:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.3841, loss: 3.3841 +2025-05-25 23:59:46,361 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 18:59:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 3.4310, loss: 3.4310 +2025-05-26 00:00:29,750 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 18:58:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 3.3561, loss: 3.3561 +2025-05-26 00:01:13,268 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 18:57:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9800, loss_cls: 3.3043, loss: 3.3043 +2025-05-26 00:01:56,738 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 18:56:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 3.3674, loss: 3.3674 +2025-05-26 00:02:40,114 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 18:55:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 3.3522, loss: 3.3522 +2025-05-26 00:03:23,458 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 18:54:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 3.3421, loss: 3.3421 +2025-05-26 00:04:06,726 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 18:53:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.3866, loss: 3.3866 +2025-05-26 00:04:50,092 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 18:52:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 3.3923, loss: 3.3923 +2025-05-26 00:05:33,406 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 18:51:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.7844, top5_acc: 0.9738, loss_cls: 3.4878, loss: 3.4878 +2025-05-26 00:06:16,788 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 18:50:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 3.2639, loss: 3.2639 +2025-05-26 00:07:00,182 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 18:50:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9725, loss_cls: 3.1930, loss: 3.1930 +2025-05-26 00:07:43,711 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 18:49:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 3.3587, loss: 3.3587 +2025-05-26 00:08:27,334 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 18:48:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 3.3972, loss: 3.3972 +2025-05-26 00:09:10,926 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 18:47:26, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7950, top5_acc: 0.9619, loss_cls: 3.4511, loss: 3.4511 +2025-05-26 00:09:54,524 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 18:46:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 3.4589, loss: 3.4589 +2025-05-26 00:10:37,893 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 18:45:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 3.5021, loss: 3.5021 +2025-05-26 00:11:21,361 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 18:44:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.2561, loss: 3.2561 +2025-05-26 00:12:04,835 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 18:43:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 3.2565, loss: 3.2565 +2025-05-26 00:12:08,018 - pyskl - INFO - Saving checkpoint at 11 epochs +2025-05-26 00:13:26,172 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:13:26,240 - pyskl - INFO - +top1_acc 0.7865 +top5_acc 0.9659 +2025-05-26 00:13:26,243 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7865, top5_acc: 0.9659 +2025-05-26 00:14:31,859 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 18:47:04, time: 0.656, data_time: 0.221, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9656, loss_cls: 3.2159, loss: 3.2159 +2025-05-26 00:15:15,327 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 18:46:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 3.2865, loss: 3.2865 +2025-05-26 00:15:58,992 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 18:45:19, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 3.1568, loss: 3.1568 +2025-05-26 00:16:42,594 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 18:44:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 3.3221, loss: 3.3221 +2025-05-26 00:17:26,090 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 18:43:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 3.2806, loss: 3.2806 +2025-05-26 00:18:09,702 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 18:42:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 3.3601, loss: 3.3601 +2025-05-26 00:18:53,165 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 18:41:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 3.3733, loss: 3.3733 +2025-05-26 00:19:36,643 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 18:40:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 3.3323, loss: 3.3323 +2025-05-26 00:20:20,109 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 18:40:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7956, top5_acc: 0.9681, loss_cls: 3.3898, loss: 3.3898 +2025-05-26 00:21:03,519 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 18:39:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7850, top5_acc: 0.9688, loss_cls: 3.3944, loss: 3.3944 +2025-05-26 00:21:46,958 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 18:38:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 3.3884, loss: 3.3884 +2025-05-26 00:22:30,452 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 18:37:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 3.2161, loss: 3.2161 +2025-05-26 00:23:14,082 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 18:36:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 3.4261, loss: 3.4261 +2025-05-26 00:23:57,557 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 18:35:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 3.4607, loss: 3.4607 +2025-05-26 00:24:40,932 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 18:34:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 3.3833, loss: 3.3833 +2025-05-26 00:25:24,330 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 18:33:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9681, loss_cls: 3.3945, loss: 3.3945 +2025-05-26 00:26:07,731 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 18:32:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 3.3760, loss: 3.3760 +2025-05-26 00:26:51,173 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 18:32:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7963, top5_acc: 0.9731, loss_cls: 3.2736, loss: 3.2736 +2025-05-26 00:27:34,701 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 18:31:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 3.3195, loss: 3.3195 +2025-05-26 00:28:18,238 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 18:30:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 3.2898, loss: 3.2898 +2025-05-26 00:29:01,881 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 18:29:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7825, top5_acc: 0.9556, loss_cls: 3.4867, loss: 3.4867 +2025-05-26 00:29:45,582 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 18:28:40, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 3.2879, loss: 3.2879 +2025-05-26 00:30:29,129 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 18:27:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 3.3030, loss: 3.3030 +2025-05-26 00:31:12,571 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 18:26:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 3.3951, loss: 3.3951 +2025-05-26 00:31:56,015 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 18:26:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 3.4048, loss: 3.4048 +2025-05-26 00:31:59,089 - pyskl - INFO - Saving checkpoint at 12 epochs +2025-05-26 00:33:16,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:33:16,741 - pyskl - INFO - +top1_acc 0.7582 +top5_acc 0.9585 +2025-05-26 00:33:16,744 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7582, top5_acc: 0.9585 +2025-05-26 00:34:22,629 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 18:28:55, time: 0.659, data_time: 0.223, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 3.2306, loss: 3.2306 +2025-05-26 00:35:06,304 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 18:28:04, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 3.1951, loss: 3.1951 +2025-05-26 00:35:50,104 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 18:27:15, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.7925, top5_acc: 0.9725, loss_cls: 3.4168, loss: 3.4168 +2025-05-26 00:36:33,633 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 18:26:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 3.2956, loss: 3.2956 +2025-05-26 00:37:17,376 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 18:25:33, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 3.2986, loss: 3.2986 +2025-05-26 00:38:01,005 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 18:24:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 3.2592, loss: 3.2592 +2025-05-26 00:38:44,569 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 18:23:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 3.3126, loss: 3.3126 +2025-05-26 00:39:28,008 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 18:22:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8031, top5_acc: 0.9669, loss_cls: 3.3290, loss: 3.3290 +2025-05-26 00:40:11,526 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 18:22:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.1603, loss: 3.1603 +2025-05-26 00:40:55,027 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 18:21:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9669, loss_cls: 3.2140, loss: 3.2140 +2025-05-26 00:41:38,522 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 18:20:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 3.3737, loss: 3.3737 +2025-05-26 00:42:22,059 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 18:19:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 3.2778, loss: 3.2778 +2025-05-26 00:43:05,683 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 18:18:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 3.3350, loss: 3.3350 +2025-05-26 00:43:49,233 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 18:17:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 3.1707, loss: 3.1707 +2025-05-26 00:44:32,794 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 18:16:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 3.4245, loss: 3.4245 +2025-05-26 00:45:16,322 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 18:16:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 3.3682, loss: 3.3682 +2025-05-26 00:45:59,910 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 18:15:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 3.2131, loss: 3.2131 +2025-05-26 00:46:43,514 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 18:14:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.2008, loss: 3.2008 +2025-05-26 00:47:27,085 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 18:13:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 3.2713, loss: 3.2713 +2025-05-26 00:48:11,000 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 18:12:44, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9788, loss_cls: 3.2666, loss: 3.2666 +2025-05-26 00:48:54,545 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 18:11:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 3.2251, loss: 3.2251 +2025-05-26 00:49:37,976 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 18:11:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 3.2154, loss: 3.2154 +2025-05-26 00:50:21,347 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 18:10:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 3.3874, loss: 3.3874 +2025-05-26 00:51:04,826 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 18:09:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.2592, loss: 3.2592 +2025-05-26 00:51:48,299 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 18:08:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8081, top5_acc: 0.9762, loss_cls: 3.2296, loss: 3.2296 +2025-05-26 00:51:51,447 - pyskl - INFO - Saving checkpoint at 13 epochs +2025-05-26 00:53:09,099 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 00:53:09,168 - pyskl - INFO - +top1_acc 0.7946 +top5_acc 0.9626 +2025-05-26 00:53:09,218 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_9.pth was removed +2025-05-26 00:53:10,273 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2025-05-26 00:53:10,275 - pyskl - INFO - Best top1_acc is 0.7946 at 13 epoch. +2025-05-26 00:53:10,279 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7946, top5_acc: 0.9626 +2025-05-26 00:54:15,772 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 18:10:53, time: 0.655, data_time: 0.219, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 3.0894, loss: 3.0894 +2025-05-26 00:54:59,415 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 18:10:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 3.2532, loss: 3.2532 +2025-05-26 00:55:43,249 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 18:09:14, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 3.1858, loss: 3.1858 +2025-05-26 00:56:26,943 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 18:08:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 3.2463, loss: 3.2463 +2025-05-26 00:57:10,620 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 18:07:34, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 3.2828, loss: 3.2828 +2025-05-26 00:57:54,236 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 18:06:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 3.2718, loss: 3.2718 +2025-05-26 00:58:37,913 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 18:05:54, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 3.2072, loss: 3.2072 +2025-05-26 00:59:21,553 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 18:05:03, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 3.2235, loss: 3.2235 +2025-05-26 01:00:05,179 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 18:04:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 3.2795, loss: 3.2795 +2025-05-26 01:00:48,802 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 1 day, 18:03:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 3.3142, loss: 3.3142 +2025-05-26 01:01:32,394 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 1 day, 18:02:32, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 3.3609, loss: 3.3609 +2025-05-26 01:02:15,934 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 1 day, 18:01:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 3.1960, loss: 3.1960 +2025-05-26 01:02:59,447 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 1 day, 18:00:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 3.2337, loss: 3.2337 +2025-05-26 01:03:42,927 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 1 day, 17:59:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 3.1168, loss: 3.1168 +2025-05-26 01:04:26,365 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 1 day, 17:59:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 3.2166, loss: 3.2166 +2025-05-26 01:05:09,837 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 1 day, 17:58:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.2189, loss: 3.2189 +2025-05-26 01:05:53,300 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 1 day, 17:57:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 3.2452, loss: 3.2452 +2025-05-26 01:06:36,807 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 1 day, 17:56:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 3.1465, loss: 3.1465 +2025-05-26 01:07:20,455 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 1 day, 17:55:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 3.2045, loss: 3.2045 +2025-05-26 01:08:04,058 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 1 day, 17:54:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 3.2915, loss: 3.2915 +2025-05-26 01:08:47,686 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 1 day, 17:54:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 3.3333, loss: 3.3333 +2025-05-26 01:09:31,130 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 1 day, 17:53:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 3.2566, loss: 3.2566 +2025-05-26 01:10:14,620 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 1 day, 17:52:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9688, loss_cls: 3.2744, loss: 3.2744 +2025-05-26 01:10:58,332 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 1 day, 17:51:29, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 3.2716, loss: 3.2716 +2025-05-26 01:11:41,961 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 1 day, 17:50:39, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 3.2265, loss: 3.2265 +2025-05-26 01:11:45,102 - pyskl - INFO - Saving checkpoint at 14 epochs +2025-05-26 01:13:03,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:13:03,227 - pyskl - INFO - +top1_acc 0.8040 +top5_acc 0.9662 +2025-05-26 01:13:03,303 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_13.pth was removed +2025-05-26 01:13:04,443 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2025-05-26 01:13:04,445 - pyskl - INFO - Best top1_acc is 0.8040 at 14 epoch. +2025-05-26 01:13:04,447 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.8040, top5_acc: 0.9662 +2025-05-26 01:14:09,547 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 1 day, 17:52:49, time: 0.651, data_time: 0.216, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 3.1494, loss: 3.1494 +2025-05-26 01:14:53,005 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 1 day, 17:51:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 3.1887, loss: 3.1887 +2025-05-26 01:15:36,518 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 1 day, 17:51:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 3.1607, loss: 3.1607 +2025-05-26 01:16:19,940 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 1 day, 17:50:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9806, loss_cls: 3.0987, loss: 3.0987 +2025-05-26 01:17:03,462 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 1 day, 17:49:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.2465, loss: 3.2465 +2025-05-26 01:17:46,824 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 1 day, 17:48:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 3.2277, loss: 3.2277 +2025-05-26 01:18:30,245 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 1 day, 17:47:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 3.1637, loss: 3.1637 +2025-05-26 01:19:13,599 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 1 day, 17:46:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 3.2823, loss: 3.2823 +2025-05-26 01:19:56,947 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 1 day, 17:45:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 3.2532, loss: 3.2532 +2025-05-26 01:20:40,159 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 1 day, 17:44:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 3.2395, loss: 3.2395 +2025-05-26 01:21:23,563 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 1 day, 17:44:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 3.1359, loss: 3.1359 +2025-05-26 01:22:06,873 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 1 day, 17:43:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 3.2288, loss: 3.2288 +2025-05-26 01:22:50,193 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 1 day, 17:42:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.1953, loss: 3.1953 +2025-05-26 01:23:33,583 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 1 day, 17:41:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.1973, loss: 3.1973 +2025-05-26 01:24:16,971 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 1 day, 17:40:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9850, loss_cls: 3.1891, loss: 3.1891 +2025-05-26 01:25:00,284 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 1 day, 17:39:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 3.2422, loss: 3.2422 +2025-05-26 01:25:43,709 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 1 day, 17:38:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9819, loss_cls: 3.1112, loss: 3.1112 +2025-05-26 01:26:27,167 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 1 day, 17:38:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9781, loss_cls: 3.1538, loss: 3.1538 +2025-05-26 01:27:10,745 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 1 day, 17:37:12, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 3.2284, loss: 3.2284 +2025-05-26 01:27:54,120 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 1 day, 17:36:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9675, loss_cls: 3.2160, loss: 3.2160 +2025-05-26 01:28:37,408 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 1 day, 17:35:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 3.0680, loss: 3.0680 +2025-05-26 01:29:20,718 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 1 day, 17:34:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 3.1826, loss: 3.1826 +2025-05-26 01:30:03,966 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 1 day, 17:33:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 3.2385, loss: 3.2385 +2025-05-26 01:30:47,230 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 1 day, 17:32:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8094, top5_acc: 0.9675, loss_cls: 3.2643, loss: 3.2643 +2025-05-26 01:31:30,482 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 1 day, 17:31:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 3.1144, loss: 3.1144 +2025-05-26 01:31:33,541 - pyskl - INFO - Saving checkpoint at 15 epochs +2025-05-26 01:40:18,016 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 01:40:18,083 - pyskl - INFO - +top1_acc 0.7978 +top5_acc 0.9640 +2025-05-26 01:40:18,086 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7978, top5_acc: 0.9640 +2025-05-26 01:41:24,043 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 1 day, 17:34:02, time: 0.660, data_time: 0.223, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 3.1037, loss: 3.1037 +2025-05-26 01:42:07,627 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 1 day, 17:33:12, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 3.2824, loss: 3.2824 +2025-05-26 01:42:51,328 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 1 day, 17:32:22, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 3.0045, loss: 3.0045 +2025-05-26 01:43:35,080 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 1 day, 17:31:34, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 3.0202, loss: 3.0202 +2025-05-26 01:44:18,826 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 1 day, 17:30:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 3.2032, loss: 3.2032 +2025-05-26 01:45:02,473 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 1 day, 17:29:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9669, loss_cls: 3.0790, loss: 3.0790 +2025-05-26 01:45:46,035 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 1 day, 17:29:06, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.1140, loss: 3.1140 +2025-05-26 01:46:29,483 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 1 day, 17:28:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9700, loss_cls: 3.2561, loss: 3.2561 +2025-05-26 01:47:12,834 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 1 day, 17:27:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.1186, loss: 3.1186 +2025-05-26 01:47:56,289 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 1 day, 17:26:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.1125, loss: 3.1125 +2025-05-26 01:48:39,703 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 1 day, 17:25:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 3.1033, loss: 3.1033 +2025-05-26 01:49:23,135 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 1 day, 17:24:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 3.2848, loss: 3.2848 +2025-05-26 01:50:06,650 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 1 day, 17:23:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8200, top5_acc: 0.9781, loss_cls: 3.1624, loss: 3.1624 +2025-05-26 01:50:50,080 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 1 day, 17:23:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9750, loss_cls: 3.0752, loss: 3.0752 +2025-05-26 01:51:33,370 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 1 day, 17:22:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 3.0351, loss: 3.0351 +2025-05-26 01:52:16,778 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 1 day, 17:21:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9800, loss_cls: 3.1292, loss: 3.1292 +2025-05-26 01:53:00,227 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 1 day, 17:20:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8144, top5_acc: 0.9794, loss_cls: 3.1680, loss: 3.1680 +2025-05-26 01:53:43,822 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 1 day, 17:19:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 3.1897, loss: 3.1897 +2025-05-26 01:54:27,195 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 1 day, 17:18:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 3.1439, loss: 3.1439 +2025-05-26 01:55:10,710 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 1 day, 17:18:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 3.2182, loss: 3.2182 +2025-05-26 01:55:54,168 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 1 day, 17:17:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 3.2774, loss: 3.2774 +2025-05-26 01:56:37,554 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 1 day, 17:16:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 3.1678, loss: 3.1678 +2025-05-26 01:57:20,753 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 1 day, 17:15:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 3.2697, loss: 3.2697 +2025-05-26 01:58:04,194 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 1 day, 17:14:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 3.1883, loss: 3.1883 +2025-05-26 01:58:47,510 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 1 day, 17:13:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 3.1690, loss: 3.1690 +2025-05-26 01:58:50,583 - pyskl - INFO - Saving checkpoint at 16 epochs +2025-05-26 02:00:08,378 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:00:08,450 - pyskl - INFO - +top1_acc 0.8024 +top5_acc 0.9657 +2025-05-26 02:00:08,453 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.8024, top5_acc: 0.9657 +2025-05-26 02:01:14,724 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 1 day, 17:15:41, time: 0.663, data_time: 0.228, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 3.0487, loss: 3.0487 +2025-05-26 02:01:58,088 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 1 day, 17:14:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 3.0008, loss: 3.0008 +2025-05-26 02:02:41,548 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 1 day, 17:13:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 3.2544, loss: 3.2544 +2025-05-26 02:03:24,986 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 1 day, 17:13:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9719, loss_cls: 3.1453, loss: 3.1453 +2025-05-26 02:04:08,413 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 1 day, 17:12:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 3.0987, loss: 3.0987 +2025-05-26 02:04:52,018 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 1 day, 17:11:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 3.2701, loss: 3.2701 +2025-05-26 02:05:35,482 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 1 day, 17:10:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9812, loss_cls: 3.0553, loss: 3.0553 +2025-05-26 02:06:18,928 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 1 day, 17:09:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 3.1143, loss: 3.1143 +2025-05-26 02:07:02,343 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 1 day, 17:08:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8087, top5_acc: 0.9744, loss_cls: 3.1920, loss: 3.1920 +2025-05-26 02:07:45,742 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 1 day, 17:08:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 3.1314, loss: 3.1314 +2025-05-26 02:08:29,126 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 1 day, 17:07:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 3.0197, loss: 3.0197 +2025-05-26 02:09:12,561 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 1 day, 17:06:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 3.2259, loss: 3.2259 +2025-05-26 02:09:55,889 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 1 day, 17:05:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 3.1944, loss: 3.1944 +2025-05-26 02:10:39,194 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 1 day, 17:04:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.0991, loss: 3.0991 +2025-05-26 02:11:22,650 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 1 day, 17:03:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 3.1152, loss: 3.1152 +2025-05-26 02:12:06,078 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 1 day, 17:02:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 3.2318, loss: 3.2318 +2025-05-26 02:12:49,544 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 1 day, 17:02:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9794, loss_cls: 3.1287, loss: 3.1287 +2025-05-26 02:13:32,935 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 1 day, 17:01:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 3.2219, loss: 3.2219 +2025-05-26 02:14:16,499 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 1 day, 17:00:27, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 3.1281, loss: 3.1281 +2025-05-26 02:15:00,017 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 1 day, 16:59:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 3.1084, loss: 3.1084 +2025-05-26 02:15:43,605 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 1 day, 16:58:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 3.0662, loss: 3.0662 +2025-05-26 02:16:26,973 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 1 day, 16:57:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 3.2086, loss: 3.2086 +2025-05-26 02:17:10,334 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 1 day, 16:57:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 3.0779, loss: 3.0779 +2025-05-26 02:17:53,646 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 1 day, 16:56:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 3.0408, loss: 3.0408 +2025-05-26 02:18:36,997 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 1 day, 16:55:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0258, loss: 3.0258 +2025-05-26 02:18:40,244 - pyskl - INFO - Saving checkpoint at 17 epochs +2025-05-26 02:19:58,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:19:58,785 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9669 +2025-05-26 02:19:58,859 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_14.pth was removed +2025-05-26 02:19:59,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2025-05-26 02:19:59,944 - pyskl - INFO - Best top1_acc is 0.8049 at 17 epoch. +2025-05-26 02:19:59,946 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.8049, top5_acc: 0.9669 +2025-05-26 02:21:06,277 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 1 day, 16:57:10, time: 0.663, data_time: 0.230, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 2.9736, loss: 2.9736 +2025-05-26 02:21:49,639 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 1 day, 16:56:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.9879, loss: 2.9879 +2025-05-26 02:22:32,816 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 1 day, 16:55:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9706, loss_cls: 3.0803, loss: 3.0803 +2025-05-26 02:23:16,021 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 1 day, 16:54:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.0342, loss: 3.0342 +2025-05-26 02:23:59,347 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 1 day, 16:53:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 3.1677, loss: 3.1677 +2025-05-26 02:24:42,925 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 1 day, 16:52:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 3.0822, loss: 3.0822 +2025-05-26 02:25:26,563 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 1 day, 16:52:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.1815, loss: 3.1815 +2025-05-26 02:26:10,147 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 1 day, 16:51:15, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 3.1456, loss: 3.1456 +2025-05-26 02:26:53,542 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 1 day, 16:50:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 3.2014, loss: 3.2014 +2025-05-26 02:27:36,870 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 1 day, 16:49:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 3.0239, loss: 3.0239 +2025-05-26 02:28:20,119 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 1 day, 16:48:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 3.0876, loss: 3.0876 +2025-05-26 02:29:03,397 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 1 day, 16:47:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.9837, loss: 2.9837 +2025-05-26 02:29:46,766 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 1 day, 16:47:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 3.0156, loss: 3.0156 +2025-05-26 02:30:30,117 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 1 day, 16:46:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 3.0325, loss: 3.0325 +2025-05-26 02:31:13,498 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 1 day, 16:45:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 3.2995, loss: 3.2995 +2025-05-26 02:31:56,912 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 1 day, 16:44:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 3.0833, loss: 3.0833 +2025-05-26 02:32:40,430 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 1 day, 16:43:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 3.0924, loss: 3.0924 +2025-05-26 02:33:23,767 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 1 day, 16:42:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9700, loss_cls: 3.0264, loss: 3.0264 +2025-05-26 02:34:07,191 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 1 day, 16:41:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 3.1465, loss: 3.1465 +2025-05-26 02:34:50,631 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 1 day, 16:41:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 3.1358, loss: 3.1358 +2025-05-26 02:35:34,218 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 1 day, 16:40:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 3.1741, loss: 3.1741 +2025-05-26 02:36:17,727 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 1 day, 16:39:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 2.9985, loss: 2.9985 +2025-05-26 02:37:01,159 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 1 day, 16:38:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8069, top5_acc: 0.9762, loss_cls: 3.2673, loss: 3.2673 +2025-05-26 02:37:44,513 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 1 day, 16:37:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 3.0459, loss: 3.0459 +2025-05-26 02:38:27,878 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 1 day, 16:36:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 3.3093, loss: 3.3093 +2025-05-26 02:38:31,071 - pyskl - INFO - Saving checkpoint at 18 epochs +2025-05-26 02:39:49,848 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:39:49,915 - pyskl - INFO - +top1_acc 0.8080 +top5_acc 0.9701 +2025-05-26 02:39:49,964 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_17.pth was removed +2025-05-26 02:39:50,979 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2025-05-26 02:39:50,980 - pyskl - INFO - Best top1_acc is 0.8080 at 18 epoch. +2025-05-26 02:39:50,983 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.8080, top5_acc: 0.9701 +2025-05-26 02:40:56,901 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 1 day, 16:38:31, time: 0.659, data_time: 0.226, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.0671, loss: 3.0671 +2025-05-26 02:41:40,198 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 1 day, 16:37:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9875, loss_cls: 3.0274, loss: 3.0274 +2025-05-26 02:42:23,645 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 1 day, 16:36:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 2.9209, loss: 2.9209 +2025-05-26 02:43:07,087 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 1 day, 16:36:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 2.9875, loss: 2.9875 +2025-05-26 02:43:50,527 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 1 day, 16:35:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 3.0092, loss: 3.0092 +2025-05-26 02:44:33,987 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 1 day, 16:34:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 3.0844, loss: 3.0844 +2025-05-26 02:45:17,404 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 1 day, 16:33:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9825, loss_cls: 3.0752, loss: 3.0752 +2025-05-26 02:46:00,891 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 1 day, 16:32:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 3.0344, loss: 3.0344 +2025-05-26 02:46:44,444 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 1 day, 16:31:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 3.1288, loss: 3.1288 +2025-05-26 02:47:27,837 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 1 day, 16:31:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9812, loss_cls: 3.0835, loss: 3.0835 +2025-05-26 02:48:11,235 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 1 day, 16:30:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 2.9827, loss: 2.9827 +2025-05-26 02:48:54,530 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 1 day, 16:29:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.0704, loss: 3.0704 +2025-05-26 02:49:37,838 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 1 day, 16:28:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 3.1510, loss: 3.1510 +2025-05-26 02:50:21,183 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 1 day, 16:27:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 3.1493, loss: 3.1493 +2025-05-26 02:51:04,652 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 1 day, 16:26:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 3.0329, loss: 3.0329 +2025-05-26 02:51:48,019 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 1 day, 16:25:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9738, loss_cls: 3.0250, loss: 3.0250 +2025-05-26 02:52:31,489 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 1 day, 16:25:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 3.1166, loss: 3.1166 +2025-05-26 02:53:14,873 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 1 day, 16:24:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 3.0651, loss: 3.0651 +2025-05-26 02:53:58,506 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 1 day, 16:23:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 3.0783, loss: 3.0783 +2025-05-26 02:54:42,001 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 1 day, 16:22:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 3.1708, loss: 3.1708 +2025-05-26 02:55:25,571 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 1 day, 16:21:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 3.0076, loss: 3.0076 +2025-05-26 02:56:09,034 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 1 day, 16:21:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 3.2147, loss: 3.2147 +2025-05-26 02:56:52,484 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 1 day, 16:20:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 3.0146, loss: 3.0146 +2025-05-26 02:57:35,990 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 1 day, 16:19:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 3.0962, loss: 3.0962 +2025-05-26 02:58:19,442 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 1 day, 16:18:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 3.0624, loss: 3.0624 +2025-05-26 02:58:22,583 - pyskl - INFO - Saving checkpoint at 19 epochs +2025-05-26 02:59:40,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 02:59:40,679 - pyskl - INFO - +top1_acc 0.8166 +top5_acc 0.9707 +2025-05-26 02:59:40,732 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_18.pth was removed +2025-05-26 02:59:41,770 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2025-05-26 02:59:41,771 - pyskl - INFO - Best top1_acc is 0.8166 at 19 epoch. +2025-05-26 02:59:41,773 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.8166, top5_acc: 0.9707 +2025-05-26 03:00:47,378 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 1 day, 16:19:58, time: 0.656, data_time: 0.221, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.9728, loss: 2.9728 +2025-05-26 03:01:30,854 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 1 day, 16:19:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 2.9878, loss: 2.9878 +2025-05-26 03:02:14,209 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 1 day, 16:18:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0817, loss: 3.0817 +2025-05-26 03:02:57,571 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 1 day, 16:17:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9731, loss_cls: 3.1745, loss: 3.1745 +2025-05-26 03:03:40,929 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 1 day, 16:16:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 3.0145, loss: 3.0145 +2025-05-26 03:04:24,286 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 1 day, 16:15:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9881, loss_cls: 3.0247, loss: 3.0247 +2025-05-26 03:05:07,574 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 1 day, 16:14:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8137, top5_acc: 0.9794, loss_cls: 3.1447, loss: 3.1447 +2025-05-26 03:05:50,994 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 1 day, 16:14:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 2.9802, loss: 2.9802 +2025-05-26 03:06:34,463 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 1 day, 16:13:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9725, loss_cls: 3.0791, loss: 3.0791 +2025-05-26 03:07:17,917 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 1 day, 16:12:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 3.0870, loss: 3.0870 +2025-05-26 03:08:01,267 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 1 day, 16:11:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 3.0397, loss: 3.0397 +2025-05-26 03:08:44,712 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 1 day, 16:10:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9794, loss_cls: 3.0914, loss: 3.0914 +2025-05-26 03:09:28,107 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 1 day, 16:09:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 3.0236, loss: 3.0236 +2025-05-26 03:10:11,489 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 1 day, 16:09:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.9240, loss: 2.9240 +2025-05-26 03:10:54,912 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 1 day, 16:08:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 3.0429, loss: 3.0429 +2025-05-26 03:11:38,592 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 1 day, 16:07:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 3.0791, loss: 3.0791 +2025-05-26 03:12:22,106 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 1 day, 16:06:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 3.1100, loss: 3.1100 +2025-05-26 03:13:05,498 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 1 day, 16:05:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 3.0234, loss: 3.0234 +2025-05-26 03:13:48,901 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 1 day, 16:05:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 3.0767, loss: 3.0767 +2025-05-26 03:14:32,204 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 1 day, 16:04:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 3.0720, loss: 3.0720 +2025-05-26 03:15:15,479 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 1 day, 16:03:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 3.0869, loss: 3.0869 +2025-05-26 03:15:58,786 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 1 day, 16:02:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 3.2810, loss: 3.2810 +2025-05-26 03:16:41,989 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 1 day, 16:01:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 2.9878, loss: 2.9878 +2025-05-26 03:17:25,259 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 1 day, 16:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.9136, loss: 2.9136 +2025-05-26 03:18:08,543 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 1 day, 16:00:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9750, loss_cls: 3.0404, loss: 3.0404 +2025-05-26 03:18:11,684 - pyskl - INFO - Saving checkpoint at 20 epochs +2025-05-26 03:26:56,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:26:56,951 - pyskl - INFO - +top1_acc 0.8103 +top5_acc 0.9650 +2025-05-26 03:26:56,954 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.8103, top5_acc: 0.9650 +2025-05-26 03:28:01,250 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 1 day, 16:01:08, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 2.9338, loss: 2.9338 +2025-05-26 03:28:44,537 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 1 day, 16:00:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 3.0512, loss: 3.0512 +2025-05-26 03:29:27,810 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 1 day, 15:59:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 3.0232, loss: 3.0232 +2025-05-26 03:30:11,056 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 1 day, 15:58:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9325, loss: 2.9325 +2025-05-26 03:30:54,600 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 1 day, 15:57:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 3.1414, loss: 3.1414 +2025-05-26 03:31:38,041 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 1 day, 15:56:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9844, loss_cls: 3.0016, loss: 3.0016 +2025-05-26 03:32:21,397 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 1 day, 15:56:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 3.0320, loss: 3.0320 +2025-05-26 03:33:04,625 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 1 day, 15:55:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9862, loss_cls: 2.8139, loss: 2.8139 +2025-05-26 03:33:47,977 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 1 day, 15:54:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 3.1118, loss: 3.1118 +2025-05-26 03:34:31,278 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 1 day, 15:53:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 2.9867, loss: 2.9867 +2025-05-26 03:35:14,571 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 1 day, 15:52:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 3.0528, loss: 3.0528 +2025-05-26 03:35:57,867 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 1 day, 15:51:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 3.0851, loss: 3.0851 +2025-05-26 03:36:41,158 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 1 day, 15:51:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 3.0781, loss: 3.0781 +2025-05-26 03:37:24,481 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 1 day, 15:50:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 3.0218, loss: 3.0218 +2025-05-26 03:38:07,867 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 1 day, 15:49:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 3.0199, loss: 3.0199 +2025-05-26 03:38:51,296 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 1 day, 15:48:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.1012, loss: 3.1012 +2025-05-26 03:39:34,669 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 1 day, 15:47:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 2.9613, loss: 2.9613 +2025-05-26 03:40:17,966 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 1 day, 15:47:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 3.0010, loss: 3.0010 +2025-05-26 03:41:01,464 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 1 day, 15:46:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 3.1525, loss: 3.1525 +2025-05-26 03:41:44,806 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 1 day, 15:45:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9862, loss_cls: 2.9802, loss: 2.9802 +2025-05-26 03:42:28,308 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 1 day, 15:44:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8213, top5_acc: 0.9744, loss_cls: 3.0915, loss: 3.0915 +2025-05-26 03:43:11,670 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 1 day, 15:43:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 3.0609, loss: 3.0609 +2025-05-26 03:43:54,931 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 1 day, 15:42:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.9377, loss: 2.9377 +2025-05-26 03:44:38,274 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 1 day, 15:42:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 3.0625, loss: 3.0625 +2025-05-26 03:45:21,578 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 1 day, 15:41:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 2.9686, loss: 2.9686 +2025-05-26 03:45:24,635 - pyskl - INFO - Saving checkpoint at 21 epochs +2025-05-26 03:46:41,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 03:46:41,604 - pyskl - INFO - +top1_acc 0.7965 +top5_acc 0.9667 +2025-05-26 03:46:41,607 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7965, top5_acc: 0.9667 +2025-05-26 03:47:45,978 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 1 day, 15:42:16, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.9399, loss: 2.9399 +2025-05-26 03:48:29,314 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 1 day, 15:41:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 2.9709, loss: 2.9709 +2025-05-26 03:49:12,714 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 1 day, 15:40:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 3.0002, loss: 3.0002 +2025-05-26 03:49:56,097 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 1 day, 15:39:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 3.0135, loss: 3.0135 +2025-05-26 03:50:39,700 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 1 day, 15:39:00, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8524, loss: 2.8524 +2025-05-26 03:51:23,471 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 1 day, 15:38:13, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 2.9823, loss: 2.9823 +2025-05-26 03:52:07,046 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 1 day, 15:37:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 2.9927, loss: 2.9927 +2025-05-26 03:52:50,378 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 1 day, 15:36:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.9747, loss: 2.9747 +2025-05-26 03:53:33,741 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 1 day, 15:35:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 3.0160, loss: 3.0160 +2025-05-26 03:54:17,233 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 1 day, 15:34:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 3.1311, loss: 3.1311 +2025-05-26 03:55:00,708 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 1 day, 15:34:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.9975, loss: 2.9975 +2025-05-26 03:55:44,033 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 1 day, 15:33:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 3.0881, loss: 3.0881 +2025-05-26 03:56:27,399 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 1 day, 15:32:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 2.9652, loss: 2.9652 +2025-05-26 03:57:10,838 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 1 day, 15:31:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 2.9503, loss: 2.9503 +2025-05-26 03:57:54,264 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 1 day, 15:30:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 2.9755, loss: 2.9755 +2025-05-26 03:58:37,761 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 1 day, 15:30:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 3.0488, loss: 3.0488 +2025-05-26 03:59:21,107 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 1 day, 15:29:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 3.0235, loss: 3.0235 +2025-05-26 04:00:04,558 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 1 day, 15:28:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9800, loss_cls: 3.0337, loss: 3.0337 +2025-05-26 04:00:48,195 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 1 day, 15:27:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 2.9496, loss: 2.9496 +2025-05-26 04:01:31,623 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 1 day, 15:26:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8163, top5_acc: 0.9825, loss_cls: 3.1117, loss: 3.1117 +2025-05-26 04:02:14,962 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 1 day, 15:26:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 3.0291, loss: 3.0291 +2025-05-26 04:02:58,271 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 1 day, 15:25:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 3.0575, loss: 3.0575 +2025-05-26 04:03:41,602 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 1 day, 15:24:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 2.9466, loss: 2.9466 +2025-05-26 04:04:24,949 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 1 day, 15:23:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.9687, loss: 2.9687 +2025-05-26 04:05:08,278 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 1 day, 15:22:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 2.9912, loss: 2.9912 +2025-05-26 04:05:11,409 - pyskl - INFO - Saving checkpoint at 22 epochs +2025-05-26 04:06:28,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:06:28,801 - pyskl - INFO - +top1_acc 0.7913 +top5_acc 0.9714 +2025-05-26 04:06:28,803 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7913, top5_acc: 0.9714 +2025-05-26 04:07:33,314 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 1 day, 15:23:38, time: 0.645, data_time: 0.210, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7999, loss: 2.7999 +2025-05-26 04:08:16,771 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 1 day, 15:22:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 2.8602, loss: 2.8602 +2025-05-26 04:09:00,121 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 1 day, 15:22:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 2.9321, loss: 2.9321 +2025-05-26 04:09:43,457 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 1 day, 15:21:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 2.9650, loss: 2.9650 +2025-05-26 04:10:26,754 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 1 day, 15:20:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 2.9085, loss: 2.9085 +2025-05-26 04:11:10,103 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 1 day, 15:19:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 3.0938, loss: 3.0938 +2025-05-26 04:11:53,423 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 1 day, 15:18:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 3.0410, loss: 3.0410 +2025-05-26 04:12:36,732 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 1 day, 15:17:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9881, loss_cls: 2.9974, loss: 2.9974 +2025-05-26 04:13:20,006 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 1 day, 15:17:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.9548, loss: 2.9548 +2025-05-26 04:14:03,473 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 1 day, 15:16:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 3.0086, loss: 3.0086 +2025-05-26 04:14:46,887 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 1 day, 15:15:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9869, loss_cls: 2.9078, loss: 2.9078 +2025-05-26 04:15:30,276 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 1 day, 15:14:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 3.0122, loss: 3.0122 +2025-05-26 04:16:13,730 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 1 day, 15:13:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9806, loss_cls: 3.0619, loss: 3.0619 +2025-05-26 04:16:57,163 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 1 day, 15:13:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 3.0345, loss: 3.0345 +2025-05-26 04:17:40,646 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 1 day, 15:12:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9862, loss_cls: 2.8975, loss: 2.8975 +2025-05-26 04:18:24,258 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 1 day, 15:11:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 3.0257, loss: 3.0257 +2025-05-26 04:19:07,649 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 1 day, 15:10:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 2.9379, loss: 2.9379 +2025-05-26 04:19:51,102 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 1 day, 15:09:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 3.0460, loss: 3.0460 +2025-05-26 04:20:34,505 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 1 day, 15:08:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 2.9877, loss: 2.9877 +2025-05-26 04:21:17,982 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 1 day, 15:08:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 3.0528, loss: 3.0528 +2025-05-26 04:22:01,494 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 1 day, 15:07:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 2.9405, loss: 2.9405 +2025-05-26 04:22:44,984 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 1 day, 15:06:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 3.0591, loss: 3.0591 +2025-05-26 04:23:28,480 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 1 day, 15:05:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 2.9409, loss: 2.9409 +2025-05-26 04:24:11,925 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 1 day, 15:04:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 3.0855, loss: 3.0855 +2025-05-26 04:24:55,235 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 1 day, 15:04:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 3.0201, loss: 3.0201 +2025-05-26 04:24:58,318 - pyskl - INFO - Saving checkpoint at 23 epochs +2025-05-26 04:26:15,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:26:15,985 - pyskl - INFO - +top1_acc 0.8232 +top5_acc 0.9732 +2025-05-26 04:26:16,042 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_19.pth was removed +2025-05-26 04:26:17,203 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2025-05-26 04:26:17,204 - pyskl - INFO - Best top1_acc is 0.8232 at 23 epoch. +2025-05-26 04:26:17,207 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.8232, top5_acc: 0.9732 +2025-05-26 04:27:22,051 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 1 day, 15:05:01, time: 0.648, data_time: 0.210, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 2.7990, loss: 2.7990 +2025-05-26 04:28:05,554 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 1 day, 15:04:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.8591, loss: 2.8591 +2025-05-26 04:28:49,112 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 1 day, 15:03:25, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 3.0055, loss: 3.0055 +2025-05-26 04:29:32,594 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 1 day, 15:02:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 2.9267, loss: 2.9267 +2025-05-26 04:30:16,028 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 1 day, 15:01:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 3.0835, loss: 3.0835 +2025-05-26 04:30:59,235 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 1 day, 15:00:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 2.9073, loss: 2.9073 +2025-05-26 04:31:42,580 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 1 day, 15:00:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 2.9571, loss: 2.9571 +2025-05-26 04:32:25,911 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 1 day, 14:59:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 3.0682, loss: 3.0682 +2025-05-26 04:33:09,205 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 1 day, 14:58:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.8378, loss: 2.8378 +2025-05-26 04:33:52,649 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 1 day, 14:57:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 2.8797, loss: 2.8797 +2025-05-26 04:34:36,059 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 1 day, 14:56:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 2.9947, loss: 2.9947 +2025-05-26 04:35:19,431 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 1 day, 14:56:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 2.9111, loss: 2.9111 +2025-05-26 04:36:02,785 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 1 day, 14:55:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9850, loss_cls: 2.9443, loss: 2.9443 +2025-05-26 04:36:46,244 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 1 day, 14:54:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 2.9802, loss: 2.9802 +2025-05-26 04:37:29,733 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 1 day, 14:53:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 3.2203, loss: 3.2203 +2025-05-26 04:38:13,196 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 1 day, 14:52:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 2.8856, loss: 2.8856 +2025-05-26 04:38:56,625 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 1 day, 14:52:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 2.9749, loss: 2.9749 +2025-05-26 04:39:40,071 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 1 day, 14:51:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 2.9452, loss: 2.9452 +2025-05-26 04:40:23,622 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 1 day, 14:50:29, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 3.0779, loss: 3.0779 +2025-05-26 04:41:07,109 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 1 day, 14:49:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8237, top5_acc: 0.9688, loss_cls: 3.1627, loss: 3.1627 +2025-05-26 04:41:50,494 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 1 day, 14:48:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 3.0136, loss: 3.0136 +2025-05-26 04:42:33,825 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 1 day, 14:48:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.9816, loss: 2.9816 +2025-05-26 04:43:17,226 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 1 day, 14:47:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9938, loss: 2.9938 +2025-05-26 04:44:00,620 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 1 day, 14:46:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 2.8936, loss: 2.8936 +2025-05-26 04:44:44,030 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 1 day, 14:45:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.9239, loss: 2.9239 +2025-05-26 04:44:47,185 - pyskl - INFO - Saving checkpoint at 24 epochs +2025-05-26 04:46:04,398 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 04:46:04,464 - pyskl - INFO - +top1_acc 0.8245 +top5_acc 0.9717 +2025-05-26 04:46:04,516 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_23.pth was removed +2025-05-26 04:46:05,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2025-05-26 04:46:05,506 - pyskl - INFO - Best top1_acc is 0.8245 at 24 epoch. +2025-05-26 04:46:05,509 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.8245, top5_acc: 0.9717 +2025-05-26 04:47:10,067 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 1 day, 14:46:24, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 2.8995, loss: 2.8995 +2025-05-26 04:47:53,481 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 1 day, 14:45:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 3.0212, loss: 3.0212 +2025-05-26 04:48:36,795 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 1 day, 14:44:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 2.9484, loss: 2.9484 +2025-05-26 04:49:20,207 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 1 day, 14:43:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 2.7766, loss: 2.7766 +2025-05-26 04:50:03,619 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 1 day, 14:43:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 2.9394, loss: 2.9394 +2025-05-26 04:50:46,949 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 1 day, 14:42:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0447, loss: 3.0447 +2025-05-26 04:51:30,323 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 1 day, 14:41:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.9545, loss: 2.9545 +2025-05-26 04:52:13,725 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 1 day, 14:40:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 2.8188, loss: 2.8188 +2025-05-26 04:52:57,019 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 1 day, 14:39:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 2.9629, loss: 2.9629 +2025-05-26 04:53:40,398 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 1 day, 14:39:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8604, loss: 2.8604 +2025-05-26 04:54:23,821 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 1 day, 14:38:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 3.0001, loss: 3.0001 +2025-05-26 04:55:07,168 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 1 day, 14:37:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 3.0125, loss: 3.0125 +2025-05-26 04:55:50,622 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 1 day, 14:36:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 2.9102, loss: 2.9102 +2025-05-26 04:56:33,986 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 1 day, 14:35:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.9176, loss: 2.9176 +2025-05-26 04:57:17,079 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 1 day, 14:35:04, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 3.0569, loss: 3.0569 +2025-05-26 04:58:00,217 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 1 day, 14:34:14, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9756, loss_cls: 3.0488, loss: 3.0488 +2025-05-26 04:58:43,462 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 1 day, 14:33:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 2.9368, loss: 2.9368 +2025-05-26 04:59:26,683 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 1 day, 14:32:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9769, loss_cls: 3.0034, loss: 3.0034 +2025-05-26 05:00:09,832 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 1 day, 14:31:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 3.0804, loss: 3.0804 +2025-05-26 05:00:53,043 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 1 day, 14:30:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 2.9757, loss: 2.9757 +2025-05-26 05:01:36,286 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 1 day, 14:30:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 3.0373, loss: 3.0373 +2025-05-26 05:02:19,409 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 1 day, 14:29:19, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 3.0105, loss: 3.0105 +2025-05-26 05:03:02,632 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 1 day, 14:28:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 2.8261, loss: 2.8261 +2025-05-26 05:03:46,023 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 1 day, 14:27:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9435, loss: 2.9435 +2025-05-26 05:04:29,443 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 1 day, 14:26:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9888, loss_cls: 2.9297, loss: 2.9297 +2025-05-26 05:04:32,588 - pyskl - INFO - Saving checkpoint at 25 epochs +2025-05-26 05:13:17,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:13:17,824 - pyskl - INFO - +top1_acc 0.8100 +top5_acc 0.9695 +2025-05-26 05:13:17,826 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.8100, top5_acc: 0.9695 +2025-05-26 05:14:22,862 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 1 day, 14:27:37, time: 0.650, data_time: 0.214, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 2.9461, loss: 2.9461 +2025-05-26 05:15:06,233 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 1 day, 14:26:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 2.8061, loss: 2.8061 +2025-05-26 05:15:49,579 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 1 day, 14:26:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9850, loss_cls: 2.7943, loss: 2.7943 +2025-05-26 05:16:32,990 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 1 day, 14:25:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 2.8020, loss: 2.8020 +2025-05-26 05:17:16,403 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 1 day, 14:24:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 2.8406, loss: 2.8406 +2025-05-26 05:17:59,686 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 1 day, 14:23:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 2.9613, loss: 2.9613 +2025-05-26 05:18:43,019 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 1 day, 14:22:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 2.9170, loss: 2.9170 +2025-05-26 05:19:26,323 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 1 day, 14:21:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 3.0252, loss: 3.0252 +2025-05-26 05:20:09,655 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 1 day, 14:21:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9894, loss_cls: 2.7773, loss: 2.7773 +2025-05-26 05:20:52,909 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 1 day, 14:20:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.9581, loss: 2.9581 +2025-05-26 05:21:36,160 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 1 day, 14:19:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 3.0231, loss: 3.0231 +2025-05-26 05:22:19,514 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 1 day, 14:18:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 2.9968, loss: 2.9968 +2025-05-26 05:23:02,917 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 1 day, 14:17:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.9210, loss: 2.9210 +2025-05-26 05:23:46,390 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 1 day, 14:17:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 2.8680, loss: 2.8680 +2025-05-26 05:24:29,875 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 1 day, 14:16:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9869, loss_cls: 2.9655, loss: 2.9655 +2025-05-26 05:25:13,175 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 1 day, 14:15:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9514, loss: 2.9514 +2025-05-26 05:25:56,570 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 1 day, 14:14:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 3.0104, loss: 3.0104 +2025-05-26 05:26:40,017 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 1 day, 14:13:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 2.8968, loss: 2.8968 +2025-05-26 05:27:23,430 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 1 day, 14:13:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8561, loss: 2.8561 +2025-05-26 05:28:06,786 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 1 day, 14:12:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 2.9436, loss: 2.9436 +2025-05-26 05:28:50,174 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 1 day, 14:11:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9788, loss_cls: 2.9056, loss: 2.9056 +2025-05-26 05:29:33,488 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 1 day, 14:10:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8387, top5_acc: 0.9831, loss_cls: 3.0084, loss: 3.0084 +2025-05-26 05:30:16,805 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 1 day, 14:09:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9896, loss: 2.9896 +2025-05-26 05:31:00,141 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 1 day, 14:09:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 2.9904, loss: 2.9904 +2025-05-26 05:31:43,490 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 1 day, 14:08:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9844, loss_cls: 2.8263, loss: 2.8263 +2025-05-26 05:31:46,578 - pyskl - INFO - Saving checkpoint at 26 epochs +2025-05-26 05:33:04,069 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:33:04,136 - pyskl - INFO - +top1_acc 0.7733 +top5_acc 0.9528 +2025-05-26 05:33:04,139 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7733, top5_acc: 0.9528 +2025-05-26 05:34:08,861 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 1 day, 14:08:56, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.9516, loss: 2.9516 +2025-05-26 05:34:52,178 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 1 day, 14:08:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8394, top5_acc: 0.9838, loss_cls: 2.9232, loss: 2.9232 +2025-05-26 05:35:35,555 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 1 day, 14:07:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9862, loss_cls: 2.9643, loss: 2.9643 +2025-05-26 05:36:18,917 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 1 day, 14:06:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 2.8939, loss: 2.8939 +2025-05-26 05:37:02,194 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 1 day, 14:05:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 2.9274, loss: 2.9274 +2025-05-26 05:37:45,524 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 1 day, 14:04:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 2.8489, loss: 2.8489 +2025-05-26 05:38:29,012 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 1 day, 14:04:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.9101, loss: 2.9101 +2025-05-26 05:39:12,483 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 1 day, 14:03:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 2.8314, loss: 2.8314 +2025-05-26 05:39:55,863 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 1 day, 14:02:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9830, loss: 2.9830 +2025-05-26 05:40:39,201 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 1 day, 14:01:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9297, loss: 2.9297 +2025-05-26 05:41:22,559 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 1 day, 14:00:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8788, loss: 2.8788 +2025-05-26 05:42:06,084 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 1 day, 14:00:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 2.8667, loss: 2.8667 +2025-05-26 05:42:49,639 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 1 day, 13:59:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 2.9286, loss: 2.9286 +2025-05-26 05:43:33,203 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 1 day, 13:58:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.8374, loss: 2.8374 +2025-05-26 05:44:16,736 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 1 day, 13:57:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 2.9392, loss: 2.9392 +2025-05-26 05:45:00,113 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 1 day, 13:56:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 2.9011, loss: 2.9011 +2025-05-26 05:45:43,470 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 1 day, 13:56:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 3.0125, loss: 3.0125 +2025-05-26 05:46:26,854 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 1 day, 13:55:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.8460, loss: 2.8460 +2025-05-26 05:47:10,378 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 1 day, 13:54:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.8552, loss: 2.8552 +2025-05-26 05:47:53,720 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 1 day, 13:53:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 3.0828, loss: 3.0828 +2025-05-26 05:48:37,175 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 1 day, 13:52:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.9030, loss: 2.9030 +2025-05-26 05:49:20,597 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 1 day, 13:52:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 2.8517, loss: 2.8517 +2025-05-26 05:50:03,991 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 1 day, 13:51:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 2.9307, loss: 2.9307 +2025-05-26 05:50:47,379 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 1 day, 13:50:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9850, loss_cls: 2.9358, loss: 2.9358 +2025-05-26 05:51:30,734 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 1 day, 13:49:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 3.0485, loss: 3.0485 +2025-05-26 05:51:33,893 - pyskl - INFO - Saving checkpoint at 27 epochs +2025-05-26 05:52:51,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 05:52:51,363 - pyskl - INFO - +top1_acc 0.8156 +top5_acc 0.9725 +2025-05-26 05:52:51,365 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8156, top5_acc: 0.9725 +2025-05-26 05:53:55,818 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 1 day, 13:50:21, time: 0.644, data_time: 0.213, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 2.7663, loss: 2.7663 +2025-05-26 05:54:39,109 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 1 day, 13:49:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 2.8386, loss: 2.8386 +2025-05-26 05:55:22,423 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 1 day, 13:48:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 2.9234, loss: 2.9234 +2025-05-26 05:56:05,777 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 1 day, 13:47:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 2.8582, loss: 2.8582 +2025-05-26 05:56:49,102 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 1 day, 13:47:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 2.8995, loss: 2.8995 +2025-05-26 05:57:32,459 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 1 day, 13:46:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7304, loss: 2.7304 +2025-05-26 05:58:15,819 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 1 day, 13:45:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 2.9443, loss: 2.9443 +2025-05-26 05:58:59,137 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 1 day, 13:44:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.7961, loss: 2.7961 +2025-05-26 05:59:42,478 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 1 day, 13:43:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 2.8536, loss: 2.8536 +2025-05-26 06:00:25,849 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 1 day, 13:43:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 2.8493, loss: 2.8493 +2025-05-26 06:01:09,131 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 1 day, 13:42:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 3.0045, loss: 3.0045 +2025-05-26 06:01:52,449 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 1 day, 13:41:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.8465, loss: 2.8465 +2025-05-26 06:02:35,939 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 1 day, 13:40:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 2.9042, loss: 2.9042 +2025-05-26 06:03:19,387 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 1 day, 13:39:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.9730, loss: 2.9730 +2025-05-26 06:04:02,732 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 1 day, 13:39:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 2.8934, loss: 2.8934 +2025-05-26 06:04:46,035 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 1 day, 13:38:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 2.9685, loss: 2.9685 +2025-05-26 06:05:29,418 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 1 day, 13:37:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 2.8580, loss: 2.8580 +2025-05-26 06:06:12,785 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 1 day, 13:36:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9912, loss_cls: 2.8104, loss: 2.8104 +2025-05-26 06:06:56,289 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 1 day, 13:35:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.8823, loss: 2.8823 +2025-05-26 06:07:39,638 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 1 day, 13:35:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 3.0201, loss: 3.0201 +2025-05-26 06:08:22,975 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 1 day, 13:34:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8807, loss: 2.8807 +2025-05-26 06:09:06,310 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 1 day, 13:33:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.8940, loss: 2.8940 +2025-05-26 06:09:49,626 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 1 day, 13:32:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 2.9622, loss: 2.9622 +2025-05-26 06:10:32,984 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 1 day, 13:31:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 2.9437, loss: 2.9437 +2025-05-26 06:11:16,301 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 1 day, 13:31:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 2.9525, loss: 2.9525 +2025-05-26 06:11:19,441 - pyskl - INFO - Saving checkpoint at 28 epochs +2025-05-26 06:12:36,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:12:36,677 - pyskl - INFO - +top1_acc 0.8248 +top5_acc 0.9699 +2025-05-26 06:12:36,729 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_24.pth was removed +2025-05-26 06:12:37,718 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2025-05-26 06:12:37,719 - pyskl - INFO - Best top1_acc is 0.8248 at 28 epoch. +2025-05-26 06:12:37,722 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.8248, top5_acc: 0.9699 +2025-05-26 06:13:42,353 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 1 day, 13:31:41, time: 0.646, data_time: 0.215, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 2.7620, loss: 2.7620 +2025-05-26 06:14:25,656 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 1 day, 13:30:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 2.8646, loss: 2.8646 +2025-05-26 06:15:09,082 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 1 day, 13:30:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.8044, loss: 2.8044 +2025-05-26 06:15:52,382 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 1 day, 13:29:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 2.9235, loss: 2.9235 +2025-05-26 06:16:35,779 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 1 day, 13:28:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.8048, loss: 2.8048 +2025-05-26 06:17:19,150 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 1 day, 13:27:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9850, loss_cls: 2.8493, loss: 2.8493 +2025-05-26 06:18:02,475 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 1 day, 13:26:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.8259, loss: 2.8259 +2025-05-26 06:18:45,714 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 1 day, 13:26:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8230, loss: 2.8230 +2025-05-26 06:19:29,058 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 1 day, 13:25:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7717, loss: 2.7717 +2025-05-26 06:20:12,430 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 1 day, 13:24:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.8285, loss: 2.8285 +2025-05-26 06:20:55,776 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 1 day, 13:23:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9781, loss_cls: 2.8720, loss: 2.8720 +2025-05-26 06:21:39,173 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 1 day, 13:22:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 2.8889, loss: 2.8889 +2025-05-26 06:22:22,652 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 1 day, 13:22:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 2.8859, loss: 2.8859 +2025-05-26 06:23:06,102 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 1 day, 13:21:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 2.8694, loss: 2.8694 +2025-05-26 06:23:49,589 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 1 day, 13:20:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 2.9640, loss: 2.9640 +2025-05-26 06:24:33,043 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 1 day, 13:19:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 2.8513, loss: 2.8513 +2025-05-26 06:25:16,523 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 1 day, 13:18:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 2.8172, loss: 2.8172 +2025-05-26 06:25:59,987 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 1 day, 13:18:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 2.8785, loss: 2.8785 +2025-05-26 06:26:43,519 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 1 day, 13:17:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 2.8772, loss: 2.8772 +2025-05-26 06:27:27,011 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 1 day, 13:16:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 2.9107, loss: 2.9107 +2025-05-26 06:28:10,454 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 1 day, 13:15:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 2.8999, loss: 2.8999 +2025-05-26 06:28:53,910 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 1 day, 13:15:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 2.9132, loss: 2.9132 +2025-05-26 06:29:37,321 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 1 day, 13:14:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 2.9015, loss: 2.9015 +2025-05-26 06:30:20,579 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 1 day, 13:13:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 2.9454, loss: 2.9454 +2025-05-26 06:31:03,846 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 1 day, 13:12:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 2.9784, loss: 2.9784 +2025-05-26 06:31:06,939 - pyskl - INFO - Saving checkpoint at 29 epochs +2025-05-26 06:32:24,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:32:24,219 - pyskl - INFO - +top1_acc 0.7905 +top5_acc 0.9678 +2025-05-26 06:32:24,221 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.7905, top5_acc: 0.9678 +2025-05-26 06:33:29,165 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 1 day, 13:13:08, time: 0.649, data_time: 0.215, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7329, loss: 2.7329 +2025-05-26 06:34:12,451 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 1 day, 13:12:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 2.7336, loss: 2.7336 +2025-05-26 06:34:55,849 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 1 day, 13:11:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.6936, loss: 2.6936 +2025-05-26 06:35:39,245 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 1 day, 13:10:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 2.7459, loss: 2.7459 +2025-05-26 06:36:22,653 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 1 day, 13:09:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.9346, loss: 2.9346 +2025-05-26 06:37:05,949 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 1 day, 13:09:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 2.7383, loss: 2.7383 +2025-05-26 06:37:49,207 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 1 day, 13:08:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 2.8688, loss: 2.8688 +2025-05-26 06:38:32,472 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 1 day, 13:07:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7658, loss: 2.7658 +2025-05-26 06:39:15,721 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 1 day, 13:06:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 3.0151, loss: 3.0151 +2025-05-26 06:39:59,050 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 1 day, 13:05:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9888, loss_cls: 2.8389, loss: 2.8389 +2025-05-26 06:40:42,346 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 1 day, 13:05:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.8079, loss: 2.8079 +2025-05-26 06:41:25,831 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 1 day, 13:04:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 2.8150, loss: 2.8150 +2025-05-26 06:42:09,251 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 1 day, 13:03:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9769, loss_cls: 2.8237, loss: 2.8237 +2025-05-26 06:42:52,704 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 1 day, 13:02:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 2.8184, loss: 2.8184 +2025-05-26 06:43:36,118 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 1 day, 13:02:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 2.8793, loss: 2.8793 +2025-05-26 06:44:19,386 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 1 day, 13:01:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 2.9040, loss: 2.9040 +2025-05-26 06:45:02,546 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 1 day, 13:00:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.8646, loss: 2.8646 +2025-05-26 06:45:45,694 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 1 day, 12:59:36, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.8208, loss: 2.8208 +2025-05-26 06:46:28,907 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 1 day, 12:58:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 2.9822, loss: 2.9822 +2025-05-26 06:47:12,055 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 1 day, 12:58:00, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 2.8168, loss: 2.8168 +2025-05-26 06:47:55,247 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 1 day, 12:57:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 2.9381, loss: 2.9381 +2025-05-26 06:48:38,549 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 1 day, 12:56:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.9488, loss: 2.9488 +2025-05-26 06:49:21,891 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 1 day, 12:55:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 2.8655, loss: 2.8655 +2025-05-26 06:50:05,257 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 1 day, 12:54:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 2.8653, loss: 2.8653 +2025-05-26 06:50:48,775 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 1 day, 12:54:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 2.9218, loss: 2.9218 +2025-05-26 06:50:51,882 - pyskl - INFO - Saving checkpoint at 30 epochs +2025-05-26 06:59:11,319 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 06:59:11,386 - pyskl - INFO - +top1_acc 0.8200 +top5_acc 0.9682 +2025-05-26 06:59:11,388 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.8200, top5_acc: 0.9682 +2025-05-26 07:00:15,726 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 1 day, 12:54:25, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 2.8730, loss: 2.8730 +2025-05-26 07:00:59,056 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 1 day, 12:53:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7536, loss: 2.7536 +2025-05-26 07:01:42,422 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 1 day, 12:52:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9906, loss_cls: 2.6431, loss: 2.6431 +2025-05-26 07:02:25,748 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 1 day, 12:52:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7541, loss: 2.7541 +2025-05-26 07:03:09,121 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 1 day, 12:51:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 2.9664, loss: 2.9664 +2025-05-26 07:03:52,502 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 1 day, 12:50:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 2.8945, loss: 2.8945 +2025-05-26 07:04:35,911 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 1 day, 12:49:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.8901, loss: 2.8901 +2025-05-26 07:05:19,365 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 1 day, 12:48:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9800, loss_cls: 2.8549, loss: 2.8549 +2025-05-26 07:06:02,803 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 1 day, 12:48:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 2.9041, loss: 2.9041 +2025-05-26 07:06:46,105 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 1 day, 12:47:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 2.7787, loss: 2.7787 +2025-05-26 07:07:29,404 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 1 day, 12:46:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 2.8820, loss: 2.8820 +2025-05-26 07:08:12,820 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 1 day, 12:45:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 2.8833, loss: 2.8833 +2025-05-26 07:08:56,315 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 1 day, 12:44:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 2.8311, loss: 2.8311 +2025-05-26 07:09:39,687 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 1 day, 12:44:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 2.9024, loss: 2.9024 +2025-05-26 07:10:23,052 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 1 day, 12:43:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 2.8667, loss: 2.8667 +2025-05-26 07:11:06,558 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 1 day, 12:42:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 2.7842, loss: 2.7842 +2025-05-26 07:11:50,170 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 1 day, 12:41:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.8371, loss: 2.8371 +2025-05-26 07:12:33,590 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 1 day, 12:41:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 2.8358, loss: 2.8358 +2025-05-26 07:13:16,921 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 1 day, 12:40:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 3.0373, loss: 3.0373 +2025-05-26 07:14:00,300 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 1 day, 12:39:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 3.0188, loss: 3.0188 +2025-05-26 07:14:43,723 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 1 day, 12:38:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8689, loss: 2.8689 +2025-05-26 07:15:27,176 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 1 day, 12:37:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 2.8284, loss: 2.8284 +2025-05-26 07:16:10,370 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 1 day, 12:37:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 3.0138, loss: 3.0138 +2025-05-26 07:16:53,681 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 1 day, 12:36:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 2.7684, loss: 2.7684 +2025-05-26 07:17:37,039 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 1 day, 12:35:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8331, top5_acc: 0.9794, loss_cls: 2.8886, loss: 2.8886 +2025-05-26 07:17:40,154 - pyskl - INFO - Saving checkpoint at 31 epochs +2025-05-26 07:18:57,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:18:57,516 - pyskl - INFO - +top1_acc 0.8149 +top5_acc 0.9687 +2025-05-26 07:18:57,519 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.8149, top5_acc: 0.9687 +2025-05-26 07:20:02,886 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 1 day, 12:35:54, time: 0.654, data_time: 0.215, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 2.8536, loss: 2.8536 +2025-05-26 07:20:46,739 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 1 day, 12:35:09, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.7181, loss: 2.7181 +2025-05-26 07:21:30,390 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 1 day, 12:34:22, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 2.8381, loss: 2.8381 +2025-05-26 07:22:13,785 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 1 day, 12:33:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 2.9393, loss: 2.9393 +2025-05-26 07:22:57,287 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 1 day, 12:32:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.8467, loss: 2.8467 +2025-05-26 07:23:40,727 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 1 day, 12:32:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7487, loss: 2.7487 +2025-05-26 07:24:24,204 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 1 day, 12:31:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 2.7981, loss: 2.7981 +2025-05-26 07:25:07,670 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 1 day, 12:30:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9912, loss_cls: 2.8022, loss: 2.8022 +2025-05-26 07:25:51,126 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 1 day, 12:29:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.6939, loss: 2.6939 +2025-05-26 07:26:34,561 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 1 day, 12:28:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8368, loss: 2.8368 +2025-05-26 07:27:18,098 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 1 day, 12:28:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.7832, loss: 2.7832 +2025-05-26 07:28:01,660 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 1 day, 12:27:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 2.8410, loss: 2.8410 +2025-05-26 07:28:45,209 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 1 day, 12:26:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.8391, loss: 2.8391 +2025-05-26 07:29:28,399 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 1 day, 12:25:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.7227, loss: 2.7227 +2025-05-26 07:30:11,905 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 1 day, 12:24:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 2.8733, loss: 2.8733 +2025-05-26 07:30:55,494 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 1 day, 12:24:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9894, loss_cls: 2.8295, loss: 2.8295 +2025-05-26 07:31:39,272 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 1 day, 12:23:27, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 2.8815, loss: 2.8815 +2025-05-26 07:32:22,906 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 1 day, 12:22:41, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 2.7829, loss: 2.7829 +2025-05-26 07:33:06,464 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 1 day, 12:21:54, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 2.8774, loss: 2.8774 +2025-05-26 07:33:49,899 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 1 day, 12:21:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 2.9057, loss: 2.9057 +2025-05-26 07:34:33,357 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 1 day, 12:20:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.7782, loss: 2.7782 +2025-05-26 07:35:16,808 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 1 day, 12:19:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 2.9024, loss: 2.9024 +2025-05-26 07:36:00,249 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 1 day, 12:18:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 2.9968, loss: 2.9968 +2025-05-26 07:36:43,578 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 1 day, 12:17:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.7692, loss: 2.7692 +2025-05-26 07:37:26,941 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 1 day, 12:17:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 2.8905, loss: 2.8905 +2025-05-26 07:37:30,106 - pyskl - INFO - Saving checkpoint at 32 epochs +2025-05-26 07:38:47,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:38:47,796 - pyskl - INFO - +top1_acc 0.8236 +top5_acc 0.9702 +2025-05-26 07:38:47,799 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.8236, top5_acc: 0.9702 +2025-05-26 07:39:52,743 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 1 day, 12:17:32, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9906, loss_cls: 2.6723, loss: 2.6723 +2025-05-26 07:40:36,150 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 1 day, 12:16:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.7910, loss: 2.7910 +2025-05-26 07:41:19,533 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 1 day, 12:15:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 3.0020, loss: 3.0020 +2025-05-26 07:42:02,911 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 1 day, 12:15:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.8426, loss: 2.8426 +2025-05-26 07:42:46,359 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 1 day, 12:14:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 2.8015, loss: 2.8015 +2025-05-26 07:43:29,789 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 1 day, 12:13:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9869, loss_cls: 2.7827, loss: 2.7827 +2025-05-26 07:44:13,170 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 1 day, 12:12:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 2.7933, loss: 2.7933 +2025-05-26 07:44:56,491 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 1 day, 12:12:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 2.8322, loss: 2.8322 +2025-05-26 07:45:39,758 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 1 day, 12:11:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7801, loss: 2.7801 +2025-05-26 07:46:23,110 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 1 day, 12:10:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 2.7730, loss: 2.7730 +2025-05-26 07:47:06,634 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 1 day, 12:09:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 2.8185, loss: 2.8185 +2025-05-26 07:47:50,143 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 1 day, 12:08:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9888, loss_cls: 2.8251, loss: 2.8251 +2025-05-26 07:48:33,667 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 1 day, 12:08:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 3.0057, loss: 3.0057 +2025-05-26 07:49:17,131 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 1 day, 12:07:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 2.9614, loss: 2.9614 +2025-05-26 07:50:00,450 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 1 day, 12:06:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.8894, loss: 2.8894 +2025-05-26 07:50:43,909 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 1 day, 12:05:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 2.8457, loss: 2.8457 +2025-05-26 07:51:27,333 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 1 day, 12:05:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 2.9170, loss: 2.9170 +2025-05-26 07:52:10,779 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 1 day, 12:04:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9738, loss_cls: 2.9439, loss: 2.9439 +2025-05-26 07:52:54,144 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 1 day, 12:03:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 2.8254, loss: 2.8254 +2025-05-26 07:53:37,472 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 1 day, 12:02:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 2.7974, loss: 2.7974 +2025-05-26 07:54:20,818 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 1 day, 12:01:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.8186, loss: 2.8186 +2025-05-26 07:55:04,151 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 1 day, 12:01:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 2.7551, loss: 2.7551 +2025-05-26 07:55:47,479 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 1 day, 12:00:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 2.7794, loss: 2.7794 +2025-05-26 07:56:30,845 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 1 day, 11:59:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.8995, loss: 2.8995 +2025-05-26 07:57:14,156 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 1 day, 11:58:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.7723, loss: 2.7723 +2025-05-26 07:57:17,295 - pyskl - INFO - Saving checkpoint at 33 epochs +2025-05-26 07:58:34,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 07:58:34,857 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9741 +2025-05-26 07:58:34,910 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_28.pth was removed +2025-05-26 07:58:35,912 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_33.pth. +2025-05-26 07:58:35,913 - pyskl - INFO - Best top1_acc is 0.8300 at 33 epoch. +2025-05-26 07:58:35,915 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8300, top5_acc: 0.9741 +2025-05-26 07:59:40,805 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 1 day, 11:59:00, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 2.7211, loss: 2.7211 +2025-05-26 08:00:24,137 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 1 day, 11:58:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 2.8332, loss: 2.8332 +2025-05-26 08:01:07,546 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 1 day, 11:57:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 2.8255, loss: 2.8255 +2025-05-26 08:01:50,874 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 1 day, 11:56:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 2.8801, loss: 2.8801 +2025-05-26 08:02:34,274 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 1 day, 11:55:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8132, loss: 2.8132 +2025-05-26 08:03:17,765 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 1 day, 11:55:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 2.7001, loss: 2.7001 +2025-05-26 08:04:01,147 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 1 day, 11:54:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6189, loss: 2.6189 +2025-05-26 08:04:44,424 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 1 day, 11:53:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 2.8866, loss: 2.8866 +2025-05-26 08:05:27,647 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 1 day, 11:52:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.7488, loss: 2.7488 +2025-05-26 08:06:11,044 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 1 day, 11:51:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 2.7998, loss: 2.7998 +2025-05-26 08:06:54,527 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 1 day, 11:51:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9806, loss_cls: 2.8175, loss: 2.8175 +2025-05-26 08:07:37,949 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 1 day, 11:50:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.8422, loss: 2.8422 +2025-05-26 08:08:21,305 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 1 day, 11:49:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 2.6567, loss: 2.6567 +2025-05-26 08:09:04,633 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 1 day, 11:48:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 2.9848, loss: 2.9848 +2025-05-26 08:09:47,966 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 1 day, 11:48:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 2.8793, loss: 2.8793 +2025-05-26 08:10:31,518 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 1 day, 11:47:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 2.8445, loss: 2.8445 +2025-05-26 08:11:14,988 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 1 day, 11:46:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 2.8636, loss: 2.8636 +2025-05-26 08:11:58,358 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 1 day, 11:45:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8506, top5_acc: 0.9825, loss_cls: 2.8121, loss: 2.8121 +2025-05-26 08:12:41,683 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 1 day, 11:44:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 2.8097, loss: 2.8097 +2025-05-26 08:13:25,014 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 1 day, 11:44:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 2.8097, loss: 2.8097 +2025-05-26 08:14:08,293 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 1 day, 11:43:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 2.7765, loss: 2.7765 +2025-05-26 08:14:51,697 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 1 day, 11:42:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 2.7707, loss: 2.7707 +2025-05-26 08:15:34,968 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 1 day, 11:41:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 2.6348, loss: 2.6348 +2025-05-26 08:16:18,320 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 1 day, 11:40:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 2.9343, loss: 2.9343 +2025-05-26 08:17:01,725 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 1 day, 11:40:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 2.8599, loss: 2.8599 +2025-05-26 08:17:04,808 - pyskl - INFO - Saving checkpoint at 34 epochs +2025-05-26 08:18:22,550 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:18:22,617 - pyskl - INFO - +top1_acc 0.8116 +top5_acc 0.9711 +2025-05-26 08:18:22,619 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8116, top5_acc: 0.9711 +2025-05-26 08:19:27,331 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 1 day, 11:40:26, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9881, loss_cls: 2.6865, loss: 2.6865 +2025-05-26 08:20:10,701 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 1 day, 11:39:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 2.8422, loss: 2.8422 +2025-05-26 08:20:54,165 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 1 day, 11:38:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 2.7437, loss: 2.7437 +2025-05-26 08:21:37,540 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 1 day, 11:38:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.7409, loss: 2.7409 +2025-05-26 08:22:20,913 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 1 day, 11:37:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 2.7630, loss: 2.7630 +2025-05-26 08:23:04,258 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 1 day, 11:36:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 2.7908, loss: 2.7908 +2025-05-26 08:23:47,580 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 1 day, 11:35:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.7344, loss: 2.7344 +2025-05-26 08:24:30,975 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 1 day, 11:34:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 2.8643, loss: 2.8643 +2025-05-26 08:25:14,420 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 1 day, 11:34:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 2.8440, loss: 2.8440 +2025-05-26 08:25:57,747 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 1 day, 11:33:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.6353, loss: 2.6353 +2025-05-26 08:26:41,324 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 1 day, 11:32:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 2.7580, loss: 2.7580 +2025-05-26 08:27:24,999 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 1 day, 11:31:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9875, loss_cls: 2.8695, loss: 2.8695 +2025-05-26 08:28:08,720 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 1 day, 11:31:05, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 2.7094, loss: 2.7094 +2025-05-26 08:28:52,437 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 1 day, 11:30:20, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 2.8625, loss: 2.8625 +2025-05-26 08:29:35,976 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 1 day, 11:29:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 2.8264, loss: 2.8264 +2025-05-26 08:30:19,377 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 1 day, 11:28:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9794, loss_cls: 2.9228, loss: 2.9228 +2025-05-26 08:31:02,780 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 1 day, 11:28:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 2.9078, loss: 2.9078 +2025-05-26 08:31:46,335 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 1 day, 11:27:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9775, loss_cls: 2.8569, loss: 2.8569 +2025-05-26 08:32:29,860 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 1 day, 11:26:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 2.7441, loss: 2.7441 +2025-05-26 08:33:13,382 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 1 day, 11:25:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 2.7701, loss: 2.7701 +2025-05-26 08:33:56,974 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 1 day, 11:24:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.8021, loss: 2.8021 +2025-05-26 08:34:40,893 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 1 day, 11:24:10, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8148, loss: 2.8148 +2025-05-26 08:35:24,665 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 1 day, 11:23:24, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.7953, loss: 2.7953 +2025-05-26 08:36:08,501 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 1 day, 11:22:39, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 2.8017, loss: 2.8017 +2025-05-26 08:36:52,267 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 1 day, 11:21:53, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 2.7878, loss: 2.7878 +2025-05-26 08:36:55,509 - pyskl - INFO - Saving checkpoint at 35 epochs +2025-05-26 08:45:40,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 08:45:40,755 - pyskl - INFO - +top1_acc 0.7985 +top5_acc 0.9637 +2025-05-26 08:45:40,757 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7985, top5_acc: 0.9637 +2025-05-26 08:46:45,650 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 1 day, 11:22:06, time: 0.649, data_time: 0.215, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 2.7459, loss: 2.7459 +2025-05-26 08:47:29,105 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 1 day, 11:21:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 2.7348, loss: 2.7348 +2025-05-26 08:48:12,475 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 1 day, 11:20:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 2.6984, loss: 2.6984 +2025-05-26 08:48:55,851 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 1 day, 11:19:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9869, loss_cls: 2.7575, loss: 2.7575 +2025-05-26 08:49:39,213 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 1 day, 11:18:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9800, loss_cls: 2.7864, loss: 2.7864 +2025-05-26 08:50:22,646 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 1 day, 11:18:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8475, top5_acc: 0.9881, loss_cls: 2.9018, loss: 2.9018 +2025-05-26 08:51:05,945 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 1 day, 11:17:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8512, top5_acc: 0.9856, loss_cls: 2.8272, loss: 2.8272 +2025-05-26 08:51:49,226 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 1 day, 11:16:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 2.9264, loss: 2.9264 +2025-05-26 08:52:32,482 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 1 day, 11:15:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7924, loss: 2.7924 +2025-05-26 08:53:15,803 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 1 day, 11:15:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 2.8651, loss: 2.8651 +2025-05-26 08:53:59,135 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 1 day, 11:14:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9881, loss_cls: 2.7018, loss: 2.7018 +2025-05-26 08:54:42,568 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 1 day, 11:13:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6538, loss: 2.6538 +2025-05-26 08:55:26,156 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 1 day, 11:12:44, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 2.8589, loss: 2.8589 +2025-05-26 08:56:09,539 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 1 day, 11:11:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 2.7596, loss: 2.7596 +2025-05-26 08:56:52,952 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 1 day, 11:11:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 2.8025, loss: 2.8025 +2025-05-26 08:57:36,672 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 1 day, 11:10:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8763, loss: 2.8763 +2025-05-26 08:58:20,314 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 1 day, 11:09:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 2.7680, loss: 2.7680 +2025-05-26 08:59:03,823 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 1 day, 11:08:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 2.7902, loss: 2.7902 +2025-05-26 08:59:47,292 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 1 day, 11:08:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 2.9573, loss: 2.9573 +2025-05-26 09:00:30,580 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 1 day, 11:07:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.7271, loss: 2.7271 +2025-05-26 09:01:13,745 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 1 day, 11:06:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 2.8347, loss: 2.8347 +2025-05-26 09:01:57,022 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 1 day, 11:05:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 2.7965, loss: 2.7965 +2025-05-26 09:02:40,209 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 1 day, 11:04:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 2.9136, loss: 2.9136 +2025-05-26 09:03:23,566 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 1 day, 11:04:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 2.8301, loss: 2.8301 +2025-05-26 09:04:06,778 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 1 day, 11:03:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 2.7970, loss: 2.7970 +2025-05-26 09:04:09,915 - pyskl - INFO - Saving checkpoint at 36 epochs +2025-05-26 09:05:28,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:05:28,242 - pyskl - INFO - +top1_acc 0.7937 +top5_acc 0.9588 +2025-05-26 09:05:28,245 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7937, top5_acc: 0.9588 +2025-05-26 09:06:34,004 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 1 day, 11:03:36, time: 0.658, data_time: 0.224, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9738, loss_cls: 2.8544, loss: 2.8544 +2025-05-26 09:07:17,309 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 1 day, 11:02:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 2.8002, loss: 2.8002 +2025-05-26 09:08:00,652 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 1 day, 11:02:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7917, loss: 2.7917 +2025-05-26 09:08:43,951 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 1 day, 11:01:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 2.6968, loss: 2.6968 +2025-05-26 09:09:27,178 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 1 day, 11:00:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 2.8127, loss: 2.8127 +2025-05-26 09:10:10,438 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 1 day, 10:59:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9888, loss_cls: 2.7582, loss: 2.7582 +2025-05-26 09:10:53,846 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 1 day, 10:58:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 2.7492, loss: 2.7492 +2025-05-26 09:11:37,151 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 1 day, 10:58:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9888, loss_cls: 2.8027, loss: 2.8027 +2025-05-26 09:12:20,458 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 1 day, 10:57:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9900, loss_cls: 2.7062, loss: 2.7062 +2025-05-26 09:13:03,835 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 1 day, 10:56:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 2.7028, loss: 2.7028 +2025-05-26 09:13:47,271 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 1 day, 10:55:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 2.7858, loss: 2.7858 +2025-05-26 09:14:30,766 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 1 day, 10:55:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 2.9198, loss: 2.9198 +2025-05-26 09:15:14,206 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 1 day, 10:54:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9838, loss_cls: 2.8001, loss: 2.8001 +2025-05-26 09:15:57,486 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 1 day, 10:53:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7507, loss: 2.7507 +2025-05-26 09:16:40,894 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 1 day, 10:52:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 2.8405, loss: 2.8405 +2025-05-26 09:17:24,328 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 1 day, 10:51:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 2.7787, loss: 2.7787 +2025-05-26 09:18:07,648 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 1 day, 10:51:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 2.8663, loss: 2.8663 +2025-05-26 09:18:51,011 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 1 day, 10:50:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9906, loss_cls: 2.6906, loss: 2.6906 +2025-05-26 09:19:34,325 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 1 day, 10:49:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 2.7506, loss: 2.7506 +2025-05-26 09:20:17,719 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 1 day, 10:48:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8413, top5_acc: 0.9762, loss_cls: 2.8821, loss: 2.8821 +2025-05-26 09:21:01,033 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 1 day, 10:48:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 2.7994, loss: 2.7994 +2025-05-26 09:21:44,320 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 1 day, 10:47:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 2.8238, loss: 2.8238 +2025-05-26 09:22:27,649 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 1 day, 10:46:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.8287, loss: 2.8287 +2025-05-26 09:23:10,974 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 1 day, 10:45:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 2.8239, loss: 2.8239 +2025-05-26 09:23:54,313 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 1 day, 10:44:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 2.8098, loss: 2.8098 +2025-05-26 09:23:57,453 - pyskl - INFO - Saving checkpoint at 37 epochs +2025-05-26 09:25:15,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:25:15,685 - pyskl - INFO - +top1_acc 0.8076 +top5_acc 0.9712 +2025-05-26 09:25:15,687 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8076, top5_acc: 0.9712 +2025-05-26 09:26:21,389 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 1 day, 10:45:04, time: 0.657, data_time: 0.224, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9825, loss_cls: 2.6523, loss: 2.6523 +2025-05-26 09:27:04,627 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 1 day, 10:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.7244, loss: 2.7244 +2025-05-26 09:27:47,899 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 1 day, 10:43:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 2.7379, loss: 2.7379 +2025-05-26 09:28:31,193 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 1 day, 10:42:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.8602, loss: 2.8602 +2025-05-26 09:29:14,540 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 1 day, 10:41:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 2.7631, loss: 2.7631 +2025-05-26 09:29:57,790 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 1 day, 10:41:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 2.7569, loss: 2.7569 +2025-05-26 09:30:41,016 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 1 day, 10:40:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6698, loss: 2.6698 +2025-05-26 09:31:24,295 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 1 day, 10:39:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 2.8783, loss: 2.8783 +2025-05-26 09:32:07,611 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 1 day, 10:38:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 2.7929, loss: 2.7929 +2025-05-26 09:32:50,905 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 1 day, 10:38:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 2.8087, loss: 2.8087 +2025-05-26 09:33:34,297 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 1 day, 10:37:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 2.6688, loss: 2.6688 +2025-05-26 09:34:17,626 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 1 day, 10:36:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.8238, loss: 2.8238 +2025-05-26 09:35:01,083 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 1 day, 10:35:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 2.8524, loss: 2.8524 +2025-05-26 09:35:44,468 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 1 day, 10:34:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 2.7711, loss: 2.7711 +2025-05-26 09:36:28,103 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 1 day, 10:34:09, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 2.6153, loss: 2.6153 +2025-05-26 09:37:11,665 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 1 day, 10:33:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 2.8143, loss: 2.8143 +2025-05-26 09:37:55,274 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 1 day, 10:32:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 2.7461, loss: 2.7461 +2025-05-26 09:38:38,895 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 1 day, 10:31:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.8567, loss: 2.8567 +2025-05-26 09:39:22,339 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 1 day, 10:31:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.7256, loss: 2.7256 +2025-05-26 09:40:05,651 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 1 day, 10:30:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.8313, loss: 2.8313 +2025-05-26 09:40:48,893 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 1 day, 10:29:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7759, loss: 2.7759 +2025-05-26 09:41:32,150 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 1 day, 10:28:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6767, loss: 2.6767 +2025-05-26 09:42:15,469 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 1 day, 10:27:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 2.9062, loss: 2.9062 +2025-05-26 09:42:58,749 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 1 day, 10:27:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 2.7698, loss: 2.7698 +2025-05-26 09:43:42,070 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 1 day, 10:26:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 2.7546, loss: 2.7546 +2025-05-26 09:43:45,237 - pyskl - INFO - Saving checkpoint at 38 epochs +2025-05-26 09:45:03,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 09:45:03,220 - pyskl - INFO - +top1_acc 0.8139 +top5_acc 0.9694 +2025-05-26 09:45:03,222 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.8139, top5_acc: 0.9694 +2025-05-26 09:46:09,141 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 1 day, 10:26:33, time: 0.659, data_time: 0.222, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.6386, loss: 2.6386 +2025-05-26 09:46:52,630 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 1 day, 10:25:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.5889, loss: 2.5889 +2025-05-26 09:47:36,023 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 1 day, 10:25:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.6263, loss: 2.6263 +2025-05-26 09:48:19,443 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 1 day, 10:24:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 2.7901, loss: 2.7901 +2025-05-26 09:49:02,915 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 1 day, 10:23:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 2.7510, loss: 2.7510 +2025-05-26 09:49:46,226 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 1 day, 10:22:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7439, loss: 2.7439 +2025-05-26 09:50:29,565 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 1 day, 10:21:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.7009, loss: 2.7009 +2025-05-26 09:51:12,923 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 1 day, 10:21:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 2.7691, loss: 2.7691 +2025-05-26 09:51:56,232 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 1 day, 10:20:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 2.8843, loss: 2.8843 +2025-05-26 09:52:39,680 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 1 day, 10:19:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 2.6842, loss: 2.6842 +2025-05-26 09:53:23,084 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 1 day, 10:18:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 2.7880, loss: 2.7880 +2025-05-26 09:54:06,528 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 1 day, 10:18:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.6738, loss: 2.6738 +2025-05-26 09:54:50,030 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 1 day, 10:17:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 2.7572, loss: 2.7572 +2025-05-26 09:55:33,410 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 1 day, 10:16:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9850, loss_cls: 2.7846, loss: 2.7846 +2025-05-26 09:56:16,801 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 1 day, 10:15:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 2.7588, loss: 2.7588 +2025-05-26 09:57:00,291 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 1 day, 10:14:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 2.8161, loss: 2.8161 +2025-05-26 09:57:43,741 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 1 day, 10:14:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.8084, loss: 2.8084 +2025-05-26 09:58:26,920 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 1 day, 10:13:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 2.7554, loss: 2.7554 +2025-05-26 09:59:10,339 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 1 day, 10:12:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 2.6331, loss: 2.6331 +2025-05-26 09:59:53,639 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 1 day, 10:11:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 2.7814, loss: 2.7814 +2025-05-26 10:00:37,017 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 1 day, 10:11:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 2.7078, loss: 2.7078 +2025-05-26 10:01:20,324 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 1 day, 10:10:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9775, loss_cls: 2.8573, loss: 2.8573 +2025-05-26 10:02:03,631 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 1 day, 10:09:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 2.7459, loss: 2.7459 +2025-05-26 10:02:46,936 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 1 day, 10:08:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 2.8741, loss: 2.8741 +2025-05-26 10:03:30,209 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 1 day, 10:07:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.8007, loss: 2.8007 +2025-05-26 10:03:33,354 - pyskl - INFO - Saving checkpoint at 39 epochs +2025-05-26 10:04:50,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:04:51,019 - pyskl - INFO - +top1_acc 0.8295 +top5_acc 0.9767 +2025-05-26 10:04:51,022 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8295, top5_acc: 0.9767 +2025-05-26 10:05:55,907 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 1 day, 10:08:01, time: 0.649, data_time: 0.216, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 2.7276, loss: 2.7276 +2025-05-26 10:06:39,262 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 1 day, 10:07:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 2.7027, loss: 2.7027 +2025-05-26 10:07:22,556 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 1 day, 10:06:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.6420, loss: 2.6420 +2025-05-26 10:08:05,799 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 1 day, 10:05:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7782, loss: 2.7782 +2025-05-26 10:08:49,085 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 1 day, 10:04:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.7252, loss: 2.7252 +2025-05-26 10:09:32,346 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 1 day, 10:04:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.5948, loss: 2.5948 +2025-05-26 10:10:15,602 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 1 day, 10:03:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 2.8369, loss: 2.8369 +2025-05-26 10:10:58,954 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 1 day, 10:02:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 2.6948, loss: 2.6948 +2025-05-26 10:11:42,267 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 1 day, 10:01:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 2.6290, loss: 2.6290 +2025-05-26 10:12:25,614 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 1 day, 10:01:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 2.7564, loss: 2.7564 +2025-05-26 10:13:08,822 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 1 day, 10:00:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 2.8540, loss: 2.8540 +2025-05-26 10:13:52,034 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 1 day, 9:59:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 2.6621, loss: 2.6621 +2025-05-26 10:14:35,279 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 1 day, 9:58:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7955, loss: 2.7955 +2025-05-26 10:15:18,506 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 1 day, 9:57:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7489, loss: 2.7489 +2025-05-26 10:16:01,735 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 1 day, 9:57:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.5723, loss: 2.5723 +2025-05-26 10:16:45,034 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 1 day, 9:56:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7270, loss: 2.7270 +2025-05-26 10:17:28,217 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 1 day, 9:55:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 2.7425, loss: 2.7425 +2025-05-26 10:18:11,414 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 1 day, 9:54:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 2.8113, loss: 2.8113 +2025-05-26 10:18:54,766 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 1 day, 9:54:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 2.7493, loss: 2.7493 +2025-05-26 10:19:38,221 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 1 day, 9:53:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9788, loss_cls: 2.7846, loss: 2.7846 +2025-05-26 10:20:21,730 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 1 day, 9:52:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8494, top5_acc: 0.9881, loss_cls: 2.8306, loss: 2.8306 +2025-05-26 10:21:04,956 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 1 day, 9:51:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 2.8314, loss: 2.8314 +2025-05-26 10:21:48,499 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 1 day, 9:50:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 2.6198, loss: 2.6198 +2025-05-26 10:22:31,974 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 1 day, 9:50:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9875, loss_cls: 2.6930, loss: 2.6930 +2025-05-26 10:23:15,450 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 1 day, 9:49:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 2.7761, loss: 2.7761 +2025-05-26 10:23:18,567 - pyskl - INFO - Saving checkpoint at 40 epochs +2025-05-26 10:32:08,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:32:08,268 - pyskl - INFO - +top1_acc 0.8137 +top5_acc 0.9709 +2025-05-26 10:32:08,271 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8137, top5_acc: 0.9709 +2025-05-26 10:33:12,867 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 1 day, 9:49:25, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.7306, loss: 2.7306 +2025-05-26 10:33:56,158 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 1 day, 9:48:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9812, loss_cls: 2.7181, loss: 2.7181 +2025-05-26 10:34:39,480 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 1 day, 9:47:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9912, loss_cls: 2.6344, loss: 2.6344 +2025-05-26 10:35:22,861 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 1 day, 9:47:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.7047, loss: 2.7047 +2025-05-26 10:36:06,185 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 1 day, 9:46:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9806, loss_cls: 2.6244, loss: 2.6244 +2025-05-26 10:36:49,497 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 1 day, 9:45:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6743, loss: 2.6743 +2025-05-26 10:37:32,806 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 1 day, 9:44:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9900, loss_cls: 2.6307, loss: 2.6307 +2025-05-26 10:38:16,198 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 1 day, 9:43:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 2.7426, loss: 2.7426 +2025-05-26 10:38:59,519 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 1 day, 9:43:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.6052, loss: 2.6052 +2025-05-26 10:39:42,880 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 1 day, 9:42:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9869, loss_cls: 2.8242, loss: 2.8242 +2025-05-26 10:40:26,166 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 1 day, 9:41:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.7825, loss: 2.7825 +2025-05-26 10:41:09,483 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 1 day, 9:40:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 2.7368, loss: 2.7368 +2025-05-26 10:41:52,843 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 1 day, 9:40:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7430, loss: 2.7430 +2025-05-26 10:42:36,309 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 1 day, 9:39:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 2.8779, loss: 2.8779 +2025-05-26 10:43:19,797 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 1 day, 9:38:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 2.7589, loss: 2.7589 +2025-05-26 10:44:02,990 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 1 day, 9:37:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 2.7067, loss: 2.7067 +2025-05-26 10:44:46,204 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 1 day, 9:37:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 2.5322, loss: 2.5322 +2025-05-26 10:45:29,430 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 1 day, 9:36:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.7077, loss: 2.7077 +2025-05-26 10:46:12,606 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 1 day, 9:35:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.7736, loss: 2.7736 +2025-05-26 10:46:55,856 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 1 day, 9:34:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 2.7576, loss: 2.7576 +2025-05-26 10:47:38,984 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 1 day, 9:33:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7265, loss: 2.7265 +2025-05-26 10:48:22,206 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 1 day, 9:33:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 2.8129, loss: 2.8129 +2025-05-26 10:49:05,482 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 1 day, 9:32:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 2.8237, loss: 2.8237 +2025-05-26 10:49:48,637 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 1 day, 9:31:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.6641, loss: 2.6641 +2025-05-26 10:50:31,927 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 1 day, 9:30:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 2.8747, loss: 2.8747 +2025-05-26 10:50:35,001 - pyskl - INFO - Saving checkpoint at 41 epochs +2025-05-26 10:51:52,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 10:51:52,483 - pyskl - INFO - +top1_acc 0.8253 +top5_acc 0.9738 +2025-05-26 10:51:52,486 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8253, top5_acc: 0.9738 +2025-05-26 10:52:57,318 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 1 day, 9:30:48, time: 0.648, data_time: 0.217, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6797, loss: 2.6797 +2025-05-26 10:53:40,659 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 1 day, 9:30:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9744, loss_cls: 2.7808, loss: 2.7808 +2025-05-26 10:54:23,943 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 1 day, 9:29:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.7025, loss: 2.7025 +2025-05-26 10:55:07,229 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 1 day, 9:28:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9888, loss_cls: 2.6948, loss: 2.6948 +2025-05-26 10:55:50,508 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 1 day, 9:27:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.7005, loss: 2.7005 +2025-05-26 10:56:33,806 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 1 day, 9:26:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9906, loss_cls: 2.6648, loss: 2.6648 +2025-05-26 10:57:17,151 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 1 day, 9:26:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 2.8268, loss: 2.8268 +2025-05-26 10:58:00,549 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 1 day, 9:25:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.6288, loss: 2.6288 +2025-05-26 10:58:43,849 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 1 day, 9:24:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 2.7294, loss: 2.7294 +2025-05-26 10:59:27,200 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 1 day, 9:23:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 2.6824, loss: 2.6824 +2025-05-26 11:00:10,562 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 1 day, 9:23:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.5342, loss: 2.5342 +2025-05-26 11:00:53,902 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 1 day, 9:22:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.6566, loss: 2.6566 +2025-05-26 11:01:37,244 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 1 day, 9:21:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 2.6840, loss: 2.6840 +2025-05-26 11:02:20,799 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 1 day, 9:20:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 2.7333, loss: 2.7333 +2025-05-26 11:03:04,267 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 1 day, 9:19:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6395, loss: 2.6395 +2025-05-26 11:03:47,658 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 1 day, 9:19:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 2.6707, loss: 2.6707 +2025-05-26 11:04:31,046 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 1 day, 9:18:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 2.8019, loss: 2.8019 +2025-05-26 11:05:14,372 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 1 day, 9:17:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9725, loss_cls: 2.8384, loss: 2.8384 +2025-05-26 11:05:57,739 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 1 day, 9:16:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7734, loss: 2.7734 +2025-05-26 11:06:41,117 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 1 day, 9:16:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.7593, loss: 2.7593 +2025-05-26 11:07:24,518 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 1 day, 9:15:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 2.6457, loss: 2.6457 +2025-05-26 11:08:07,746 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 1 day, 9:14:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9919, loss_cls: 2.6407, loss: 2.6407 +2025-05-26 11:08:51,130 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 1 day, 9:13:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 2.6797, loss: 2.6797 +2025-05-26 11:09:34,543 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 1 day, 9:13:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 2.7287, loss: 2.7287 +2025-05-26 11:10:17,791 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 1 day, 9:12:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 2.8763, loss: 2.8763 +2025-05-26 11:10:20,981 - pyskl - INFO - Saving checkpoint at 42 epochs +2025-05-26 11:11:38,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:11:38,259 - pyskl - INFO - +top1_acc 0.8432 +top5_acc 0.9792 +2025-05-26 11:11:38,310 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_33.pth was removed +2025-05-26 11:11:39,354 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. +2025-05-26 11:11:39,355 - pyskl - INFO - Best top1_acc is 0.8432 at 42 epoch. +2025-05-26 11:11:39,358 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8432, top5_acc: 0.9792 +2025-05-26 11:12:43,982 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 1 day, 9:12:15, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 2.5799, loss: 2.5799 +2025-05-26 11:13:27,291 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 1 day, 9:11:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 2.7313, loss: 2.7313 +2025-05-26 11:14:10,522 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 1 day, 9:10:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.6062, loss: 2.6062 +2025-05-26 11:14:53,827 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 1 day, 9:09:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6521, loss: 2.6521 +2025-05-26 11:15:37,133 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 1 day, 9:09:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 2.6505, loss: 2.6505 +2025-05-26 11:16:20,493 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 1 day, 9:08:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.8131, loss: 2.8131 +2025-05-26 11:17:03,842 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 1 day, 9:07:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 2.7770, loss: 2.7770 +2025-05-26 11:17:47,146 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 1 day, 9:06:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.5676, loss: 2.5676 +2025-05-26 11:18:30,423 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 1 day, 9:06:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 2.7551, loss: 2.7551 +2025-05-26 11:19:13,694 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 1 day, 9:05:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 2.7208, loss: 2.7208 +2025-05-26 11:19:56,957 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 1 day, 9:04:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9900, loss_cls: 2.6603, loss: 2.6603 +2025-05-26 11:20:40,283 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 1 day, 9:03:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 2.7025, loss: 2.7025 +2025-05-26 11:21:23,692 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 1 day, 9:02:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.6720, loss: 2.6720 +2025-05-26 11:22:07,262 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 1 day, 9:02:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.7004, loss: 2.7004 +2025-05-26 11:22:50,702 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 1 day, 9:01:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 2.6790, loss: 2.6790 +2025-05-26 11:23:34,125 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 1 day, 9:00:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.5986, loss: 2.5986 +2025-05-26 11:24:17,462 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 1 day, 8:59:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 2.6648, loss: 2.6648 +2025-05-26 11:25:00,702 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 1 day, 8:59:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 2.8097, loss: 2.8097 +2025-05-26 11:25:43,977 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 1 day, 8:58:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.7806, loss: 2.7806 +2025-05-26 11:26:27,241 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 1 day, 8:57:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6663, loss: 2.6663 +2025-05-26 11:27:10,679 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 1 day, 8:56:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 2.7637, loss: 2.7637 +2025-05-26 11:27:53,978 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 1 day, 8:56:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.6850, loss: 2.6850 +2025-05-26 11:28:37,286 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 1 day, 8:55:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 2.6026, loss: 2.6026 +2025-05-26 11:29:20,543 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 1 day, 8:54:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 2.6600, loss: 2.6600 +2025-05-26 11:30:03,810 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 1 day, 8:53:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.6453, loss: 2.6453 +2025-05-26 11:30:06,949 - pyskl - INFO - Saving checkpoint at 43 epochs +2025-05-26 11:31:24,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:31:24,146 - pyskl - INFO - +top1_acc 0.7998 +top5_acc 0.9648 +2025-05-26 11:31:24,149 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7998, top5_acc: 0.9648 +2025-05-26 11:32:28,859 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 1 day, 8:53:41, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 2.5943, loss: 2.5943 +2025-05-26 11:33:12,196 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 1 day, 8:52:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9862, loss_cls: 2.8173, loss: 2.8173 +2025-05-26 11:33:55,586 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 1 day, 8:52:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 2.6876, loss: 2.6876 +2025-05-26 11:34:38,901 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 1 day, 8:51:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.6069, loss: 2.6069 +2025-05-26 11:35:22,270 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 1 day, 8:50:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6657, loss: 2.6657 +2025-05-26 11:36:05,641 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 1 day, 8:49:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 2.5790, loss: 2.5790 +2025-05-26 11:36:49,090 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 1 day, 8:49:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9925, loss_cls: 2.5839, loss: 2.5839 +2025-05-26 11:37:32,518 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 1 day, 8:48:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 2.7535, loss: 2.7535 +2025-05-26 11:38:15,858 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 1 day, 8:47:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.7773, loss: 2.7773 +2025-05-26 11:38:59,192 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 1 day, 8:46:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 2.6655, loss: 2.6655 +2025-05-26 11:39:42,573 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 1 day, 8:46:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.6481, loss: 2.6481 +2025-05-26 11:40:25,982 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 1 day, 8:45:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 2.7020, loss: 2.7020 +2025-05-26 11:41:09,539 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 1 day, 8:44:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 2.6474, loss: 2.6474 +2025-05-26 11:41:53,097 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 1 day, 8:43:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 2.5985, loss: 2.5985 +2025-05-26 11:42:36,517 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 1 day, 8:42:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.6351, loss: 2.6351 +2025-05-26 11:43:19,866 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 1 day, 8:42:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 2.7476, loss: 2.7476 +2025-05-26 11:44:03,182 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 1 day, 8:41:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9875, loss_cls: 2.6638, loss: 2.6638 +2025-05-26 11:44:46,561 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 1 day, 8:40:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9888, loss_cls: 2.6156, loss: 2.6156 +2025-05-26 11:45:30,072 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 1 day, 8:39:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 2.6652, loss: 2.6652 +2025-05-26 11:46:13,490 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 1 day, 8:39:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 2.7303, loss: 2.7303 +2025-05-26 11:46:56,810 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 1 day, 8:38:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 2.7872, loss: 2.7872 +2025-05-26 11:47:40,161 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 1 day, 8:37:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 2.7486, loss: 2.7486 +2025-05-26 11:48:23,494 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 1 day, 8:36:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 2.6872, loss: 2.6872 +2025-05-26 11:49:06,893 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 1 day, 8:36:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 2.7156, loss: 2.7156 +2025-05-26 11:49:50,209 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 1 day, 8:35:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 2.7678, loss: 2.7678 +2025-05-26 11:49:53,363 - pyskl - INFO - Saving checkpoint at 44 epochs +2025-05-26 11:51:10,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 11:51:10,447 - pyskl - INFO - +top1_acc 0.8217 +top5_acc 0.9688 +2025-05-26 11:51:10,450 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8217, top5_acc: 0.9688 +2025-05-26 11:52:15,228 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 1 day, 8:35:12, time: 0.648, data_time: 0.212, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 2.5877, loss: 2.5877 +2025-05-26 11:52:58,701 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 1 day, 8:34:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 2.6981, loss: 2.6981 +2025-05-26 11:53:42,036 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 1 day, 8:33:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 2.5983, loss: 2.5983 +2025-05-26 11:54:25,459 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 1 day, 8:32:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9888, loss_cls: 2.6396, loss: 2.6396 +2025-05-26 11:55:08,859 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 1 day, 8:32:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.6825, loss: 2.6825 +2025-05-26 11:55:52,292 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 1 day, 8:31:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9888, loss_cls: 2.6648, loss: 2.6648 +2025-05-26 11:56:35,525 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 1 day, 8:30:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.5984, loss: 2.5984 +2025-05-26 11:57:18,785 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 1 day, 8:29:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.6603, loss: 2.6603 +2025-05-26 11:58:02,043 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 1 day, 8:29:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 2.6622, loss: 2.6622 +2025-05-26 11:58:45,286 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 1 day, 8:28:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6551, loss: 2.6551 +2025-05-26 11:59:28,477 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 1 day, 8:27:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 2.6613, loss: 2.6613 +2025-05-26 12:00:11,761 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 1 day, 8:26:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 2.6749, loss: 2.6749 +2025-05-26 12:00:55,200 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 1 day, 8:25:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 2.7579, loss: 2.7579 +2025-05-26 12:01:38,613 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 1 day, 8:25:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8538, top5_acc: 0.9850, loss_cls: 2.7744, loss: 2.7744 +2025-05-26 12:02:21,918 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 1 day, 8:24:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9856, loss_cls: 2.7869, loss: 2.7869 +2025-05-26 12:03:05,291 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 1 day, 8:23:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 2.6933, loss: 2.6933 +2025-05-26 12:03:48,799 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 1 day, 8:22:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9875, loss_cls: 2.6723, loss: 2.6723 +2025-05-26 12:04:32,238 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 1 day, 8:22:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.6244, loss: 2.6244 +2025-05-26 12:05:15,509 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 1 day, 8:21:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 2.5862, loss: 2.5862 +2025-05-26 12:05:58,686 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 1 day, 8:20:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 2.7134, loss: 2.7134 +2025-05-26 12:06:41,945 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 1 day, 8:19:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 2.6975, loss: 2.6975 +2025-05-26 12:07:25,187 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 1 day, 8:19:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6626, loss: 2.6626 +2025-05-26 12:08:08,412 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 1 day, 8:18:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.6614, loss: 2.6614 +2025-05-26 12:08:51,866 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 1 day, 8:17:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9856, loss_cls: 2.8265, loss: 2.8265 +2025-05-26 12:09:35,310 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 1 day, 8:16:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.7200, loss: 2.7200 +2025-05-26 12:09:38,388 - pyskl - INFO - Saving checkpoint at 45 epochs +2025-05-26 12:18:34,579 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:18:34,646 - pyskl - INFO - +top1_acc 0.8337 +top5_acc 0.9722 +2025-05-26 12:18:34,649 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8337, top5_acc: 0.9722 +2025-05-26 12:19:39,713 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 1 day, 8:16:40, time: 0.651, data_time: 0.218, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 2.6699, loss: 2.6699 +2025-05-26 12:20:23,086 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 1 day, 8:15:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 2.7198, loss: 2.7198 +2025-05-26 12:21:06,411 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 1 day, 8:15:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.5854, loss: 2.5854 +2025-05-26 12:21:49,715 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 1 day, 8:14:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8631, top5_acc: 0.9912, loss_cls: 2.6485, loss: 2.6485 +2025-05-26 12:22:33,114 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 1 day, 8:13:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 2.5423, loss: 2.5423 +2025-05-26 12:23:16,642 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 1 day, 8:12:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 2.6955, loss: 2.6955 +2025-05-26 12:24:00,135 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 1 day, 8:12:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 2.6580, loss: 2.6580 +2025-05-26 12:24:43,538 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 1 day, 8:11:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9869, loss_cls: 2.6940, loss: 2.6940 +2025-05-26 12:25:26,974 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 1 day, 8:10:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.6097, loss: 2.6097 +2025-05-26 12:26:10,614 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 1 day, 8:09:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8638, top5_acc: 0.9894, loss_cls: 2.6098, loss: 2.6098 +2025-05-26 12:26:54,111 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 1 day, 8:09:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 2.7110, loss: 2.7110 +2025-05-26 12:27:37,597 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 1 day, 8:08:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 2.6291, loss: 2.6291 +2025-05-26 12:28:21,077 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 1 day, 8:07:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.6015, loss: 2.6015 +2025-05-26 12:29:04,418 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 1 day, 8:06:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 2.7116, loss: 2.7116 +2025-05-26 12:29:47,854 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 1 day, 8:05:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.7291, loss: 2.7291 +2025-05-26 12:30:31,072 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 1 day, 8:05:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 2.7346, loss: 2.7346 +2025-05-26 12:31:14,447 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 1 day, 8:04:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 2.5710, loss: 2.5710 +2025-05-26 12:31:57,961 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 1 day, 8:03:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.6738, loss: 2.6738 +2025-05-26 12:32:41,261 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 1 day, 8:02:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9881, loss_cls: 2.6779, loss: 2.6779 +2025-05-26 12:33:24,651 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 1 day, 8:02:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9838, loss_cls: 2.6732, loss: 2.6732 +2025-05-26 12:34:08,019 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 1 day, 8:01:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.5937, loss: 2.5937 +2025-05-26 12:34:51,281 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 1 day, 8:00:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 2.6288, loss: 2.6288 +2025-05-26 12:35:34,647 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 1 day, 7:59:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 2.6322, loss: 2.6322 +2025-05-26 12:36:18,016 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 1 day, 7:59:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9912, loss_cls: 2.6875, loss: 2.6875 +2025-05-26 12:37:01,363 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 1 day, 7:58:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9875, loss_cls: 2.7563, loss: 2.7563 +2025-05-26 12:37:04,463 - pyskl - INFO - Saving checkpoint at 46 epochs +2025-05-26 12:38:22,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:38:22,121 - pyskl - INFO - +top1_acc 0.8209 +top5_acc 0.9720 +2025-05-26 12:38:22,124 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8209, top5_acc: 0.9720 +2025-05-26 12:39:26,998 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 1 day, 7:58:12, time: 0.649, data_time: 0.215, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6509, loss: 2.6509 +2025-05-26 12:40:10,310 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 1 day, 7:57:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9912, loss_cls: 2.5343, loss: 2.5343 +2025-05-26 12:40:53,634 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 1 day, 7:56:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9919, loss_cls: 2.5637, loss: 2.5637 +2025-05-26 12:41:37,006 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 1 day, 7:55:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 2.6909, loss: 2.6909 +2025-05-26 12:42:20,454 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 1 day, 7:55:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.6477, loss: 2.6477 +2025-05-26 12:43:03,882 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 1 day, 7:54:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 2.5568, loss: 2.5568 +2025-05-26 12:43:47,299 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 1 day, 7:53:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9794, loss_cls: 2.6852, loss: 2.6852 +2025-05-26 12:44:30,665 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 1 day, 7:52:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 2.7867, loss: 2.7867 +2025-05-26 12:45:14,151 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 1 day, 7:52:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 2.5852, loss: 2.5852 +2025-05-26 12:45:57,698 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 1 day, 7:51:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.5781, loss: 2.5781 +2025-05-26 12:46:41,207 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 1 day, 7:50:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 2.5349, loss: 2.5349 +2025-05-26 12:47:24,692 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 1 day, 7:49:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 2.7008, loss: 2.7008 +2025-05-26 12:48:08,124 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 1 day, 7:49:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9850, loss_cls: 2.5074, loss: 2.5074 +2025-05-26 12:48:51,607 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 1 day, 7:48:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6974, loss: 2.6974 +2025-05-26 12:49:34,921 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 1 day, 7:47:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.6447, loss: 2.6447 +2025-05-26 12:50:18,460 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 1 day, 7:46:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9831, loss_cls: 2.7701, loss: 2.7701 +2025-05-26 12:51:02,086 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 1 day, 7:45:59, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 2.6747, loss: 2.6747 +2025-05-26 12:51:45,470 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 1 day, 7:45:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9806, loss_cls: 2.7324, loss: 2.7324 +2025-05-26 12:52:28,875 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 1 day, 7:44:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9912, loss_cls: 2.6108, loss: 2.6108 +2025-05-26 12:53:12,289 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 1 day, 7:43:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.6188, loss: 2.6188 +2025-05-26 12:53:55,549 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 1 day, 7:42:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 2.6579, loss: 2.6579 +2025-05-26 12:54:38,952 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 1 day, 7:42:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 2.6926, loss: 2.6926 +2025-05-26 12:55:22,331 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 1 day, 7:41:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 2.6658, loss: 2.6658 +2025-05-26 12:56:05,724 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 1 day, 7:40:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.6087, loss: 2.6087 +2025-05-26 12:56:49,120 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 1 day, 7:39:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 2.6509, loss: 2.6509 +2025-05-26 12:56:52,192 - pyskl - INFO - Saving checkpoint at 47 epochs +2025-05-26 12:58:09,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 12:58:09,778 - pyskl - INFO - +top1_acc 0.8325 +top5_acc 0.9754 +2025-05-26 12:58:09,781 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8325, top5_acc: 0.9754 +2025-05-26 12:59:14,625 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 1 day, 7:39:44, time: 0.648, data_time: 0.214, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.6649, loss: 2.6649 +2025-05-26 12:59:57,988 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 1 day, 7:38:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 2.5015, loss: 2.5015 +2025-05-26 13:00:41,392 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 1 day, 7:38:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9919, loss_cls: 2.5858, loss: 2.5858 +2025-05-26 13:01:24,842 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 1 day, 7:37:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 2.6053, loss: 2.6053 +2025-05-26 13:02:08,322 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 1 day, 7:36:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8600, top5_acc: 0.9875, loss_cls: 2.6748, loss: 2.6748 +2025-05-26 13:02:51,802 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 1 day, 7:35:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.6265, loss: 2.6265 +2025-05-26 13:03:35,256 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 1 day, 7:35:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.7153, loss: 2.7153 +2025-05-26 13:04:18,710 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 1 day, 7:34:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 2.5363, loss: 2.5363 +2025-05-26 13:05:02,267 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 1 day, 7:33:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 2.6507, loss: 2.6507 +2025-05-26 13:05:45,696 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 1 day, 7:32:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9888, loss_cls: 2.7533, loss: 2.7533 +2025-05-26 13:06:29,094 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 1 day, 7:32:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.6052, loss: 2.6052 +2025-05-26 13:07:12,521 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 1 day, 7:31:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 2.7067, loss: 2.7067 +2025-05-26 13:07:55,905 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 1 day, 7:30:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9794, loss_cls: 2.7187, loss: 2.7187 +2025-05-26 13:08:39,299 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 1 day, 7:29:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6949, loss: 2.6949 +2025-05-26 13:09:22,567 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 1 day, 7:29:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 2.5698, loss: 2.5698 +2025-05-26 13:10:05,749 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 1 day, 7:28:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 2.5299, loss: 2.5299 +2025-05-26 13:10:48,957 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 1 day, 7:27:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6145, loss: 2.6145 +2025-05-26 13:11:32,342 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 1 day, 7:26:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 2.6234, loss: 2.6234 +2025-05-26 13:12:15,759 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 1 day, 7:25:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 2.7191, loss: 2.7191 +2025-05-26 13:12:59,143 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 1 day, 7:25:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 2.6794, loss: 2.6794 +2025-05-26 13:13:42,470 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 1 day, 7:24:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.5635, loss: 2.5635 +2025-05-26 13:14:25,841 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 1 day, 7:23:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 2.6680, loss: 2.6680 +2025-05-26 13:15:09,141 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 1 day, 7:22:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 2.7254, loss: 2.7254 +2025-05-26 13:15:52,498 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 1 day, 7:22:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 2.7243, loss: 2.7243 +2025-05-26 13:16:35,958 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 1 day, 7:21:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 2.7463, loss: 2.7463 +2025-05-26 13:16:39,085 - pyskl - INFO - Saving checkpoint at 48 epochs +2025-05-26 13:17:56,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:17:56,374 - pyskl - INFO - +top1_acc 0.8290 +top5_acc 0.9753 +2025-05-26 13:17:56,376 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8290, top5_acc: 0.9753 +2025-05-26 13:19:00,708 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 1 day, 7:21:14, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 2.6629, loss: 2.6629 +2025-05-26 13:19:44,067 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 1 day, 7:20:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 2.6472, loss: 2.6472 +2025-05-26 13:20:27,474 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 1 day, 7:19:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 2.6980, loss: 2.6980 +2025-05-26 13:21:10,837 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 1 day, 7:18:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 2.6628, loss: 2.6628 +2025-05-26 13:21:54,199 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 1 day, 7:18:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 2.6956, loss: 2.6956 +2025-05-26 13:22:37,650 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 1 day, 7:17:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 2.6874, loss: 2.6874 +2025-05-26 13:23:21,151 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 1 day, 7:16:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.6031, loss: 2.6031 +2025-05-26 13:24:04,616 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 1 day, 7:15:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6967, loss: 2.6967 +2025-05-26 13:24:48,080 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 1 day, 7:15:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.5488, loss: 2.5488 +2025-05-26 13:25:31,508 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 1 day, 7:14:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.6860, loss: 2.6860 +2025-05-26 13:26:14,919 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 1 day, 7:13:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 2.6292, loss: 2.6292 +2025-05-26 13:26:58,615 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 1 day, 7:12:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.5412, loss: 2.5412 +2025-05-26 13:27:42,366 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 1 day, 7:12:06, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.6006, loss: 2.6006 +2025-05-26 13:28:25,764 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 1 day, 7:11:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6494, loss: 2.6494 +2025-05-26 13:29:09,166 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 1 day, 7:10:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9888, loss_cls: 2.6436, loss: 2.6436 +2025-05-26 13:29:52,491 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 1 day, 7:09:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 2.5087, loss: 2.5087 +2025-05-26 13:30:35,793 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 1 day, 7:09:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 2.6258, loss: 2.6258 +2025-05-26 13:31:19,163 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 1 day, 7:08:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 2.6383, loss: 2.6383 +2025-05-26 13:32:02,464 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 1 day, 7:07:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.5946, loss: 2.5946 +2025-05-26 13:32:45,831 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 1 day, 7:06:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.5750, loss: 2.5750 +2025-05-26 13:33:29,184 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 1 day, 7:05:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9925, loss_cls: 2.6654, loss: 2.6654 +2025-05-26 13:34:12,579 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 1 day, 7:05:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9888, loss_cls: 2.6627, loss: 2.6627 +2025-05-26 13:34:56,001 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 1 day, 7:04:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 2.7107, loss: 2.7107 +2025-05-26 13:35:39,379 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 1 day, 7:03:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 2.5729, loss: 2.5729 +2025-05-26 13:36:22,750 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 1 day, 7:02:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 2.5896, loss: 2.5896 +2025-05-26 13:36:25,853 - pyskl - INFO - Saving checkpoint at 49 epochs +2025-05-26 13:37:42,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 13:37:43,061 - pyskl - INFO - +top1_acc 0.8416 +top5_acc 0.9746 +2025-05-26 13:37:43,064 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8416, top5_acc: 0.9746 +2025-05-26 13:38:47,569 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 1 day, 7:02:46, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 2.6848, loss: 2.6848 +2025-05-26 13:39:30,900 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 1 day, 7:02:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.6757, loss: 2.6757 +2025-05-26 13:40:14,320 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 1 day, 7:01:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 2.6113, loss: 2.6113 +2025-05-26 13:40:57,694 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 1 day, 7:00:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 2.6450, loss: 2.6450 +2025-05-26 13:41:41,111 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 1 day, 6:59:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8669, top5_acc: 0.9888, loss_cls: 2.6163, loss: 2.6163 +2025-05-26 13:42:24,770 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 1 day, 6:58:58, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8675, top5_acc: 0.9806, loss_cls: 2.6431, loss: 2.6431 +2025-05-26 13:43:08,445 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 1 day, 6:58:12, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.5557, loss: 2.5557 +2025-05-26 13:43:52,100 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 1 day, 6:57:27, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.4504, loss: 2.4504 +2025-05-26 13:44:35,668 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 1 day, 6:56:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.6611, loss: 2.6611 +2025-05-26 13:45:19,039 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 1 day, 6:55:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 2.5068, loss: 2.5068 +2025-05-26 13:46:02,342 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 1 day, 6:55:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9888, loss_cls: 2.5872, loss: 2.5872 +2025-05-26 13:46:45,738 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 1 day, 6:54:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.5556, loss: 2.5556 +2025-05-26 13:47:28,960 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 1 day, 6:53:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 2.7676, loss: 2.7676 +2025-05-26 13:48:12,315 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 1 day, 6:52:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 2.6236, loss: 2.6236 +2025-05-26 13:48:55,692 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 1 day, 6:52:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 2.6114, loss: 2.6114 +2025-05-26 13:49:39,163 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 1 day, 6:51:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 2.5811, loss: 2.5811 +2025-05-26 13:50:22,498 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 1 day, 6:50:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 2.6024, loss: 2.6024 +2025-05-26 13:51:05,815 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 1 day, 6:49:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 2.6400, loss: 2.6400 +2025-05-26 13:51:49,175 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 1 day, 6:49:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9931, loss_cls: 2.5578, loss: 2.5578 +2025-05-26 13:52:32,801 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 1 day, 6:48:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 2.6553, loss: 2.6553 +2025-05-26 13:53:16,284 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 1 day, 6:47:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 2.7073, loss: 2.7073 +2025-05-26 13:53:59,683 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 1 day, 6:46:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.5573, loss: 2.5573 +2025-05-26 13:54:43,192 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 1 day, 6:46:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 2.5940, loss: 2.5940 +2025-05-26 13:55:26,870 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 1 day, 6:45:16, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6839, loss: 2.6839 +2025-05-26 13:56:10,500 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 1 day, 6:44:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6373, loss: 2.6373 +2025-05-26 13:56:13,680 - pyskl - INFO - Saving checkpoint at 50 epochs +2025-05-26 14:04:41,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:04:41,505 - pyskl - INFO - +top1_acc 0.7691 +top5_acc 0.9570 +2025-05-26 14:04:41,507 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7691, top5_acc: 0.9570 +2025-05-26 14:05:45,770 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 1 day, 6:44:19, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 2.6064, loss: 2.6064 +2025-05-26 14:06:29,042 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 1 day, 6:43:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.5811, loss: 2.5811 +2025-05-26 14:07:12,518 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 1 day, 6:42:48, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.6338, loss: 2.6338 +2025-05-26 14:07:55,891 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 1 day, 6:42:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.5211, loss: 2.5211 +2025-05-26 14:08:39,195 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 1 day, 6:41:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 2.5005, loss: 2.5005 +2025-05-26 14:09:22,541 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 1 day, 6:40:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.5675, loss: 2.5675 +2025-05-26 14:10:05,915 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 1 day, 6:39:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 2.6964, loss: 2.6964 +2025-05-26 14:10:49,146 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 1 day, 6:38:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 2.6580, loss: 2.6580 +2025-05-26 14:11:32,469 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 1 day, 6:38:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 2.7059, loss: 2.7059 +2025-05-26 14:12:15,793 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 1 day, 6:37:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 2.6490, loss: 2.6490 +2025-05-26 14:12:59,058 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 1 day, 6:36:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 2.6349, loss: 2.6349 +2025-05-26 14:13:42,574 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 1 day, 6:35:55, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9906, loss_cls: 2.4453, loss: 2.4453 +2025-05-26 14:14:26,064 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 1 day, 6:35:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 2.6503, loss: 2.6503 +2025-05-26 14:15:09,474 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 1 day, 6:34:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.6006, loss: 2.6006 +2025-05-26 14:15:52,946 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 1 day, 6:33:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5810, loss: 2.5810 +2025-05-26 14:16:36,375 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 1 day, 6:32:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8594, top5_acc: 0.9844, loss_cls: 2.7737, loss: 2.7737 +2025-05-26 14:17:19,838 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 1 day, 6:32:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 2.6989, loss: 2.6989 +2025-05-26 14:18:03,203 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 1 day, 6:31:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 2.6729, loss: 2.6729 +2025-05-26 14:18:46,477 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 1 day, 6:30:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8644, top5_acc: 0.9881, loss_cls: 2.7294, loss: 2.7294 +2025-05-26 14:19:29,757 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 1 day, 6:29:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 2.6283, loss: 2.6283 +2025-05-26 14:20:13,057 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 1 day, 6:29:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5814, loss: 2.5814 +2025-05-26 14:20:56,355 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 1 day, 6:28:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 2.6542, loss: 2.6542 +2025-05-26 14:21:39,609 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 1 day, 6:27:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 2.5065, loss: 2.5065 +2025-05-26 14:22:22,945 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 1 day, 6:26:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 2.6316, loss: 2.6316 +2025-05-26 14:23:06,254 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 1 day, 6:26:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.4567, loss: 2.4567 +2025-05-26 14:23:09,363 - pyskl - INFO - Saving checkpoint at 51 epochs +2025-05-26 14:24:27,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:24:27,174 - pyskl - INFO - +top1_acc 0.8291 +top5_acc 0.9741 +2025-05-26 14:24:27,176 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8291, top5_acc: 0.9741 +2025-05-26 14:25:31,799 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 1 day, 6:25:48, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 2.5055, loss: 2.5055 +2025-05-26 14:26:15,145 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 1 day, 6:25:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.5173, loss: 2.5173 +2025-05-26 14:26:58,557 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 1 day, 6:24:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 2.5527, loss: 2.5527 +2025-05-26 14:27:41,934 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 1 day, 6:23:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 2.4869, loss: 2.4869 +2025-05-26 14:28:25,232 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 1 day, 6:22:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 2.5618, loss: 2.5618 +2025-05-26 14:29:08,533 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 1 day, 6:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 2.4486, loss: 2.4486 +2025-05-26 14:29:51,858 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 1 day, 6:21:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 2.4957, loss: 2.4957 +2025-05-26 14:30:35,367 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 1 day, 6:20:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 2.5539, loss: 2.5539 +2025-05-26 14:31:18,815 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 1 day, 6:19:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 2.7085, loss: 2.7085 +2025-05-26 14:32:02,185 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 1 day, 6:18:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9925, loss_cls: 2.5902, loss: 2.5902 +2025-05-26 14:32:45,599 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 1 day, 6:18:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 2.5228, loss: 2.5228 +2025-05-26 14:33:29,153 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 1 day, 6:17:26, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6220, loss: 2.6220 +2025-05-26 14:34:12,542 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 1 day, 6:16:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 2.6207, loss: 2.6207 +2025-05-26 14:34:55,903 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 1 day, 6:15:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.4930, loss: 2.4930 +2025-05-26 14:35:39,270 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 1 day, 6:15:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.5770, loss: 2.5770 +2025-05-26 14:36:22,691 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 1 day, 6:14:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 2.5980, loss: 2.5980 +2025-05-26 14:37:06,095 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 1 day, 6:13:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 2.6014, loss: 2.6014 +2025-05-26 14:37:49,415 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 1 day, 6:12:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 2.5717, loss: 2.5717 +2025-05-26 14:38:32,710 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 1 day, 6:12:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 2.5375, loss: 2.5375 +2025-05-26 14:39:15,996 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 1 day, 6:11:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.5284, loss: 2.5284 +2025-05-26 14:39:59,355 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 1 day, 6:10:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 2.6602, loss: 2.6602 +2025-05-26 14:40:42,661 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 1 day, 6:09:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 2.5774, loss: 2.5774 +2025-05-26 14:41:25,964 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 1 day, 6:09:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 2.5449, loss: 2.5449 +2025-05-26 14:42:09,283 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 1 day, 6:08:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9900, loss_cls: 2.5988, loss: 2.5988 +2025-05-26 14:42:52,690 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 1 day, 6:07:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 2.5433, loss: 2.5433 +2025-05-26 14:42:55,920 - pyskl - INFO - Saving checkpoint at 52 epochs +2025-05-26 14:44:12,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 14:44:12,977 - pyskl - INFO - +top1_acc 0.8373 +top5_acc 0.9773 +2025-05-26 14:44:12,979 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8373, top5_acc: 0.9773 +2025-05-26 14:45:17,741 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 1 day, 6:07:19, time: 0.648, data_time: 0.215, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9925, loss_cls: 2.5851, loss: 2.5851 +2025-05-26 14:46:01,123 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 1 day, 6:06:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 2.5820, loss: 2.5820 +2025-05-26 14:46:44,418 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 1 day, 6:05:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9906, loss_cls: 2.5806, loss: 2.5806 +2025-05-26 14:47:27,696 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 1 day, 6:05:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 2.5421, loss: 2.5421 +2025-05-26 14:48:10,876 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 1 day, 6:04:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.5586, loss: 2.5586 +2025-05-26 14:48:53,916 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 1 day, 6:03:29, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.5230, loss: 2.5230 +2025-05-26 14:49:37,368 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 1 day, 6:02:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.5514, loss: 2.5514 +2025-05-26 14:50:20,839 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 1 day, 6:01:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.4827, loss: 2.4827 +2025-05-26 14:51:04,152 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 1 day, 6:01:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.5618, loss: 2.5618 +2025-05-26 14:51:47,410 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 1 day, 6:00:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9919, loss_cls: 2.5462, loss: 2.5462 +2025-05-26 14:52:30,623 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 1 day, 5:59:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8688, top5_acc: 0.9819, loss_cls: 2.6814, loss: 2.6814 +2025-05-26 14:53:13,897 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 1 day, 5:58:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8694, top5_acc: 0.9881, loss_cls: 2.6847, loss: 2.6847 +2025-05-26 14:53:57,374 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 1 day, 5:58:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9944, loss_cls: 2.6057, loss: 2.6057 +2025-05-26 14:54:40,693 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 1 day, 5:57:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5645, loss: 2.5645 +2025-05-26 14:55:23,973 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 1 day, 5:56:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9906, loss_cls: 2.6034, loss: 2.6034 +2025-05-26 14:56:07,163 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 1 day, 5:55:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.6007, loss: 2.6007 +2025-05-26 14:56:50,416 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 1 day, 5:55:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 2.6450, loss: 2.6450 +2025-05-26 14:57:33,752 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 1 day, 5:54:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 2.5439, loss: 2.5439 +2025-05-26 14:58:17,067 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 1 day, 5:53:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 2.6124, loss: 2.6124 +2025-05-26 14:59:00,424 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 1 day, 5:52:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 2.4876, loss: 2.4876 +2025-05-26 14:59:43,799 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 1 day, 5:52:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9800, loss_cls: 2.5763, loss: 2.5763 +2025-05-26 15:00:27,103 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 1 day, 5:51:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 2.4873, loss: 2.4873 +2025-05-26 15:01:10,350 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 1 day, 5:50:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 2.6628, loss: 2.6628 +2025-05-26 15:01:53,704 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 1 day, 5:49:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.6022, loss: 2.6022 +2025-05-26 15:02:37,042 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 1 day, 5:49:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5653, loss: 2.5653 +2025-05-26 15:02:40,126 - pyskl - INFO - Saving checkpoint at 53 epochs +2025-05-26 15:03:57,243 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:03:57,311 - pyskl - INFO - +top1_acc 0.8509 +top5_acc 0.9807 +2025-05-26 15:03:57,367 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_42.pth was removed +2025-05-26 15:03:58,416 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2025-05-26 15:03:58,417 - pyskl - INFO - Best top1_acc is 0.8509 at 53 epoch. +2025-05-26 15:03:58,419 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8509, top5_acc: 0.9807 +2025-05-26 15:05:03,350 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 1 day, 5:48:47, time: 0.649, data_time: 0.217, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 2.3986, loss: 2.3986 +2025-05-26 15:05:46,743 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 1 day, 5:48:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 2.5239, loss: 2.5239 +2025-05-26 15:06:30,029 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 1 day, 5:47:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 2.5180, loss: 2.5180 +2025-05-26 15:07:13,303 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 1 day, 5:46:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.5560, loss: 2.5560 +2025-05-26 15:07:56,706 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 1 day, 5:45:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.4720, loss: 2.4720 +2025-05-26 15:08:40,188 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 1 day, 5:44:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 2.4622, loss: 2.4622 +2025-05-26 15:09:23,638 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 1 day, 5:44:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 2.5725, loss: 2.5725 +2025-05-26 15:10:07,275 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 1 day, 5:43:28, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 2.5403, loss: 2.5403 +2025-05-26 15:10:50,694 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 1 day, 5:42:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.5148, loss: 2.5148 +2025-05-26 15:11:34,094 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 1 day, 5:41:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 2.5333, loss: 2.5333 +2025-05-26 15:12:17,540 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 1 day, 5:41:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.5834, loss: 2.5834 +2025-05-26 15:13:00,854 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 1 day, 5:40:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 2.6490, loss: 2.6490 +2025-05-26 15:13:44,237 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 1 day, 5:39:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 2.6358, loss: 2.6358 +2025-05-26 15:14:27,513 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 1 day, 5:38:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 2.5018, loss: 2.5018 +2025-05-26 15:15:10,784 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 1 day, 5:38:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6177, loss: 2.6177 +2025-05-26 15:15:54,071 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 1 day, 5:37:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 2.6109, loss: 2.6109 +2025-05-26 15:16:37,416 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 1 day, 5:36:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 2.5922, loss: 2.5922 +2025-05-26 15:17:20,740 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 1 day, 5:35:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 2.5933, loss: 2.5933 +2025-05-26 15:18:04,102 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 1 day, 5:35:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 2.7164, loss: 2.7164 +2025-05-26 15:18:47,474 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 1 day, 5:34:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 2.5270, loss: 2.5270 +2025-05-26 15:19:30,857 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 1 day, 5:33:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.4798, loss: 2.4798 +2025-05-26 15:20:14,161 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 1 day, 5:32:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 2.6375, loss: 2.6375 +2025-05-26 15:20:57,522 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 1 day, 5:32:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9862, loss_cls: 2.5372, loss: 2.5372 +2025-05-26 15:21:40,811 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 1 day, 5:31:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.4359, loss: 2.4359 +2025-05-26 15:22:24,030 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 1 day, 5:30:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 2.6511, loss: 2.6511 +2025-05-26 15:22:27,142 - pyskl - INFO - Saving checkpoint at 54 epochs +2025-05-26 15:23:44,249 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:23:44,317 - pyskl - INFO - +top1_acc 0.8421 +top5_acc 0.9740 +2025-05-26 15:23:44,320 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8421, top5_acc: 0.9740 +2025-05-26 15:24:49,195 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 1 day, 5:30:17, time: 0.649, data_time: 0.212, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 2.5237, loss: 2.5237 +2025-05-26 15:25:32,694 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 1 day, 5:29:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.4579, loss: 2.4579 +2025-05-26 15:26:15,938 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 1 day, 5:28:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.5003, loss: 2.5003 +2025-05-26 15:26:59,090 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 1 day, 5:28:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5418, loss: 2.5418 +2025-05-26 15:27:42,412 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 1 day, 5:27:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.6064, loss: 2.6064 +2025-05-26 15:28:25,863 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 1 day, 5:26:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.5139, loss: 2.5139 +2025-05-26 15:29:09,303 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 1 day, 5:25:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.4187, loss: 2.4187 +2025-05-26 15:29:52,586 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 1 day, 5:24:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 2.4458, loss: 2.4458 +2025-05-26 15:30:35,781 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 1 day, 5:24:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 2.6533, loss: 2.6533 +2025-05-26 15:31:18,968 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 1 day, 5:23:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 2.5715, loss: 2.5715 +2025-05-26 15:32:02,194 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 1 day, 5:22:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 2.5487, loss: 2.5487 +2025-05-26 15:32:45,413 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 1 day, 5:21:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 2.4852, loss: 2.4852 +2025-05-26 15:33:28,632 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 1 day, 5:21:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 2.6480, loss: 2.6480 +2025-05-26 15:34:11,905 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 1 day, 5:20:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 2.5841, loss: 2.5841 +2025-05-26 15:34:55,192 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 1 day, 5:19:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 2.6538, loss: 2.6538 +2025-05-26 15:35:38,430 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 1 day, 5:18:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5254, loss: 2.5254 +2025-05-26 15:36:21,696 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 1 day, 5:18:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.4578, loss: 2.4578 +2025-05-26 15:37:05,009 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 1 day, 5:17:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.5560, loss: 2.5560 +2025-05-26 15:37:48,341 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 1 day, 5:16:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 2.5331, loss: 2.5331 +2025-05-26 15:38:31,778 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 1 day, 5:15:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 2.5215, loss: 2.5215 +2025-05-26 15:39:15,028 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 1 day, 5:15:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 2.6856, loss: 2.6856 +2025-05-26 15:39:58,332 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 1 day, 5:14:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 2.5457, loss: 2.5457 +2025-05-26 15:40:41,788 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 1 day, 5:13:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9794, loss_cls: 2.6668, loss: 2.6668 +2025-05-26 15:41:25,177 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 1 day, 5:12:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 2.5897, loss: 2.5897 +2025-05-26 15:42:08,531 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 1 day, 5:12:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 2.5812, loss: 2.5812 +2025-05-26 15:42:11,619 - pyskl - INFO - Saving checkpoint at 55 epochs +2025-05-26 15:51:12,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 15:51:12,989 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9763 +2025-05-26 15:51:12,992 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8492, top5_acc: 0.9763 +2025-05-26 15:52:17,436 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 1 day, 5:11:45, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 2.4157, loss: 2.4157 +2025-05-26 15:53:00,842 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 1 day, 5:11:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 2.4922, loss: 2.4922 +2025-05-26 15:53:44,232 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 1 day, 5:10:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 2.6100, loss: 2.6100 +2025-05-26 15:54:27,638 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 1 day, 5:09:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 2.4456, loss: 2.4456 +2025-05-26 15:55:10,990 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 1 day, 5:08:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.4991, loss: 2.4991 +2025-05-26 15:55:54,281 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 1 day, 5:07:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 2.4651, loss: 2.4651 +2025-05-26 15:56:37,694 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 1 day, 5:07:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 2.6482, loss: 2.6482 +2025-05-26 15:57:21,073 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 1 day, 5:06:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 2.5870, loss: 2.5870 +2025-05-26 15:58:04,582 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 1 day, 5:05:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 2.5157, loss: 2.5157 +2025-05-26 15:58:47,847 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 1 day, 5:04:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9938, loss_cls: 2.4446, loss: 2.4446 +2025-05-26 15:59:31,093 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 1 day, 5:04:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 2.5700, loss: 2.5700 +2025-05-26 16:00:14,291 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 1 day, 5:03:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 2.4587, loss: 2.4587 +2025-05-26 16:00:57,586 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 1 day, 5:02:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 2.6237, loss: 2.6237 +2025-05-26 16:01:41,055 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 1 day, 5:01:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 2.5113, loss: 2.5113 +2025-05-26 16:02:24,307 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 1 day, 5:01:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 2.4572, loss: 2.4572 +2025-05-26 16:03:07,595 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 1 day, 5:00:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9838, loss_cls: 2.5444, loss: 2.5444 +2025-05-26 16:03:50,942 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 1 day, 4:59:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.4395, loss: 2.4395 +2025-05-26 16:04:34,231 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 1 day, 4:58:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 2.6014, loss: 2.6014 +2025-05-26 16:05:17,474 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 1 day, 4:58:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9912, loss_cls: 2.5897, loss: 2.5897 +2025-05-26 16:06:00,672 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 1 day, 4:57:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 2.4787, loss: 2.4787 +2025-05-26 16:06:43,942 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 1 day, 4:56:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 2.4814, loss: 2.4814 +2025-05-26 16:07:27,171 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 1 day, 4:55:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 2.6145, loss: 2.6145 +2025-05-26 16:08:10,425 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 1 day, 4:55:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.5218, loss: 2.5218 +2025-05-26 16:08:53,622 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 1 day, 4:54:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 2.6096, loss: 2.6096 +2025-05-26 16:09:36,814 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 1 day, 4:53:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 2.5495, loss: 2.5495 +2025-05-26 16:09:39,913 - pyskl - INFO - Saving checkpoint at 56 epochs +2025-05-26 16:10:57,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:10:57,374 - pyskl - INFO - +top1_acc 0.8267 +top5_acc 0.9768 +2025-05-26 16:10:57,377 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8267, top5_acc: 0.9768 +2025-05-26 16:12:01,749 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 1 day, 4:53:13, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 2.4933, loss: 2.4933 +2025-05-26 16:12:45,073 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 1 day, 4:52:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.4890, loss: 2.4890 +2025-05-26 16:13:28,462 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 1 day, 4:51:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 2.5109, loss: 2.5109 +2025-05-26 16:14:11,868 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 1 day, 4:50:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4982, loss: 2.4982 +2025-05-26 16:14:55,127 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 1 day, 4:50:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 2.4390, loss: 2.4390 +2025-05-26 16:15:38,393 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 1 day, 4:49:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 2.5446, loss: 2.5446 +2025-05-26 16:16:21,872 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 1 day, 4:48:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.5086, loss: 2.5086 +2025-05-26 16:17:05,291 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 1 day, 4:47:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.4428, loss: 2.4428 +2025-05-26 16:17:48,575 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 1 day, 4:47:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 2.3996, loss: 2.3996 +2025-05-26 16:18:31,987 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 1 day, 4:46:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.4723, loss: 2.4723 +2025-05-26 16:19:15,269 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 1 day, 4:45:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4939, loss: 2.4939 +2025-05-26 16:19:58,589 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 1 day, 4:44:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 2.3859, loss: 2.3859 +2025-05-26 16:20:41,875 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 1 day, 4:44:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 2.5036, loss: 2.5036 +2025-05-26 16:21:25,128 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 1 day, 4:43:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 2.5961, loss: 2.5961 +2025-05-26 16:22:08,381 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 1 day, 4:42:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 2.5527, loss: 2.5527 +2025-05-26 16:22:51,662 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 1 day, 4:41:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 2.6948, loss: 2.6948 +2025-05-26 16:23:34,883 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 1 day, 4:41:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 2.5764, loss: 2.5764 +2025-05-26 16:24:18,148 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 1 day, 4:40:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 2.5213, loss: 2.5213 +2025-05-26 16:25:01,484 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 1 day, 4:39:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9894, loss_cls: 2.5193, loss: 2.5193 +2025-05-26 16:25:44,785 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 1 day, 4:38:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.5323, loss: 2.5323 +2025-05-26 16:26:28,106 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 1 day, 4:38:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.4785, loss: 2.4785 +2025-05-26 16:27:11,438 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 1 day, 4:37:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 2.5227, loss: 2.5227 +2025-05-26 16:27:54,697 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 1 day, 4:36:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9919, loss_cls: 2.5895, loss: 2.5895 +2025-05-26 16:28:37,973 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 1 day, 4:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 2.5809, loss: 2.5809 +2025-05-26 16:29:21,220 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 1 day, 4:35:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 2.5273, loss: 2.5273 +2025-05-26 16:29:24,350 - pyskl - INFO - Saving checkpoint at 57 epochs +2025-05-26 16:30:41,336 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:30:41,403 - pyskl - INFO - +top1_acc 0.8475 +top5_acc 0.9765 +2025-05-26 16:30:41,405 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8475, top5_acc: 0.9765 +2025-05-26 16:31:46,016 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 1 day, 4:34:42, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.5178, loss: 2.5178 +2025-05-26 16:32:29,412 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 1 day, 4:33:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9900, loss_cls: 2.4290, loss: 2.4290 +2025-05-26 16:33:12,864 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 1 day, 4:33:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.3998, loss: 2.3998 +2025-05-26 16:33:56,241 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 1 day, 4:32:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 2.5001, loss: 2.5001 +2025-05-26 16:34:39,658 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 1 day, 4:31:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.4967, loss: 2.4967 +2025-05-26 16:35:23,062 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 1 day, 4:30:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 2.5591, loss: 2.5591 +2025-05-26 16:36:06,505 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 1 day, 4:30:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 2.5354, loss: 2.5354 +2025-05-26 16:36:49,933 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 1 day, 4:29:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 2.4871, loss: 2.4871 +2025-05-26 16:37:33,329 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 1 day, 4:28:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 2.5187, loss: 2.5187 +2025-05-26 16:38:16,663 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 1 day, 4:27:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8700, top5_acc: 0.9912, loss_cls: 2.6113, loss: 2.6113 +2025-05-26 16:39:00,083 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 1 day, 4:27:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 2.5731, loss: 2.5731 +2025-05-26 16:39:43,449 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 1 day, 4:26:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 2.4705, loss: 2.4705 +2025-05-26 16:40:26,947 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 1 day, 4:25:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.5077, loss: 2.5077 +2025-05-26 16:41:10,321 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 1 day, 4:24:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9919, loss_cls: 2.4487, loss: 2.4487 +2025-05-26 16:41:53,804 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 1 day, 4:24:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.3667, loss: 2.3667 +2025-05-26 16:42:37,306 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 1 day, 4:23:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 16:43:20,815 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 1 day, 4:22:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 2.5576, loss: 2.5576 +2025-05-26 16:44:04,082 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 1 day, 4:21:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.4354, loss: 2.4354 +2025-05-26 16:44:47,434 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 1 day, 4:21:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 2.4798, loss: 2.4798 +2025-05-26 16:45:30,904 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 1 day, 4:20:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 2.4700, loss: 2.4700 +2025-05-26 16:46:14,428 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 1 day, 4:19:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 2.3790, loss: 2.3790 +2025-05-26 16:46:57,883 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 1 day, 4:18:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 2.5372, loss: 2.5372 +2025-05-26 16:47:41,360 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 1 day, 4:18:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 2.6133, loss: 2.6133 +2025-05-26 16:48:24,840 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 1 day, 4:17:19, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 2.5609, loss: 2.5609 +2025-05-26 16:49:08,198 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 1 day, 4:16:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 2.4594, loss: 2.4594 +2025-05-26 16:49:11,307 - pyskl - INFO - Saving checkpoint at 58 epochs +2025-05-26 16:50:28,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 16:50:28,685 - pyskl - INFO - +top1_acc 0.8421 +top5_acc 0.9769 +2025-05-26 16:50:28,688 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8421, top5_acc: 0.9769 +2025-05-26 16:51:33,328 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 1 day, 4:16:15, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 2.4956, loss: 2.4956 +2025-05-26 16:52:16,639 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 1 day, 4:15:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 2.4343, loss: 2.4343 +2025-05-26 16:52:59,991 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 1 day, 4:14:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 2.4938, loss: 2.4938 +2025-05-26 16:53:43,436 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 1 day, 4:13:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 2.3828, loss: 2.3828 +2025-05-26 16:54:26,847 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 1 day, 4:13:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9900, loss_cls: 2.5753, loss: 2.5753 +2025-05-26 16:55:10,193 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 1 day, 4:12:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 2.5094, loss: 2.5094 +2025-05-26 16:55:53,557 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 1 day, 4:11:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4595, loss: 2.4595 +2025-05-26 16:56:36,858 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 1 day, 4:10:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.4876, loss: 2.4876 +2025-05-26 16:57:20,226 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 1 day, 4:10:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.4241, loss: 2.4241 +2025-05-26 16:58:03,498 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 1 day, 4:09:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 2.4673, loss: 2.4673 +2025-05-26 16:58:46,892 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 1 day, 4:08:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 2.4960, loss: 2.4960 +2025-05-26 16:59:30,340 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 1 day, 4:07:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.5723, loss: 2.5723 +2025-05-26 17:00:13,785 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 1 day, 4:07:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 2.4372, loss: 2.4372 +2025-05-26 17:00:57,245 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 1 day, 4:06:25, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.4690, loss: 2.4690 +2025-05-26 17:01:40,676 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 1 day, 4:05:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 2.4846, loss: 2.4846 +2025-05-26 17:02:24,046 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 1 day, 4:04:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 2.5062, loss: 2.5062 +2025-05-26 17:03:07,216 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 1 day, 4:04:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 2.5397, loss: 2.5397 +2025-05-26 17:03:50,655 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 1 day, 4:03:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 2.4940, loss: 2.4940 +2025-05-26 17:04:34,007 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 1 day, 4:02:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 2.5550, loss: 2.5550 +2025-05-26 17:05:17,263 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 1 day, 4:01:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8775, top5_acc: 0.9925, loss_cls: 2.5600, loss: 2.5600 +2025-05-26 17:06:00,580 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 1 day, 4:01:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 2.5527, loss: 2.5527 +2025-05-26 17:06:43,979 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 1 day, 4:00:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 2.3772, loss: 2.3772 +2025-05-26 17:07:27,320 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 1 day, 3:59:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 2.5857, loss: 2.5857 +2025-05-26 17:08:10,639 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 1 day, 3:58:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 2.5308, loss: 2.5308 +2025-05-26 17:08:54,008 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 1 day, 3:58:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9850, loss_cls: 2.5883, loss: 2.5883 +2025-05-26 17:08:57,148 - pyskl - INFO - Saving checkpoint at 59 epochs +2025-05-26 17:10:14,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:10:14,146 - pyskl - INFO - +top1_acc 0.8365 +top5_acc 0.9720 +2025-05-26 17:10:14,148 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8365, top5_acc: 0.9720 +2025-05-26 17:11:19,093 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 1 day, 3:57:47, time: 0.649, data_time: 0.215, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 2.4828, loss: 2.4828 +2025-05-26 17:12:02,573 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 1 day, 3:57:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.4082, loss: 2.4082 +2025-05-26 17:12:45,889 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 1 day, 3:56:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2556, loss: 2.2556 +2025-05-26 17:13:29,342 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 1 day, 3:55:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 2.3251, loss: 2.3251 +2025-05-26 17:14:12,737 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 1 day, 3:54:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.4367, loss: 2.4367 +2025-05-26 17:14:56,067 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 1 day, 3:54:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 2.4439, loss: 2.4439 +2025-05-26 17:15:39,297 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 1 day, 3:53:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 2.4295, loss: 2.4295 +2025-05-26 17:16:22,464 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 1 day, 3:52:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 2.5104, loss: 2.5104 +2025-05-26 17:17:05,706 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 1 day, 3:51:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 2.4796, loss: 2.4796 +2025-05-26 17:17:48,934 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 1 day, 3:50:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.3580, loss: 2.3580 +2025-05-26 17:18:32,239 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 1 day, 3:50:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 2.4831, loss: 2.4831 +2025-05-26 17:19:15,542 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 1 day, 3:49:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 2.5709, loss: 2.5709 +2025-05-26 17:19:58,857 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 1 day, 3:48:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.5064, loss: 2.5064 +2025-05-26 17:20:42,090 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 1 day, 3:47:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.4408, loss: 2.4408 +2025-05-26 17:21:25,337 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 1 day, 3:47:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.5355, loss: 2.5355 +2025-05-26 17:22:08,593 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 1 day, 3:46:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4848, loss: 2.4848 +2025-05-26 17:22:51,883 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 1 day, 3:45:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 2.5137, loss: 2.5137 +2025-05-26 17:23:35,276 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 1 day, 3:44:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 2.5084, loss: 2.5084 +2025-05-26 17:24:18,683 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 1 day, 3:44:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 2.4597, loss: 2.4597 +2025-05-26 17:25:02,023 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 1 day, 3:43:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.4623, loss: 2.4623 +2025-05-26 17:25:45,394 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 1 day, 3:42:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 2.5393, loss: 2.5393 +2025-05-26 17:26:28,719 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 1 day, 3:41:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3544, loss: 2.3544 +2025-05-26 17:27:12,022 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 1 day, 3:41:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 2.5467, loss: 2.5467 +2025-05-26 17:27:55,547 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 1 day, 3:40:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.5648, loss: 2.5648 +2025-05-26 17:28:38,873 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 1 day, 3:39:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 2.5014, loss: 2.5014 +2025-05-26 17:28:41,991 - pyskl - INFO - Saving checkpoint at 60 epochs +2025-05-26 17:37:25,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:37:25,795 - pyskl - INFO - +top1_acc 0.8257 +top5_acc 0.9752 +2025-05-26 17:37:25,798 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8257, top5_acc: 0.9752 +2025-05-26 17:38:30,477 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 1 day, 3:39:17, time: 0.647, data_time: 0.215, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4088, loss: 2.4088 +2025-05-26 17:39:13,802 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 1 day, 3:38:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.4077, loss: 2.4077 +2025-05-26 17:39:57,163 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 1 day, 3:37:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 2.4197, loss: 2.4197 +2025-05-26 17:40:40,518 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 1 day, 3:37:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 2.4711, loss: 2.4711 +2025-05-26 17:41:23,858 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 1 day, 3:36:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 2.5310, loss: 2.5310 +2025-05-26 17:42:07,351 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 1 day, 3:35:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.5174, loss: 2.5174 +2025-05-26 17:42:50,686 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 1 day, 3:34:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3901, loss: 2.3901 +2025-05-26 17:43:34,053 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 1 day, 3:33:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.5036, loss: 2.5036 +2025-05-26 17:44:17,327 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 1 day, 3:33:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 2.4923, loss: 2.4923 +2025-05-26 17:45:00,574 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 1 day, 3:32:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.4319, loss: 2.4319 +2025-05-26 17:45:43,859 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 1 day, 3:31:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 2.4414, loss: 2.4414 +2025-05-26 17:46:27,262 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 1 day, 3:30:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.3784, loss: 2.3784 +2025-05-26 17:47:10,674 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 1 day, 3:30:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 2.4435, loss: 2.4435 +2025-05-26 17:47:53,964 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 1 day, 3:29:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9956, loss_cls: 2.5102, loss: 2.5102 +2025-05-26 17:48:37,318 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 1 day, 3:28:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 2.5313, loss: 2.5313 +2025-05-26 17:49:20,635 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 1 day, 3:27:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.5158, loss: 2.5158 +2025-05-26 17:50:03,875 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 1 day, 3:27:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.4571, loss: 2.4571 +2025-05-26 17:50:47,170 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 1 day, 3:26:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.4172, loss: 2.4172 +2025-05-26 17:51:30,477 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 1 day, 3:25:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 2.3906, loss: 2.3906 +2025-05-26 17:52:13,720 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 1 day, 3:24:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9931, loss_cls: 2.4116, loss: 2.4116 +2025-05-26 17:52:56,926 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 1 day, 3:24:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 2.5675, loss: 2.5675 +2025-05-26 17:53:40,222 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 1 day, 3:23:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 2.4641, loss: 2.4641 +2025-05-26 17:54:23,647 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 1 day, 3:22:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.4498, loss: 2.4498 +2025-05-26 17:55:07,006 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 1 day, 3:21:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 2.5104, loss: 2.5104 +2025-05-26 17:55:50,239 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 1 day, 3:21:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 2.4148, loss: 2.4148 +2025-05-26 17:55:53,338 - pyskl - INFO - Saving checkpoint at 61 epochs +2025-05-26 17:57:10,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 17:57:10,338 - pyskl - INFO - +top1_acc 0.8390 +top5_acc 0.9760 +2025-05-26 17:57:10,341 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8390, top5_acc: 0.9760 +2025-05-26 17:58:14,847 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 1 day, 3:20:46, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.4154, loss: 2.4154 +2025-05-26 17:58:58,214 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 1 day, 3:20:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.3566, loss: 2.3566 +2025-05-26 17:59:41,620 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 1 day, 3:19:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 2.3777, loss: 2.3777 +2025-05-26 18:00:24,951 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 1 day, 3:18:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.3605, loss: 2.3605 +2025-05-26 18:01:08,298 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 1 day, 3:17:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4151, loss: 2.4151 +2025-05-26 18:01:51,748 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 1 day, 3:17:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 2.4262, loss: 2.4262 +2025-05-26 18:02:35,180 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 1 day, 3:16:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 2.4107, loss: 2.4107 +2025-05-26 18:03:18,785 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 1 day, 3:15:30, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 2.4933, loss: 2.4933 +2025-05-26 18:04:02,302 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 1 day, 3:14:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.4038, loss: 2.4038 +2025-05-26 18:04:45,701 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 1 day, 3:14:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.5094, loss: 2.5094 +2025-05-26 18:05:29,167 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 1 day, 3:13:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 2.5318, loss: 2.5318 +2025-05-26 18:06:12,694 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 1 day, 3:12:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 2.4832, loss: 2.4832 +2025-05-26 18:06:56,090 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 1 day, 3:11:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.4241, loss: 2.4241 +2025-05-26 18:07:39,434 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 1 day, 3:10:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9894, loss_cls: 2.5019, loss: 2.5019 +2025-05-26 18:08:22,733 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 1 day, 3:10:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9800, loss_cls: 2.5492, loss: 2.5492 +2025-05-26 18:09:06,027 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 1 day, 3:09:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 2.4803, loss: 2.4803 +2025-05-26 18:09:49,293 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 1 day, 3:08:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 2.5153, loss: 2.5153 +2025-05-26 18:10:32,505 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 1 day, 3:07:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 2.4953, loss: 2.4953 +2025-05-26 18:11:15,779 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 1 day, 3:07:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 2.4488, loss: 2.4488 +2025-05-26 18:11:59,009 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 1 day, 3:06:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 2.4827, loss: 2.4827 +2025-05-26 18:12:42,178 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 1 day, 3:05:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9938, loss_cls: 2.4420, loss: 2.4420 +2025-05-26 18:13:25,500 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 1 day, 3:04:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 2.5268, loss: 2.5268 +2025-05-26 18:14:08,832 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 1 day, 3:04:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 2.4201, loss: 2.4201 +2025-05-26 18:14:52,109 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 1 day, 3:03:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 2.4690, loss: 2.4690 +2025-05-26 18:15:35,498 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 1 day, 3:02:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 2.5044, loss: 2.5044 +2025-05-26 18:15:38,606 - pyskl - INFO - Saving checkpoint at 62 epochs +2025-05-26 18:16:56,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:16:56,208 - pyskl - INFO - +top1_acc 0.8360 +top5_acc 0.9748 +2025-05-26 18:16:56,210 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8360, top5_acc: 0.9748 +2025-05-26 18:18:01,169 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 1 day, 3:02:18, time: 0.650, data_time: 0.215, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 2.2666, loss: 2.2666 +2025-05-26 18:18:44,638 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 1 day, 3:01:33, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 2.4569, loss: 2.4569 +2025-05-26 18:19:27,986 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 1 day, 3:00:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 2.3409, loss: 2.3409 +2025-05-26 18:20:11,325 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 1 day, 3:00:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.2763, loss: 2.2763 +2025-05-26 18:20:54,754 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 1 day, 2:59:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 2.4682, loss: 2.4682 +2025-05-26 18:21:38,178 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 1 day, 2:58:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.3834, loss: 2.3834 +2025-05-26 18:22:21,678 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 1 day, 2:57:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9912, loss_cls: 2.4528, loss: 2.4528 +2025-05-26 18:23:05,152 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 1 day, 2:57:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.4438, loss: 2.4438 +2025-05-26 18:23:48,660 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 1 day, 2:56:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 2.4521, loss: 2.4521 +2025-05-26 18:24:32,068 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 1 day, 2:55:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 2.4233, loss: 2.4233 +2025-05-26 18:25:15,356 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 1 day, 2:54:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3687, loss: 2.3687 +2025-05-26 18:25:59,031 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 1 day, 2:54:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9875, loss_cls: 2.3804, loss: 2.3804 +2025-05-26 18:26:42,563 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 1 day, 2:53:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 2.5829, loss: 2.5829 +2025-05-26 18:27:26,073 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 1 day, 2:52:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9906, loss_cls: 2.4240, loss: 2.4240 +2025-05-26 18:28:09,456 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 1 day, 2:51:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.3746, loss: 2.3746 +2025-05-26 18:28:52,911 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 1 day, 2:51:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3242, loss: 2.3242 +2025-05-26 18:29:36,367 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 1 day, 2:50:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.4094, loss: 2.4094 +2025-05-26 18:30:19,783 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 1 day, 2:49:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9831, loss_cls: 2.4353, loss: 2.4353 +2025-05-26 18:31:03,144 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 1 day, 2:48:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 2.6047, loss: 2.6047 +2025-05-26 18:31:46,668 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 1 day, 2:48:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 2.5613, loss: 2.5613 +2025-05-26 18:32:30,037 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 1 day, 2:47:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 2.4182, loss: 2.4182 +2025-05-26 18:33:13,327 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 1 day, 2:46:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.3416, loss: 2.3416 +2025-05-26 18:33:56,648 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 1 day, 2:45:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8738, top5_acc: 0.9881, loss_cls: 2.5472, loss: 2.5472 +2025-05-26 18:34:40,150 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 1 day, 2:45:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3988, loss: 2.3988 +2025-05-26 18:35:23,548 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 1 day, 2:44:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 2.5058, loss: 2.5058 +2025-05-26 18:35:26,643 - pyskl - INFO - Saving checkpoint at 63 epochs +2025-05-26 18:36:43,649 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:36:43,716 - pyskl - INFO - +top1_acc 0.8333 +top5_acc 0.9755 +2025-05-26 18:36:43,718 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8333, top5_acc: 0.9755 +2025-05-26 18:37:48,227 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 1 day, 2:43:52, time: 0.645, data_time: 0.213, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.3552, loss: 2.3552 +2025-05-26 18:38:31,537 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 1 day, 2:43:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 2.3586, loss: 2.3586 +2025-05-26 18:39:14,878 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 1 day, 2:42:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.4143, loss: 2.4143 +2025-05-26 18:39:58,254 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 1 day, 2:41:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4585, loss: 2.4585 +2025-05-26 18:40:41,720 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 1 day, 2:40:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 2.3726, loss: 2.3726 +2025-05-26 18:41:24,977 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 1 day, 2:40:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9938, loss_cls: 2.4026, loss: 2.4026 +2025-05-26 18:42:08,676 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 1 day, 2:39:21, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.5540, loss: 2.5540 +2025-05-26 18:42:52,251 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 1 day, 2:38:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 2.4860, loss: 2.4860 +2025-05-26 18:43:35,683 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 1 day, 2:37:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9888, loss_cls: 2.2763, loss: 2.2763 +2025-05-26 18:44:19,115 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 1 day, 2:37:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 2.3683, loss: 2.3683 +2025-05-26 18:45:02,675 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 1 day, 2:36:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9894, loss_cls: 2.4561, loss: 2.4561 +2025-05-26 18:45:46,139 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 1 day, 2:35:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 2.3777, loss: 2.3777 +2025-05-26 18:46:29,417 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 1 day, 2:34:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 2.4122, loss: 2.4122 +2025-05-26 18:47:12,870 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 1 day, 2:34:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 2.5086, loss: 2.5086 +2025-05-26 18:47:56,266 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 1 day, 2:33:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 2.4802, loss: 2.4802 +2025-05-26 18:48:39,557 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 1 day, 2:32:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 2.4673, loss: 2.4673 +2025-05-26 18:49:22,871 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 1 day, 2:31:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 2.4172, loss: 2.4172 +2025-05-26 18:50:06,214 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 1 day, 2:31:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.3875, loss: 2.3875 +2025-05-26 18:50:49,484 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 1 day, 2:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 2.3682, loss: 2.3682 +2025-05-26 18:51:32,777 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 1 day, 2:29:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.4618, loss: 2.4618 +2025-05-26 18:52:16,069 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 1 day, 2:28:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 2.4650, loss: 2.4650 +2025-05-26 18:52:59,391 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 1 day, 2:28:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 2.4806, loss: 2.4806 +2025-05-26 18:53:42,673 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 1 day, 2:27:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 2.4502, loss: 2.4502 +2025-05-26 18:54:26,054 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 1 day, 2:26:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8881, top5_acc: 0.9912, loss_cls: 2.3893, loss: 2.3893 +2025-05-26 18:55:09,338 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 1 day, 2:25:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8800, top5_acc: 0.9906, loss_cls: 2.5133, loss: 2.5133 +2025-05-26 18:55:12,449 - pyskl - INFO - Saving checkpoint at 64 epochs +2025-05-26 18:56:29,400 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 18:56:29,468 - pyskl - INFO - +top1_acc 0.8610 +top5_acc 0.9802 +2025-05-26 18:56:29,523 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_53.pth was removed +2025-05-26 18:56:30,573 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2025-05-26 18:56:30,574 - pyskl - INFO - Best top1_acc is 0.8610 at 64 epoch. +2025-05-26 18:56:30,576 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8610, top5_acc: 0.9802 +2025-05-26 18:57:35,307 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 1 day, 2:25:24, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9925, loss_cls: 2.3391, loss: 2.3391 +2025-05-26 18:58:18,776 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 1 day, 2:24:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.4101, loss: 2.4101 +2025-05-26 18:59:02,110 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 1 day, 2:23:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.3133, loss: 2.3133 +2025-05-26 18:59:45,607 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 1 day, 2:23:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.3649, loss: 2.3649 +2025-05-26 19:00:29,131 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 1 day, 2:22:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 2.3127, loss: 2.3127 +2025-05-26 19:01:12,401 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 1 day, 2:21:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 2.5543, loss: 2.5543 +2025-05-26 19:01:55,395 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 1 day, 2:20:53, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 2.4299, loss: 2.4299 +2025-05-26 19:02:38,671 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 1 day, 2:20:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3888, loss: 2.3888 +2025-05-26 19:03:22,013 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 1 day, 2:19:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 2.5032, loss: 2.5032 +2025-05-26 19:04:05,262 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 1 day, 2:18:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.4065, loss: 2.4065 +2025-05-26 19:04:48,605 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 1 day, 2:17:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 2.4773, loss: 2.4773 +2025-05-26 19:05:31,890 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 1 day, 2:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 2.3807, loss: 2.3807 +2025-05-26 19:06:15,174 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 1 day, 2:16:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 2.4813, loss: 2.4813 +2025-05-26 19:06:58,411 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 1 day, 2:15:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.3496, loss: 2.3496 +2025-05-26 19:07:41,838 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 1 day, 2:14:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 2.4532, loss: 2.4532 +2025-05-26 19:08:25,115 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 1 day, 2:14:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 2.3848, loss: 2.3848 +2025-05-26 19:09:08,443 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 1 day, 2:13:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 2.3512, loss: 2.3512 +2025-05-26 19:09:51,742 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 1 day, 2:12:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 2.4560, loss: 2.4560 +2025-05-26 19:10:35,000 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 1 day, 2:11:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9931, loss_cls: 2.4632, loss: 2.4632 +2025-05-26 19:11:18,319 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 1 day, 2:11:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 2.4121, loss: 2.4121 +2025-05-26 19:12:01,612 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 1 day, 2:10:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 2.4682, loss: 2.4682 +2025-05-26 19:12:45,021 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 1 day, 2:09:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 2.3759, loss: 2.3759 +2025-05-26 19:13:28,422 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 1 day, 2:08:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 2.3931, loss: 2.3931 +2025-05-26 19:14:11,737 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 1 day, 2:08:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 2.5528, loss: 2.5528 +2025-05-26 19:14:55,013 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 1 day, 2:07:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.3160, loss: 2.3160 +2025-05-26 19:14:58,122 - pyskl - INFO - Saving checkpoint at 65 epochs +2025-05-26 19:24:01,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:24:01,353 - pyskl - INFO - +top1_acc 0.8631 +top5_acc 0.9797 +2025-05-26 19:24:01,408 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_64.pth was removed +2025-05-26 19:24:02,437 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2025-05-26 19:24:02,438 - pyskl - INFO - Best top1_acc is 0.8631 at 65 epoch. +2025-05-26 19:24:02,441 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8631, top5_acc: 0.9797 +2025-05-26 19:25:06,538 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 1 day, 2:06:54, time: 0.641, data_time: 0.211, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9919, loss_cls: 2.3603, loss: 2.3603 +2025-05-26 19:25:49,869 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 1 day, 2:06:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.3168, loss: 2.3168 +2025-05-26 19:26:33,176 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 1 day, 2:05:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 2.3234, loss: 2.3234 +2025-05-26 19:27:16,554 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 1 day, 2:04:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 2.2880, loss: 2.2880 +2025-05-26 19:27:59,886 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 1 day, 2:03:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 2.3458, loss: 2.3458 +2025-05-26 19:28:43,302 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 1 day, 2:03:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.4057, loss: 2.4057 +2025-05-26 19:29:26,608 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 1 day, 2:02:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 2.4799, loss: 2.4799 +2025-05-26 19:30:10,022 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 1 day, 2:01:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9931, loss_cls: 2.3819, loss: 2.3819 +2025-05-26 19:30:53,445 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 1 day, 2:00:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9869, loss_cls: 2.3896, loss: 2.3896 +2025-05-26 19:31:36,881 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 1 day, 2:00:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9956, loss_cls: 2.3902, loss: 2.3902 +2025-05-26 19:32:20,258 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 1 day, 1:59:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 2.4000, loss: 2.4000 +2025-05-26 19:33:03,573 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 1 day, 1:58:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 2.4635, loss: 2.4635 +2025-05-26 19:33:46,767 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 1 day, 1:57:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 2.4752, loss: 2.4752 +2025-05-26 19:34:29,999 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 1 day, 1:57:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 2.4276, loss: 2.4276 +2025-05-26 19:35:13,289 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 1 day, 1:56:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.4062, loss: 2.4062 +2025-05-26 19:35:56,570 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 1 day, 1:55:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 2.3686, loss: 2.3686 +2025-05-26 19:36:39,818 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 1 day, 1:54:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 2.4463, loss: 2.4463 +2025-05-26 19:37:23,037 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 1 day, 1:54:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 2.3187, loss: 2.3187 +2025-05-26 19:38:06,280 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 1 day, 1:53:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9844, loss_cls: 2.4350, loss: 2.4350 +2025-05-26 19:38:49,519 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 1 day, 1:52:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 2.3878, loss: 2.3878 +2025-05-26 19:39:32,751 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 1 day, 1:51:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 2.4148, loss: 2.4148 +2025-05-26 19:40:15,965 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 1 day, 1:51:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 2.4142, loss: 2.4142 +2025-05-26 19:40:59,209 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 1 day, 1:50:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 2.3737, loss: 2.3737 +2025-05-26 19:41:42,465 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 1 day, 1:49:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 2.3825, loss: 2.3825 +2025-05-26 19:42:25,842 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 1 day, 1:48:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 2.3995, loss: 2.3995 +2025-05-26 19:42:28,924 - pyskl - INFO - Saving checkpoint at 66 epochs +2025-05-26 19:43:46,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 19:43:46,182 - pyskl - INFO - +top1_acc 0.8462 +top5_acc 0.9749 +2025-05-26 19:43:46,184 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8462, top5_acc: 0.9749 +2025-05-26 19:44:50,768 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 1 day, 1:48:24, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3923, loss: 2.3923 +2025-05-26 19:45:34,093 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 1 day, 1:47:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 2.4026, loss: 2.4026 +2025-05-26 19:46:17,450 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 1 day, 1:46:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 2.3866, loss: 2.3866 +2025-05-26 19:47:00,856 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 1 day, 1:46:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 2.2874, loss: 2.2874 +2025-05-26 19:47:44,508 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 1 day, 1:45:24, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.2817, loss: 2.2817 +2025-05-26 19:48:28,012 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 1 day, 1:44:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.3014, loss: 2.3014 +2025-05-26 19:49:11,346 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 1 day, 1:43:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9856, loss_cls: 2.4060, loss: 2.4060 +2025-05-26 19:49:54,630 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 1 day, 1:43:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 2.3240, loss: 2.3240 +2025-05-26 19:50:37,919 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 1 day, 1:42:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 2.4665, loss: 2.4665 +2025-05-26 19:51:21,293 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 1 day, 1:41:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.4112, loss: 2.4112 +2025-05-26 19:52:04,623 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 1 day, 1:40:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 2.3622, loss: 2.3622 +2025-05-26 19:52:47,986 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 1 day, 1:40:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 2.4640, loss: 2.4640 +2025-05-26 19:53:31,361 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 1 day, 1:39:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9938, loss_cls: 2.4262, loss: 2.4262 +2025-05-26 19:54:14,678 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 1 day, 1:38:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3218, loss: 2.3218 +2025-05-26 19:54:57,946 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 1 day, 1:37:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9956, loss_cls: 2.3821, loss: 2.3821 +2025-05-26 19:55:41,246 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 1 day, 1:37:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9831, loss_cls: 2.4237, loss: 2.4237 +2025-05-26 19:56:24,562 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 1 day, 1:36:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 2.3231, loss: 2.3231 +2025-05-26 19:57:07,826 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 1 day, 1:35:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 2.3524, loss: 2.3524 +2025-05-26 19:57:51,130 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 1 day, 1:34:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.3588, loss: 2.3588 +2025-05-26 19:58:34,391 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 1 day, 1:34:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 2.5060, loss: 2.5060 +2025-05-26 19:59:17,703 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 1 day, 1:33:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 2.4138, loss: 2.4138 +2025-05-26 20:00:00,966 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 1 day, 1:32:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 2.4388, loss: 2.4388 +2025-05-26 20:00:44,242 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 1 day, 1:31:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9838, loss_cls: 2.3941, loss: 2.3941 +2025-05-26 20:01:27,641 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 1 day, 1:31:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9888, loss_cls: 2.3948, loss: 2.3948 +2025-05-26 20:02:10,973 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 1 day, 1:30:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 2.4081, loss: 2.4081 +2025-05-26 20:02:14,054 - pyskl - INFO - Saving checkpoint at 67 epochs +2025-05-26 20:03:31,186 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:03:31,254 - pyskl - INFO - +top1_acc 0.8498 +top5_acc 0.9783 +2025-05-26 20:03:31,257 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8498, top5_acc: 0.9783 +2025-05-26 20:04:36,259 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 1 day, 1:29:56, time: 0.650, data_time: 0.218, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.2486, loss: 2.2486 +2025-05-26 20:05:19,490 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 1 day, 1:29:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 2.2994, loss: 2.2994 +2025-05-26 20:06:02,816 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 1 day, 1:28:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 2.2627, loss: 2.2627 +2025-05-26 20:06:46,171 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 1 day, 1:27:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 2.3354, loss: 2.3354 +2025-05-26 20:07:29,449 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 1 day, 1:26:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 2.3690, loss: 2.3690 +2025-05-26 20:08:12,763 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 1 day, 1:26:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 2.3526, loss: 2.3526 +2025-05-26 20:08:56,103 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 1 day, 1:25:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3434, loss: 2.3434 +2025-05-26 20:09:39,483 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 1 day, 1:24:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 2.3758, loss: 2.3758 +2025-05-26 20:10:22,854 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 1 day, 1:23:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 2.4245, loss: 2.4245 +2025-05-26 20:11:06,276 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 1 day, 1:23:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 2.4206, loss: 2.4206 +2025-05-26 20:11:49,762 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 1 day, 1:22:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 2.3724, loss: 2.3724 +2025-05-26 20:12:33,253 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 1 day, 1:21:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9956, loss_cls: 2.3740, loss: 2.3740 +2025-05-26 20:13:16,537 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 1 day, 1:20:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 2.3617, loss: 2.3617 +2025-05-26 20:13:59,827 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 1 day, 1:20:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 2.2550, loss: 2.2550 +2025-05-26 20:14:43,191 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 1 day, 1:19:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 2.3792, loss: 2.3792 +2025-05-26 20:15:26,658 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 1 day, 1:18:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9869, loss_cls: 2.4573, loss: 2.4573 +2025-05-26 20:16:10,002 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 1 day, 1:17:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 2.3960, loss: 2.3960 +2025-05-26 20:16:53,371 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 1 day, 1:17:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 2.3499, loss: 2.3499 +2025-05-26 20:17:36,902 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 1 day, 1:16:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.3135, loss: 2.3135 +2025-05-26 20:18:20,345 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 1 day, 1:15:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 2.4149, loss: 2.4149 +2025-05-26 20:19:03,775 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 1 day, 1:14:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.3736, loss: 2.3736 +2025-05-26 20:19:47,166 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 1 day, 1:14:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8750, top5_acc: 0.9869, loss_cls: 2.5477, loss: 2.5477 +2025-05-26 20:20:30,428 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 1 day, 1:13:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.3478, loss: 2.3478 +2025-05-26 20:21:13,867 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 1 day, 1:12:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 2.3651, loss: 2.3651 +2025-05-26 20:21:57,202 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 1 day, 1:11:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8744, top5_acc: 0.9912, loss_cls: 2.4210, loss: 2.4210 +2025-05-26 20:22:00,387 - pyskl - INFO - Saving checkpoint at 68 epochs +2025-05-26 20:23:17,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:23:17,464 - pyskl - INFO - +top1_acc 0.8559 +top5_acc 0.9772 +2025-05-26 20:23:17,467 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8559, top5_acc: 0.9772 +2025-05-26 20:24:21,924 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 1 day, 1:11:28, time: 0.645, data_time: 0.208, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.2794, loss: 2.2794 +2025-05-26 20:25:05,394 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 1 day, 1:10:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.2944, loss: 2.2944 +2025-05-26 20:25:48,798 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 1 day, 1:09:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 2.2831, loss: 2.2831 +2025-05-26 20:26:32,234 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 1 day, 1:09:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 2.3195, loss: 2.3195 +2025-05-26 20:27:15,613 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 1 day, 1:08:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 2.3589, loss: 2.3589 +2025-05-26 20:27:58,927 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 1 day, 1:07:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 2.3974, loss: 2.3974 +2025-05-26 20:28:42,250 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 1 day, 1:06:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 2.4702, loss: 2.4702 +2025-05-26 20:29:25,659 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 1 day, 1:06:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 2.3047, loss: 2.3047 +2025-05-26 20:30:09,045 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 1 day, 1:05:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 2.3673, loss: 2.3673 +2025-05-26 20:30:52,431 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 1 day, 1:04:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.3919, loss: 2.3919 +2025-05-26 20:31:35,814 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 1 day, 1:03:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9906, loss_cls: 2.3329, loss: 2.3329 +2025-05-26 20:32:19,307 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 1 day, 1:03:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.3637, loss: 2.3637 +2025-05-26 20:33:02,691 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 1 day, 1:02:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 2.3471, loss: 2.3471 +2025-05-26 20:33:46,127 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 1 day, 1:01:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 2.2720, loss: 2.2720 +2025-05-26 20:34:29,407 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 1 day, 1:00:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.3301, loss: 2.3301 +2025-05-26 20:35:12,798 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 1 day, 1:00:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.3726, loss: 2.3726 +2025-05-26 20:35:56,171 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 1 day, 0:59:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 2.3382, loss: 2.3382 +2025-05-26 20:36:39,464 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 1 day, 0:58:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.3740, loss: 2.3740 +2025-05-26 20:37:22,936 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 1 day, 0:57:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.4109, loss: 2.4109 +2025-05-26 20:38:06,215 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 1 day, 0:57:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 2.3882, loss: 2.3882 +2025-05-26 20:38:49,572 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 1 day, 0:56:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8862, top5_acc: 0.9931, loss_cls: 2.3254, loss: 2.3254 +2025-05-26 20:39:32,809 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 1 day, 0:55:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 2.3674, loss: 2.3674 +2025-05-26 20:40:16,070 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 1 day, 0:54:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 2.3622, loss: 2.3622 +2025-05-26 20:40:59,758 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 1 day, 0:54:12, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9925, loss_cls: 2.4284, loss: 2.4284 +2025-05-26 20:41:43,421 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 1 day, 0:53:27, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 2.4074, loss: 2.4074 +2025-05-26 20:41:46,523 - pyskl - INFO - Saving checkpoint at 69 epochs +2025-05-26 20:43:04,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 20:43:04,562 - pyskl - INFO - +top1_acc 0.8480 +top5_acc 0.9767 +2025-05-26 20:43:04,565 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8480, top5_acc: 0.9767 +2025-05-26 20:44:09,879 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 1 day, 0:53:02, time: 0.653, data_time: 0.219, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 2.2932, loss: 2.2932 +2025-05-26 20:44:53,129 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 1 day, 0:52:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 2.2546, loss: 2.2546 +2025-05-26 20:45:36,625 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 1 day, 0:51:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 2.4260, loss: 2.4260 +2025-05-26 20:46:20,019 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 1 day, 0:50:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 2.3943, loss: 2.3943 +2025-05-26 20:47:03,682 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 1 day, 0:50:02, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 2.2914, loss: 2.2914 +2025-05-26 20:47:47,433 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 1 day, 0:49:17, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.2577, loss: 2.2577 +2025-05-26 20:48:31,073 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 1 day, 0:48:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 2.3407, loss: 2.3407 +2025-05-26 20:49:15,097 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 1 day, 0:47:48, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 2.2804, loss: 2.2804 +2025-05-26 20:49:58,975 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 1 day, 0:47:04, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9881, loss_cls: 2.3873, loss: 2.3873 +2025-05-26 20:50:42,891 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 1 day, 0:46:19, time: 0.439, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 2.3103, loss: 2.3103 +2025-05-26 20:51:26,575 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 1 day, 0:45:35, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 2.3564, loss: 2.3564 +2025-05-26 20:52:10,094 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 1 day, 0:44:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.2190, loss: 2.2190 +2025-05-26 20:52:53,507 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 1 day, 0:44:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 2.3439, loss: 2.3439 +2025-05-26 20:53:37,019 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 1 day, 0:43:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 2.3290, loss: 2.3290 +2025-05-26 20:54:20,567 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 1 day, 0:42:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2643, loss: 2.2643 +2025-05-26 20:55:04,199 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 1 day, 0:41:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8844, top5_acc: 0.9919, loss_cls: 2.4115, loss: 2.4115 +2025-05-26 20:55:47,607 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 1 day, 0:41:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 2.3668, loss: 2.3668 +2025-05-26 20:56:31,231 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 1 day, 0:40:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.4000, loss: 2.4000 +2025-05-26 20:57:14,693 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 1 day, 0:39:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9981, loss_cls: 2.3355, loss: 2.3355 +2025-05-26 20:57:58,061 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 1 day, 0:38:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 2.2728, loss: 2.2728 +2025-05-26 20:58:41,567 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 1 day, 0:38:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 2.2146, loss: 2.2146 +2025-05-26 20:59:24,967 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 1 day, 0:37:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9850, loss_cls: 2.4034, loss: 2.4034 +2025-05-26 21:00:08,333 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 1 day, 0:36:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 2.4083, loss: 2.4083 +2025-05-26 21:00:51,726 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 1 day, 0:35:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 2.4296, loss: 2.4296 +2025-05-26 21:01:35,074 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 1 day, 0:35:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 2.4037, loss: 2.4037 +2025-05-26 21:01:38,357 - pyskl - INFO - Saving checkpoint at 70 epochs +2025-05-26 21:10:19,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:10:19,777 - pyskl - INFO - +top1_acc 0.8588 +top5_acc 0.9807 +2025-05-26 21:10:19,780 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8588, top5_acc: 0.9807 +2025-05-26 21:11:24,261 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 1 day, 0:34:39, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 2.3967, loss: 2.3967 +2025-05-26 21:12:07,640 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 1 day, 0:33:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.1757, loss: 2.1757 +2025-05-26 21:12:50,852 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 1 day, 0:33:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9894, loss_cls: 2.1524, loss: 2.1524 +2025-05-26 21:13:34,250 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 1 day, 0:32:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 2.2859, loss: 2.2859 +2025-05-26 21:14:17,707 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 1 day, 0:31:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 2.3907, loss: 2.3907 +2025-05-26 21:15:00,931 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 1 day, 0:30:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.2581, loss: 2.2581 +2025-05-26 21:15:44,163 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 1 day, 0:30:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 2.3891, loss: 2.3891 +2025-05-26 21:16:27,438 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 1 day, 0:29:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9888, loss_cls: 2.2958, loss: 2.2958 +2025-05-26 21:17:10,725 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 1 day, 0:28:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9925, loss_cls: 2.3611, loss: 2.3611 +2025-05-26 21:17:54,371 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 1 day, 0:27:53, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 2.4313, loss: 2.4313 +2025-05-26 21:18:37,839 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 1 day, 0:27:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 2.4758, loss: 2.4758 +2025-05-26 21:19:21,133 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 1 day, 0:26:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 2.3983, loss: 2.3983 +2025-05-26 21:20:04,432 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 1 day, 0:25:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 2.2960, loss: 2.2960 +2025-05-26 21:20:47,659 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 1 day, 0:24:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.3004, loss: 2.3004 +2025-05-26 21:21:30,891 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 1 day, 0:24:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 2.3981, loss: 2.3981 +2025-05-26 21:22:14,225 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 1 day, 0:23:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 2.3959, loss: 2.3959 +2025-05-26 21:22:57,533 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 1 day, 0:22:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9944, loss_cls: 2.3711, loss: 2.3711 +2025-05-26 21:23:40,861 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 1 day, 0:21:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 2.3104, loss: 2.3104 +2025-05-26 21:24:24,212 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 1 day, 0:21:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 2.3598, loss: 2.3598 +2025-05-26 21:25:07,552 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 1 day, 0:20:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 2.2824, loss: 2.2824 +2025-05-26 21:25:51,023 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 1 day, 0:19:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 2.3145, loss: 2.3145 +2025-05-26 21:26:34,389 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 1 day, 0:18:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3186, loss: 2.3186 +2025-05-26 21:27:17,741 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 1 day, 0:18:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.3718, loss: 2.3718 +2025-05-26 21:28:01,127 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 1 day, 0:17:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 2.4094, loss: 2.4094 +2025-05-26 21:28:44,492 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 1 day, 0:16:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3596, loss: 2.3596 +2025-05-26 21:28:47,656 - pyskl - INFO - Saving checkpoint at 71 epochs +2025-05-26 21:30:04,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:30:04,824 - pyskl - INFO - +top1_acc 0.8328 +top5_acc 0.9740 +2025-05-26 21:30:04,827 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8328, top5_acc: 0.9740 +2025-05-26 21:31:09,522 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 1 day, 0:16:11, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 2.2779, loss: 2.2779 +2025-05-26 21:31:52,822 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 1 day, 0:15:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 2.3620, loss: 2.3620 +2025-05-26 21:32:36,253 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 1 day, 0:14:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9900, loss_cls: 2.2791, loss: 2.2791 +2025-05-26 21:33:19,701 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 1 day, 0:13:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 2.2779, loss: 2.2779 +2025-05-26 21:34:03,144 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 1 day, 0:13:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 2.3847, loss: 2.3847 +2025-05-26 21:34:46,520 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 1 day, 0:12:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9919, loss_cls: 2.3129, loss: 2.3129 +2025-05-26 21:35:29,867 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 1 day, 0:11:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 2.3379, loss: 2.3379 +2025-05-26 21:36:13,279 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 1 day, 0:10:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 2.3233, loss: 2.3233 +2025-05-26 21:36:56,700 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 1 day, 0:10:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 2.3980, loss: 2.3980 +2025-05-26 21:37:40,081 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 1 day, 0:09:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 2.2022, loss: 2.2022 +2025-05-26 21:38:23,574 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 1 day, 0:08:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 2.3902, loss: 2.3902 +2025-05-26 21:39:07,039 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 1 day, 0:07:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 2.3309, loss: 2.3309 +2025-05-26 21:39:50,454 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 1 day, 0:07:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 2.2775, loss: 2.2775 +2025-05-26 21:40:33,850 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 1 day, 0:06:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 2.2668, loss: 2.2668 +2025-05-26 21:41:17,193 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 1 day, 0:05:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.2149, loss: 2.2149 +2025-05-26 21:42:00,524 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 1 day, 0:04:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 2.3228, loss: 2.3228 +2025-05-26 21:42:43,893 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 1 day, 0:04:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 2.3398, loss: 2.3398 +2025-05-26 21:43:27,158 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 1 day, 0:03:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 2.3941, loss: 2.3941 +2025-05-26 21:44:10,428 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 1 day, 0:02:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 2.2909, loss: 2.2909 +2025-05-26 21:44:53,872 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 1 day, 0:01:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 2.4041, loss: 2.4041 +2025-05-26 21:45:37,243 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 1 day, 0:01:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 2.3719, loss: 2.3719 +2025-05-26 21:46:20,636 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 1 day, 0:00:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 2.3055, loss: 2.3055 +2025-05-26 21:47:03,914 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 23:59:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 2.2758, loss: 2.2758 +2025-05-26 21:47:47,351 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 23:58:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 2.2696, loss: 2.2696 +2025-05-26 21:48:30,770 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 23:58:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 2.3150, loss: 2.3150 +2025-05-26 21:48:33,876 - pyskl - INFO - Saving checkpoint at 72 epochs +2025-05-26 21:49:50,907 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 21:49:50,974 - pyskl - INFO - +top1_acc 0.8547 +top5_acc 0.9803 +2025-05-26 21:49:50,977 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8547, top5_acc: 0.9803 +2025-05-26 21:50:54,978 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 23:57:43, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.2582, loss: 2.2582 +2025-05-26 21:51:38,370 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 23:56:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2485, loss: 2.2485 +2025-05-26 21:52:21,898 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 23:56:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9875, loss_cls: 2.3269, loss: 2.3269 +2025-05-26 21:53:05,339 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 23:55:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.3426, loss: 2.3426 +2025-05-26 21:53:48,913 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 23:54:43, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9956, loss_cls: 2.2724, loss: 2.2724 +2025-05-26 21:54:32,311 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 23:53:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 2.1612, loss: 2.1612 +2025-05-26 21:55:15,563 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 23:53:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 2.2555, loss: 2.2555 +2025-05-26 21:55:58,794 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 23:52:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 2.2764, loss: 2.2764 +2025-05-26 21:56:42,130 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 23:51:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 2.3477, loss: 2.3477 +2025-05-26 21:57:25,453 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 23:50:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.2176, loss: 2.2176 +2025-05-26 21:58:08,785 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 23:50:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.2422, loss: 2.2422 +2025-05-26 21:58:52,071 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 23:49:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 2.3293, loss: 2.3293 +2025-05-26 21:59:35,438 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 23:48:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3706, loss: 2.3706 +2025-05-26 22:00:18,693 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 23:47:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.3289, loss: 2.3289 +2025-05-26 22:01:01,953 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 23:47:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2531, loss: 2.2531 +2025-05-26 22:01:45,164 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 23:46:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2429, loss: 2.2429 +2025-05-26 22:02:28,341 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 23:45:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 2.3040, loss: 2.3040 +2025-05-26 22:03:11,567 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 23:44:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9844, loss_cls: 2.2743, loss: 2.2743 +2025-05-26 22:03:54,844 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 23:44:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9938, loss_cls: 2.3412, loss: 2.3412 +2025-05-26 22:04:38,123 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 23:43:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 2.3358, loss: 2.3358 +2025-05-26 22:05:21,407 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 23:42:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 2.2825, loss: 2.2825 +2025-05-26 22:06:04,696 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 23:41:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 2.2788, loss: 2.2788 +2025-05-26 22:06:47,952 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 23:41:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 2.4668, loss: 2.4668 +2025-05-26 22:07:31,483 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 23:40:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3053, loss: 2.3053 +2025-05-26 22:08:14,723 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 23:39:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 2.3415, loss: 2.3415 +2025-05-26 22:08:17,790 - pyskl - INFO - Saving checkpoint at 73 epochs +2025-05-26 22:09:35,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:09:35,333 - pyskl - INFO - +top1_acc 0.8635 +top5_acc 0.9794 +2025-05-26 22:09:35,390 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_65.pth was removed +2025-05-26 22:09:36,428 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2025-05-26 22:09:36,429 - pyskl - INFO - Best top1_acc is 0.8635 at 73 epoch. +2025-05-26 22:09:36,432 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8635, top5_acc: 0.9794 +2025-05-26 22:10:40,849 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 23:39:14, time: 0.644, data_time: 0.208, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.1419, loss: 2.1419 +2025-05-26 22:11:24,325 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 23:38:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2615, loss: 2.2615 +2025-05-26 22:12:07,762 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 23:37:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 2.3661, loss: 2.3661 +2025-05-26 22:12:51,154 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 23:36:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 2.2541, loss: 2.2541 +2025-05-26 22:13:34,569 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 23:36:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.2961, loss: 2.2961 +2025-05-26 22:14:17,894 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 23:35:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 2.2757, loss: 2.2757 +2025-05-26 22:15:01,146 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 23:34:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.2562, loss: 2.2562 +2025-05-26 22:15:44,365 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 23:33:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9962, loss_cls: 2.2226, loss: 2.2226 +2025-05-26 22:16:27,715 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 23:33:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9938, loss_cls: 2.2513, loss: 2.2513 +2025-05-26 22:17:11,058 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 23:32:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 2.3302, loss: 2.3302 +2025-05-26 22:17:54,467 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 23:31:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.2311, loss: 2.2311 +2025-05-26 22:18:38,005 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 23:30:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.2956, loss: 2.2956 +2025-05-26 22:19:21,385 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 23:30:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 2.3229, loss: 2.3229 +2025-05-26 22:20:04,813 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 23:29:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.2156, loss: 2.2156 +2025-05-26 22:20:48,283 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 23:28:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 2.3030, loss: 2.3030 +2025-05-26 22:21:31,759 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 23:28:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 2.3896, loss: 2.3896 +2025-05-26 22:22:15,181 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 23:27:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 2.3639, loss: 2.3639 +2025-05-26 22:22:58,531 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 23:26:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 2.3879, loss: 2.3879 +2025-05-26 22:23:41,839 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 23:25:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 2.3481, loss: 2.3481 +2025-05-26 22:24:25,248 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 23:25:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.2384, loss: 2.2384 +2025-05-26 22:25:08,514 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 23:24:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 2.2777, loss: 2.2777 +2025-05-26 22:25:51,895 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 23:23:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 2.4603, loss: 2.4603 +2025-05-26 22:26:35,178 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 23:22:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.2161, loss: 2.2161 +2025-05-26 22:27:18,449 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 23:22:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 2.3101, loss: 2.3101 +2025-05-26 22:28:01,676 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 23:21:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 2.2517, loss: 2.2517 +2025-05-26 22:28:04,738 - pyskl - INFO - Saving checkpoint at 74 epochs +2025-05-26 22:29:22,383 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:29:22,451 - pyskl - INFO - +top1_acc 0.8725 +top5_acc 0.9830 +2025-05-26 22:29:22,504 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_73.pth was removed +2025-05-26 22:29:23,506 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2025-05-26 22:29:23,507 - pyskl - INFO - Best top1_acc is 0.8725 at 74 epoch. +2025-05-26 22:29:23,509 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8725, top5_acc: 0.9830 +2025-05-26 22:30:27,871 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 23:20:46, time: 0.644, data_time: 0.208, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.1359, loss: 2.1359 +2025-05-26 22:31:11,191 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 23:20:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.2025, loss: 2.2025 +2025-05-26 22:31:54,567 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 23:19:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9944, loss_cls: 2.1477, loss: 2.1477 +2025-05-26 22:32:38,004 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 23:18:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.2302, loss: 2.2302 +2025-05-26 22:33:21,403 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 23:17:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.3007, loss: 2.3007 +2025-05-26 22:34:04,829 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 23:17:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 2.3684, loss: 2.3684 +2025-05-26 22:34:48,244 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 23:16:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.2352, loss: 2.2352 +2025-05-26 22:35:31,641 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 23:15:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 2.2337, loss: 2.2337 +2025-05-26 22:36:14,990 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 23:14:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 2.2371, loss: 2.2371 +2025-05-26 22:36:58,195 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 23:14:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1584, loss: 2.1584 +2025-05-26 22:37:41,443 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 23:13:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 2.2248, loss: 2.2248 +2025-05-26 22:38:24,662 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 23:12:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 2.2718, loss: 2.2718 +2025-05-26 22:39:08,003 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 23:11:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 2.2812, loss: 2.2812 +2025-05-26 22:39:51,234 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 23:11:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 2.3356, loss: 2.3356 +2025-05-26 22:40:34,539 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 23:10:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2906, loss: 2.2906 +2025-05-26 22:41:17,882 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 23:09:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 2.2399, loss: 2.2399 +2025-05-26 22:42:01,139 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 23:08:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 2.2265, loss: 2.2265 +2025-05-26 22:42:44,262 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 23:08:01, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 2.2485, loss: 2.2485 +2025-05-26 22:43:27,482 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 23:07:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2660, loss: 2.2660 +2025-05-26 22:44:10,778 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 23:06:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9925, loss_cls: 2.3203, loss: 2.3203 +2025-05-26 22:44:53,791 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 23:05:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 2.4403, loss: 2.4403 +2025-05-26 22:45:37,051 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 23:05:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.1733, loss: 2.1733 +2025-05-26 22:46:20,241 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 23:04:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 2.2269, loss: 2.2269 +2025-05-26 22:47:03,607 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 23:03:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 2.3180, loss: 2.3180 +2025-05-26 22:47:46,917 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 23:02:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2436, loss: 2.2436 +2025-05-26 22:47:50,000 - pyskl - INFO - Saving checkpoint at 75 epochs +2025-05-26 22:57:03,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 22:57:03,438 - pyskl - INFO - +top1_acc 0.8130 +top5_acc 0.9684 +2025-05-26 22:57:03,441 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8130, top5_acc: 0.9684 +2025-05-26 22:58:07,613 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 23:02:16, time: 0.642, data_time: 0.210, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1614, loss: 2.1614 +2025-05-26 22:58:50,876 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 23:01:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 2.2545, loss: 2.2545 +2025-05-26 22:59:34,144 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 23:00:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.2058, loss: 2.2058 +2025-05-26 23:00:17,804 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 23:00:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.2378, loss: 2.2378 +2025-05-26 23:01:01,267 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 22:59:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1883, loss: 2.1883 +2025-05-26 23:01:44,519 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 22:58:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9856, loss_cls: 2.3901, loss: 2.3901 +2025-05-26 23:02:27,787 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 22:57:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 2.2275, loss: 2.2275 +2025-05-26 23:03:11,056 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 22:57:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.2544, loss: 2.2544 +2025-05-26 23:03:54,458 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 22:56:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 2.3097, loss: 2.3097 +2025-05-26 23:04:37,790 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 22:55:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 2.1910, loss: 2.1910 +2025-05-26 23:05:21,089 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 22:54:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.2058, loss: 2.2058 +2025-05-26 23:06:04,348 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 22:54:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 2.2883, loss: 2.2883 +2025-05-26 23:06:47,621 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 22:53:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 2.2456, loss: 2.2456 +2025-05-26 23:07:30,865 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 22:52:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.3029, loss: 2.3029 +2025-05-26 23:08:14,104 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 22:51:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 2.2394, loss: 2.2394 +2025-05-26 23:08:57,378 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 22:51:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2973, loss: 2.2973 +2025-05-26 23:09:40,551 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 22:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 2.2629, loss: 2.2629 +2025-05-26 23:10:23,943 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 22:49:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1873, loss: 2.1873 +2025-05-26 23:11:07,139 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 22:48:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 2.2354, loss: 2.2354 +2025-05-26 23:11:50,345 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 22:48:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 2.3037, loss: 2.3037 +2025-05-26 23:12:33,538 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 22:47:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 2.3320, loss: 2.3320 +2025-05-26 23:13:16,738 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 22:46:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 2.0627, loss: 2.0627 +2025-05-26 23:13:59,767 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 22:45:46, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 2.2736, loss: 2.2736 +2025-05-26 23:14:42,973 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 22:45:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.2056, loss: 2.2056 +2025-05-26 23:15:26,124 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 22:44:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8900, top5_acc: 0.9888, loss_cls: 2.4316, loss: 2.4316 +2025-05-26 23:15:29,177 - pyskl - INFO - Saving checkpoint at 76 epochs +2025-05-26 23:16:46,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:16:46,417 - pyskl - INFO - +top1_acc 0.8335 +top5_acc 0.9744 +2025-05-26 23:16:46,420 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8335, top5_acc: 0.9744 +2025-05-26 23:17:50,617 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 22:43:46, time: 0.642, data_time: 0.211, memory: 13127, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 2.3523, loss: 2.3523 +2025-05-26 23:18:34,170 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 22:43:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 2.1484, loss: 2.1484 +2025-05-26 23:19:17,558 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 22:42:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.1153, loss: 2.1153 +2025-05-26 23:20:00,908 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 22:41:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 2.2778, loss: 2.2778 +2025-05-26 23:20:44,217 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 22:40:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1996, loss: 2.1996 +2025-05-26 23:21:27,595 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 22:40:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 2.1760, loss: 2.1760 +2025-05-26 23:22:11,087 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 22:39:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 2.3055, loss: 2.3055 +2025-05-26 23:22:54,555 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 22:38:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 2.2348, loss: 2.2348 +2025-05-26 23:23:38,160 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 22:37:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 2.1095, loss: 2.1095 +2025-05-26 23:24:21,855 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 22:37:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2027, loss: 2.2027 +2025-05-26 23:25:05,450 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 22:36:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 2.1776, loss: 2.1776 +2025-05-26 23:25:48,798 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 22:35:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.2543, loss: 2.2543 +2025-05-26 23:26:32,182 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 22:34:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 2.2908, loss: 2.2908 +2025-05-26 23:27:15,511 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 22:34:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 2.2757, loss: 2.2757 +2025-05-26 23:27:58,886 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 22:33:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 2.3009, loss: 2.3009 +2025-05-26 23:28:42,265 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 22:32:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 2.2438, loss: 2.2438 +2025-05-26 23:29:25,591 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 22:31:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9944, loss_cls: 2.2745, loss: 2.2745 +2025-05-26 23:30:08,969 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 22:31:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 2.1881, loss: 2.1881 +2025-05-26 23:30:52,317 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 22:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2499, loss: 2.2499 +2025-05-26 23:31:35,691 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 22:29:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9875, loss_cls: 2.2983, loss: 2.2983 +2025-05-26 23:32:19,007 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 22:28:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 2.1975, loss: 2.1975 +2025-05-26 23:33:02,429 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 22:28:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9862, loss_cls: 2.1748, loss: 2.1748 +2025-05-26 23:33:45,901 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 22:27:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9925, loss_cls: 2.2504, loss: 2.2504 +2025-05-26 23:34:29,226 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 22:26:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 2.1728, loss: 2.1728 +2025-05-26 23:35:12,666 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 22:25:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 2.2926, loss: 2.2926 +2025-05-26 23:35:15,748 - pyskl - INFO - Saving checkpoint at 77 epochs +2025-05-26 23:36:32,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:36:32,695 - pyskl - INFO - +top1_acc 0.8478 +top5_acc 0.9813 +2025-05-26 23:36:32,698 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8478, top5_acc: 0.9813 +2025-05-26 23:37:37,159 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 22:25:20, time: 0.645, data_time: 0.211, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 2.1629, loss: 2.1629 +2025-05-26 23:38:20,539 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 22:24:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 2.2002, loss: 2.2002 +2025-05-26 23:39:04,038 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 22:23:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 2.2103, loss: 2.2103 +2025-05-26 23:39:47,419 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 22:23:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9969, loss_cls: 2.1930, loss: 2.1930 +2025-05-26 23:40:30,765 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 22:22:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 2.2618, loss: 2.2618 +2025-05-26 23:41:14,128 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 22:21:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1349, loss: 2.1349 +2025-05-26 23:41:57,455 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 22:20:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 2.1438, loss: 2.1438 +2025-05-26 23:42:40,839 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 22:20:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 2.2208, loss: 2.2208 +2025-05-26 23:43:24,349 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 22:19:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 2.1913, loss: 2.1913 +2025-05-26 23:44:07,752 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 22:18:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.2182, loss: 2.2182 +2025-05-26 23:44:51,206 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 22:17:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 2.2381, loss: 2.2381 +2025-05-26 23:45:34,623 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 22:17:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9981, loss_cls: 2.1903, loss: 2.1903 +2025-05-26 23:46:17,861 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 22:16:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 2.2620, loss: 2.2620 +2025-05-26 23:47:01,288 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 22:15:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 2.3220, loss: 2.3220 +2025-05-26 23:47:44,778 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 22:14:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 2.2906, loss: 2.2906 +2025-05-26 23:48:28,212 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 22:14:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.1739, loss: 2.1739 +2025-05-26 23:49:11,605 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 22:13:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 2.2225, loss: 2.2225 +2025-05-26 23:49:54,886 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 22:12:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.1499, loss: 2.1499 +2025-05-26 23:50:38,285 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 22:11:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2085, loss: 2.2085 +2025-05-26 23:51:21,666 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 22:11:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 2.2182, loss: 2.2182 +2025-05-26 23:52:05,058 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 22:10:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9962, loss_cls: 2.1695, loss: 2.1695 +2025-05-26 23:52:48,529 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 22:09:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 2.1997, loss: 2.1997 +2025-05-26 23:53:31,895 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 22:08:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 2.1898, loss: 2.1898 +2025-05-26 23:54:15,148 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 22:08:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1282, loss: 2.1282 +2025-05-26 23:54:58,558 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 22:07:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.2180, loss: 2.2180 +2025-05-26 23:55:01,697 - pyskl - INFO - Saving checkpoint at 78 epochs +2025-05-26 23:56:18,656 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-26 23:56:18,722 - pyskl - INFO - +top1_acc 0.8644 +top5_acc 0.9802 +2025-05-26 23:56:18,725 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8644, top5_acc: 0.9802 +2025-05-26 23:57:22,939 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 22:06:53, time: 0.642, data_time: 0.208, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.1472, loss: 2.1472 +2025-05-26 23:58:06,518 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 22:06:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.1234, loss: 2.1234 +2025-05-26 23:58:50,012 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 22:05:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 2.1883, loss: 2.1883 +2025-05-26 23:59:33,382 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 22:04:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.1764, loss: 2.1764 +2025-05-27 00:00:16,532 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 22:03:53, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.2372, loss: 2.2372 +2025-05-27 00:00:59,976 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 22:03:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1891, loss: 2.1891 +2025-05-27 00:01:43,369 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 22:02:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 2.1420, loss: 2.1420 +2025-05-27 00:02:26,759 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 22:01:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 2.1998, loss: 2.1998 +2025-05-27 00:03:10,061 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 22:00:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 2.2202, loss: 2.2202 +2025-05-27 00:03:53,245 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 22:00:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.1452, loss: 2.1452 +2025-05-27 00:04:36,486 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 21:59:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 2.1697, loss: 2.1697 +2025-05-27 00:05:19,726 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 21:58:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2305, loss: 2.2305 +2025-05-27 00:06:02,986 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 21:57:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 2.1540, loss: 2.1540 +2025-05-27 00:06:46,254 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 21:57:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1970, loss: 2.1970 +2025-05-27 00:07:29,600 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 21:56:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 2.2988, loss: 2.2988 +2025-05-27 00:08:12,982 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 21:55:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 2.3134, loss: 2.3134 +2025-05-27 00:08:56,279 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 21:54:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 2.2869, loss: 2.2869 +2025-05-27 00:09:39,582 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 21:54:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 2.3471, loss: 2.3471 +2025-05-27 00:10:23,007 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 21:53:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.3024, loss: 2.3024 +2025-05-27 00:11:06,308 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 21:52:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9100, top5_acc: 0.9925, loss_cls: 2.2724, loss: 2.2724 +2025-05-27 00:11:49,656 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 21:51:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.1529, loss: 2.1529 +2025-05-27 00:12:32,911 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 21:51:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9950, loss_cls: 2.1929, loss: 2.1929 +2025-05-27 00:13:16,190 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 21:50:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 2.2146, loss: 2.2146 +2025-05-27 00:13:59,441 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 21:49:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9950, loss_cls: 2.1801, loss: 2.1801 +2025-05-27 00:14:42,663 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 21:48:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 2.3307, loss: 2.3307 +2025-05-27 00:14:45,812 - pyskl - INFO - Saving checkpoint at 79 epochs +2025-05-27 00:16:02,855 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:16:02,922 - pyskl - INFO - +top1_acc 0.8492 +top5_acc 0.9801 +2025-05-27 00:16:02,924 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8492, top5_acc: 0.9801 +2025-05-27 00:17:06,902 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 21:48:24, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 2.0703, loss: 2.0703 +2025-05-27 00:17:50,048 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 21:47:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 2.1069, loss: 2.1069 +2025-05-27 00:18:33,245 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 21:46:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 2.1013, loss: 2.1013 +2025-05-27 00:19:16,452 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 21:46:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.2673, loss: 2.2673 +2025-05-27 00:19:59,597 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 21:45:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 2.2327, loss: 2.2327 +2025-05-27 00:20:42,761 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 21:44:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 2.1371, loss: 2.1371 +2025-05-27 00:21:25,993 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 21:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 2.1696, loss: 2.1696 +2025-05-27 00:22:09,183 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 21:43:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 2.0964, loss: 2.0964 +2025-05-27 00:22:52,423 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 21:42:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1851, loss: 2.1851 +2025-05-27 00:23:35,690 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 21:41:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1173, loss: 2.1173 +2025-05-27 00:24:18,869 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 21:40:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.1981, loss: 2.1981 +2025-05-27 00:25:01,978 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 21:40:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1945, loss: 2.1945 +2025-05-27 00:25:45,188 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 21:39:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2135, loss: 2.2135 +2025-05-27 00:26:28,346 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 21:38:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.2393, loss: 2.2393 +2025-05-27 00:27:11,511 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 21:37:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 2.1335, loss: 2.1335 +2025-05-27 00:27:54,631 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 21:37:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9962, loss_cls: 2.1152, loss: 2.1152 +2025-05-27 00:28:37,742 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 21:36:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 2.2076, loss: 2.2076 +2025-05-27 00:29:20,864 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 21:35:39, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 2.2927, loss: 2.2927 +2025-05-27 00:30:03,985 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 21:34:54, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 2.2361, loss: 2.2361 +2025-05-27 00:30:47,170 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 21:34:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.2621, loss: 2.2621 +2025-05-27 00:31:30,385 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 21:33:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.0797, loss: 2.0797 +2025-05-27 00:32:13,578 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 21:32:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.2006, loss: 2.2006 +2025-05-27 00:32:56,792 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 21:31:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 2.2466, loss: 2.2466 +2025-05-27 00:33:39,926 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 21:31:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.2222, loss: 2.2222 +2025-05-27 00:34:23,015 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 21:30:24, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1759, loss: 2.1759 +2025-05-27 00:34:26,052 - pyskl - INFO - Saving checkpoint at 80 epochs +2025-05-27 00:42:57,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 00:42:57,391 - pyskl - INFO - +top1_acc 0.8516 +top5_acc 0.9777 +2025-05-27 00:42:57,393 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8516, top5_acc: 0.9777 +2025-05-27 00:44:02,127 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 21:29:53, time: 0.647, data_time: 0.212, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9969, loss_cls: 2.1535, loss: 2.1535 +2025-05-27 00:44:45,612 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 21:29:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 2.0835, loss: 2.0835 +2025-05-27 00:45:28,893 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 21:28:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 2.2371, loss: 2.2371 +2025-05-27 00:46:12,305 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 21:27:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 2.1788, loss: 2.1788 +2025-05-27 00:46:55,738 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 21:26:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 2.1534, loss: 2.1534 +2025-05-27 00:47:39,103 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 21:26:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 2.1647, loss: 2.1647 +2025-05-27 00:48:22,482 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 21:25:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 2.1492, loss: 2.1492 +2025-05-27 00:49:05,869 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 21:24:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.1618, loss: 2.1618 +2025-05-27 00:49:49,272 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 21:23:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9981, loss_cls: 2.2026, loss: 2.2026 +2025-05-27 00:50:32,713 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 21:23:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 2.1852, loss: 2.1852 +2025-05-27 00:51:16,129 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 21:22:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 2.1283, loss: 2.1283 +2025-05-27 00:51:59,295 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 21:21:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9925, loss_cls: 2.1713, loss: 2.1713 +2025-05-27 00:52:42,568 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 21:20:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.0851, loss: 2.0851 +2025-05-27 00:53:25,789 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 21:20:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 2.1345, loss: 2.1345 +2025-05-27 00:54:09,022 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 21:19:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.1203, loss: 2.1203 +2025-05-27 00:54:52,287 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 21:18:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0829, loss: 2.0829 +2025-05-27 00:55:35,612 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 21:17:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 2.2446, loss: 2.2446 +2025-05-27 00:56:19,074 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 21:17:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 2.2162, loss: 2.2162 +2025-05-27 00:57:02,470 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 21:16:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 2.1364, loss: 2.1364 +2025-05-27 00:57:45,722 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 21:15:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 2.1823, loss: 2.1823 +2025-05-27 00:58:29,026 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 21:14:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 2.2316, loss: 2.2316 +2025-05-27 00:59:12,283 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 21:14:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 2.2645, loss: 2.2645 +2025-05-27 00:59:55,518 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 21:13:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 2.1075, loss: 2.1075 +2025-05-27 01:00:38,791 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 21:12:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.2293, loss: 2.2293 +2025-05-27 01:01:22,004 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 21:11:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 2.1691, loss: 2.1691 +2025-05-27 01:01:25,103 - pyskl - INFO - Saving checkpoint at 81 epochs +2025-05-27 01:02:42,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:02:42,167 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9804 +2025-05-27 01:02:42,170 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8500, top5_acc: 0.9804 +2025-05-27 01:03:46,734 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 21:11:25, time: 0.646, data_time: 0.210, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0546, loss: 2.0546 +2025-05-27 01:04:30,175 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 21:10:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.1141, loss: 2.1141 +2025-05-27 01:05:13,267 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 21:09:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0912, loss: 2.0912 +2025-05-27 01:05:56,554 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 21:09:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 2.0149, loss: 2.0149 +2025-05-27 01:06:39,609 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 21:08:25, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 2.0885, loss: 2.0885 +2025-05-27 01:07:22,797 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 21:07:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 2.1794, loss: 2.1794 +2025-05-27 01:08:06,010 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 21:06:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.1006, loss: 2.1006 +2025-05-27 01:08:49,382 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 21:06:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9875, loss_cls: 2.1680, loss: 2.1680 +2025-05-27 01:09:32,806 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 21:05:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 2.0699, loss: 2.0699 +2025-05-27 01:10:16,246 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 21:04:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 2.0832, loss: 2.0832 +2025-05-27 01:10:59,771 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 21:03:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9888, loss_cls: 2.1673, loss: 2.1673 +2025-05-27 01:11:43,172 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 21:03:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2365, loss: 2.2365 +2025-05-27 01:12:26,400 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 21:02:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 2.1605, loss: 2.1605 +2025-05-27 01:13:09,665 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 21:01:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 2.2231, loss: 2.2231 +2025-05-27 01:13:52,934 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 21:00:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 2.1395, loss: 2.1395 +2025-05-27 01:14:36,211 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 21:00:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 2.1810, loss: 2.1810 +2025-05-27 01:15:19,454 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 20:59:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 2.1983, loss: 2.1983 +2025-05-27 01:16:02,778 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 20:58:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9912, loss_cls: 2.0737, loss: 2.0737 +2025-05-27 01:16:46,074 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 20:57:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.1009, loss: 2.1009 +2025-05-27 01:17:29,404 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 20:57:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.2330, loss: 2.2330 +2025-05-27 01:18:12,616 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 20:56:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 2.1918, loss: 2.1918 +2025-05-27 01:18:55,693 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 20:55:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9144, top5_acc: 0.9938, loss_cls: 2.1090, loss: 2.1090 +2025-05-27 01:19:38,986 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 20:54:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 2.2775, loss: 2.2775 +2025-05-27 01:20:22,272 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 20:54:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.1187, loss: 2.1187 +2025-05-27 01:21:05,436 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 20:53:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.1233, loss: 2.1233 +2025-05-27 01:21:08,510 - pyskl - INFO - Saving checkpoint at 82 epochs +2025-05-27 01:22:25,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:22:25,861 - pyskl - INFO - +top1_acc 0.8638 +top5_acc 0.9819 +2025-05-27 01:22:25,863 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8638, top5_acc: 0.9819 +2025-05-27 01:23:30,047 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 20:52:56, time: 0.642, data_time: 0.210, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 2.1630, loss: 2.1630 +2025-05-27 01:24:13,372 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 20:52:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0493, loss: 2.0493 +2025-05-27 01:24:56,657 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 20:51:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0543, loss: 2.0543 +2025-05-27 01:25:40,057 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 20:50:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 2.1042, loss: 2.1042 +2025-05-27 01:26:23,377 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 20:49:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 2.0988, loss: 2.0988 +2025-05-27 01:27:06,666 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 20:49:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.1302, loss: 2.1302 +2025-05-27 01:27:49,963 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 20:48:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9938, loss_cls: 1.9686, loss: 1.9686 +2025-05-27 01:28:33,218 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 20:47:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 2.0944, loss: 2.0944 +2025-05-27 01:29:16,569 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 20:46:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 2.0558, loss: 2.0558 +2025-05-27 01:29:59,943 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 20:46:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9969, loss_cls: 2.0608, loss: 2.0608 +2025-05-27 01:30:43,286 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 20:45:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 2.2026, loss: 2.2026 +2025-05-27 01:31:26,638 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 20:44:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 2.1461, loss: 2.1461 +2025-05-27 01:32:09,952 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 20:43:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 2.2642, loss: 2.2642 +2025-05-27 01:32:53,339 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 20:43:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 2.2501, loss: 2.2501 +2025-05-27 01:33:36,740 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 20:42:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 2.1039, loss: 2.1039 +2025-05-27 01:34:20,066 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 20:41:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.2060, loss: 2.2060 +2025-05-27 01:35:03,350 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 20:40:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0657, loss: 2.0657 +2025-05-27 01:35:46,643 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 20:40:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 2.0617, loss: 2.0617 +2025-05-27 01:36:29,971 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 20:39:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9881, loss_cls: 2.1918, loss: 2.1918 +2025-05-27 01:37:13,359 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 20:38:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 2.0715, loss: 2.0715 +2025-05-27 01:37:56,713 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 20:38:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 2.1155, loss: 2.1155 +2025-05-27 01:38:39,998 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 20:37:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 2.0948, loss: 2.0948 +2025-05-27 01:39:23,401 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 20:36:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 2.1938, loss: 2.1938 +2025-05-27 01:40:06,651 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 20:35:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 2.2472, loss: 2.2472 +2025-05-27 01:40:49,802 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 20:35:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9081, top5_acc: 0.9925, loss_cls: 2.2519, loss: 2.2519 +2025-05-27 01:40:52,885 - pyskl - INFO - Saving checkpoint at 83 epochs +2025-05-27 01:42:10,220 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 01:42:10,288 - pyskl - INFO - +top1_acc 0.8533 +top5_acc 0.9799 +2025-05-27 01:42:10,291 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8533, top5_acc: 0.9799 +2025-05-27 01:43:14,869 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 20:34:28, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 2.0916, loss: 2.0916 +2025-05-27 01:43:58,294 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 20:33:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 2.1211, loss: 2.1211 +2025-05-27 01:44:41,586 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 20:32:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 2.0340, loss: 2.0340 +2025-05-27 01:45:24,846 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 20:32:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 2.0361, loss: 2.0361 +2025-05-27 01:46:08,050 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 20:31:29, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.1440, loss: 2.1440 +2025-05-27 01:46:51,325 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 20:30:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 2.1218, loss: 2.1218 +2025-05-27 01:47:34,577 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 20:30:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 2.0749, loss: 2.0749 +2025-05-27 01:48:17,817 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 20:29:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9906, loss_cls: 2.0764, loss: 2.0764 +2025-05-27 01:49:01,263 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 20:28:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 2.1639, loss: 2.1639 +2025-05-27 01:49:44,733 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 20:27:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1799, loss: 2.1799 +2025-05-27 01:50:28,386 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 20:27:01, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 2.1554, loss: 2.1554 +2025-05-27 01:51:11,741 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 20:26:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9975, loss_cls: 2.1084, loss: 2.1084 +2025-05-27 01:51:55,138 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 20:25:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 2.1259, loss: 2.1259 +2025-05-27 01:52:38,461 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 20:24:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.0888, loss: 2.0888 +2025-05-27 01:53:21,711 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 20:24:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 2.2110, loss: 2.2110 +2025-05-27 01:54:04,884 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 20:23:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 2.1903, loss: 2.1903 +2025-05-27 01:54:47,918 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 20:22:32, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 2.1462, loss: 2.1462 +2025-05-27 01:55:31,014 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 20:21:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 2.1130, loss: 2.1130 +2025-05-27 01:56:14,249 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 20:21:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 2.2339, loss: 2.2339 +2025-05-27 01:56:57,388 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 20:20:17, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 2.1044, loss: 2.1044 +2025-05-27 01:57:40,494 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 20:19:32, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 2.1125, loss: 2.1125 +2025-05-27 01:58:23,842 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 20:18:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 2.1428, loss: 2.1428 +2025-05-27 01:59:07,139 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 20:18:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.2408, loss: 2.2408 +2025-05-27 01:59:50,370 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 20:17:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 2.1430, loss: 2.1430 +2025-05-27 02:00:33,609 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 20:16:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.0793, loss: 2.0793 +2025-05-27 02:00:36,686 - pyskl - INFO - Saving checkpoint at 84 epochs +2025-05-27 02:01:53,725 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:01:53,792 - pyskl - INFO - +top1_acc 0.8657 +top5_acc 0.9824 +2025-05-27 02:01:53,794 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8657, top5_acc: 0.9824 +2025-05-27 02:02:57,817 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 20:16:00, time: 0.640, data_time: 0.207, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0986, loss: 2.0986 +2025-05-27 02:03:41,142 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 20:15:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 2.0490, loss: 2.0490 +2025-05-27 02:04:24,403 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 20:14:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 2.0788, loss: 2.0788 +2025-05-27 02:05:07,695 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 20:13:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.0807, loss: 2.0807 +2025-05-27 02:05:50,942 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 20:13:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 2.0951, loss: 2.0951 +2025-05-27 02:06:34,222 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 20:12:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 2.0537, loss: 2.0537 +2025-05-27 02:07:17,432 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 20:11:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9994, loss_cls: 2.0643, loss: 2.0643 +2025-05-27 02:08:00,748 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 20:10:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 2.0431, loss: 2.0431 +2025-05-27 02:08:44,083 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 20:10:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 2.0326, loss: 2.0326 +2025-05-27 02:09:27,398 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 20:09:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.1180, loss: 2.1180 +2025-05-27 02:10:10,753 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 20:08:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 2.1106, loss: 2.1106 +2025-05-27 02:10:54,164 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 20:07:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 2.1097, loss: 2.1097 +2025-05-27 02:11:37,513 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 20:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 2.0641, loss: 2.0641 +2025-05-27 02:12:20,762 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 20:06:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 2.1503, loss: 2.1503 +2025-05-27 02:13:04,000 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 20:05:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.0870, loss: 2.0870 +2025-05-27 02:13:47,273 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 20:04:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 2.0895, loss: 2.0895 +2025-05-27 02:14:30,499 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 20:04:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 2.1723, loss: 2.1723 +2025-05-27 02:15:13,778 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 20:03:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 2.0802, loss: 2.0802 +2025-05-27 02:15:57,037 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 20:02:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 2.0656, loss: 2.0656 +2025-05-27 02:16:40,402 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 20:01:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 2.1113, loss: 2.1113 +2025-05-27 02:17:23,773 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 20:01:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.1493, loss: 2.1493 +2025-05-27 02:18:07,134 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 20:00:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9956, loss_cls: 2.0814, loss: 2.0814 +2025-05-27 02:18:50,417 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 19:59:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 2.1155, loss: 2.1155 +2025-05-27 02:19:33,890 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 19:58:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.1007, loss: 2.1007 +2025-05-27 02:20:17,288 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 19:58:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 2.1189, loss: 2.1189 +2025-05-27 02:20:20,412 - pyskl - INFO - Saving checkpoint at 85 epochs +2025-05-27 02:29:04,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:29:04,799 - pyskl - INFO - +top1_acc 0.8741 +top5_acc 0.9842 +2025-05-27 02:29:04,851 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_74.pth was removed +2025-05-27 02:29:05,838 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2025-05-27 02:29:05,839 - pyskl - INFO - Best top1_acc is 0.8741 at 85 epoch. +2025-05-27 02:29:05,841 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8741, top5_acc: 0.9842 +2025-05-27 02:30:10,084 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 19:57:32, time: 0.642, data_time: 0.206, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9184, loss: 1.9184 +2025-05-27 02:30:53,679 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 19:56:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9623, loss: 1.9623 +2025-05-27 02:31:37,333 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 19:56:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 2.0402, loss: 2.0402 +2025-05-27 02:32:20,730 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 19:55:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0563, loss: 2.0563 +2025-05-27 02:33:04,118 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 19:54:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.0543, loss: 2.0543 +2025-05-27 02:33:47,497 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 19:53:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0944, loss: 2.0944 +2025-05-27 02:34:30,855 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 19:53:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9969, loss_cls: 2.1708, loss: 2.1708 +2025-05-27 02:35:14,259 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 19:52:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9912, loss_cls: 2.0405, loss: 2.0405 +2025-05-27 02:35:57,840 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 19:51:34, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0836, loss: 2.0836 +2025-05-27 02:36:41,417 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 19:50:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 2.0346, loss: 2.0346 +2025-05-27 02:37:24,852 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 19:50:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 2.0610, loss: 2.0610 +2025-05-27 02:38:08,332 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 19:49:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.0881, loss: 2.0881 +2025-05-27 02:38:52,035 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 19:48:36, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9981, loss_cls: 2.0982, loss: 2.0982 +2025-05-27 02:39:35,419 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 19:47:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0341, loss: 2.0341 +2025-05-27 02:40:18,773 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 19:47:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.0430, loss: 2.0430 +2025-05-27 02:41:02,125 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 19:46:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 2.0150, loss: 2.0150 +2025-05-27 02:41:45,579 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 19:45:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 2.1225, loss: 2.1225 +2025-05-27 02:42:29,068 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 19:44:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 2.1465, loss: 2.1465 +2025-05-27 02:43:12,407 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 19:44:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 2.2164, loss: 2.2164 +2025-05-27 02:43:55,711 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 19:43:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.9913, loss: 1.9913 +2025-05-27 02:44:39,033 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 19:42:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0357, loss: 2.0357 +2025-05-27 02:45:22,394 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 19:41:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.1026, loss: 2.1026 +2025-05-27 02:46:05,797 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 19:41:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 2.0593, loss: 2.0593 +2025-05-27 02:46:49,140 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 19:40:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 2.1904, loss: 2.1904 +2025-05-27 02:47:32,523 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 19:39:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 2.0880, loss: 2.0880 +2025-05-27 02:47:35,646 - pyskl - INFO - Saving checkpoint at 86 epochs +2025-05-27 02:48:52,816 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 02:48:52,890 - pyskl - INFO - +top1_acc 0.8609 +top5_acc 0.9799 +2025-05-27 02:48:52,893 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8609, top5_acc: 0.9799 +2025-05-27 02:49:58,439 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 19:39:07, time: 0.655, data_time: 0.221, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.9034, loss: 1.9034 +2025-05-27 02:50:41,862 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 19:38:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 1.9915, loss: 1.9915 +2025-05-27 02:51:25,313 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 19:37:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.9837, loss: 1.9837 +2025-05-27 02:52:08,717 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 19:36:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 1.9756, loss: 1.9756 +2025-05-27 02:52:52,055 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 19:36:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 1.9728, loss: 1.9728 +2025-05-27 02:53:35,397 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 19:35:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9958, loss: 1.9958 +2025-05-27 02:54:18,673 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 19:34:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 2.0092, loss: 2.0092 +2025-05-27 02:55:01,974 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 19:33:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 2.0706, loss: 2.0706 +2025-05-27 02:55:45,333 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 19:33:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 2.0605, loss: 2.0605 +2025-05-27 02:56:28,695 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 19:32:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.0726, loss: 2.0726 +2025-05-27 02:57:12,060 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 19:31:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 2.1010, loss: 2.1010 +2025-05-27 02:57:55,415 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 19:30:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.0634, loss: 2.0634 +2025-05-27 02:58:38,986 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 19:30:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.1366, loss: 2.1366 +2025-05-27 02:59:22,362 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 19:29:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 2.0216, loss: 2.0216 +2025-05-27 03:00:05,713 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 19:28:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9969, loss_cls: 2.0604, loss: 2.0604 +2025-05-27 03:00:49,038 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 19:27:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 2.1094, loss: 2.1094 +2025-05-27 03:01:32,298 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 19:27:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 2.0579, loss: 2.0579 +2025-05-27 03:02:15,503 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 19:26:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 2.0553, loss: 2.0553 +2025-05-27 03:02:58,753 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 19:25:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 2.0789, loss: 2.0789 +2025-05-27 03:03:42,109 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 19:24:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 2.0420, loss: 2.0420 +2025-05-27 03:04:25,326 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 19:24:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 2.0741, loss: 2.0741 +2025-05-27 03:05:08,655 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 19:23:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 2.1335, loss: 2.1335 +2025-05-27 03:05:51,850 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 19:22:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9956, loss_cls: 2.1376, loss: 2.1376 +2025-05-27 03:06:35,153 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 19:21:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 2.1038, loss: 2.1038 +2025-05-27 03:07:18,440 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 19:21:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 2.0929, loss: 2.0929 +2025-05-27 03:07:21,537 - pyskl - INFO - Saving checkpoint at 87 epochs +2025-05-27 03:08:38,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:08:38,909 - pyskl - INFO - +top1_acc 0.8428 +top5_acc 0.9789 +2025-05-27 03:08:38,911 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8428, top5_acc: 0.9789 +2025-05-27 03:09:43,160 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 19:20:39, time: 0.642, data_time: 0.210, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 2.1240, loss: 2.1240 +2025-05-27 03:10:26,538 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 19:19:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0426, loss: 2.0426 +2025-05-27 03:11:10,058 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 19:19:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.9759, loss: 1.9759 +2025-05-27 03:11:53,463 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 19:18:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 1.9121, loss: 1.9121 +2025-05-27 03:12:36,783 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 19:17:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 2.0136, loss: 2.0136 +2025-05-27 03:13:20,036 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 19:16:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 2.0827, loss: 2.0827 +2025-05-27 03:14:03,284 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 19:16:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 2.0384, loss: 2.0384 +2025-05-27 03:14:46,642 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 19:15:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 2.0315, loss: 2.0315 +2025-05-27 03:15:30,134 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 19:14:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 2.1066, loss: 2.1066 +2025-05-27 03:16:13,357 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 19:13:57, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0255, loss: 2.0255 +2025-05-27 03:16:56,615 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 19:13:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0684, loss: 2.0684 +2025-05-27 03:17:39,825 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 19:12:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 2.1592, loss: 2.1592 +2025-05-27 03:18:23,383 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 19:11:43, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 2.0747, loss: 2.0747 +2025-05-27 03:19:06,915 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 19:10:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9919, loss_cls: 2.0350, loss: 2.0350 +2025-05-27 03:19:50,514 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 19:10:14, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0266, loss: 2.0266 +2025-05-27 03:20:33,940 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 19:09:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.1409, loss: 2.1409 +2025-05-27 03:21:17,169 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 19:08:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 2.0151, loss: 2.0151 +2025-05-27 03:22:00,550 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 19:08:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 2.0815, loss: 2.0815 +2025-05-27 03:22:43,950 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 19:07:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0642, loss: 2.0642 +2025-05-27 03:23:27,225 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 19:06:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 1.9673, loss: 1.9673 +2025-05-27 03:24:10,531 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 19:05:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 2.0584, loss: 2.0584 +2025-05-27 03:24:53,747 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 19:05:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 2.0903, loss: 2.0903 +2025-05-27 03:25:36,980 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 19:04:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 2.1982, loss: 2.1982 +2025-05-27 03:26:20,250 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 19:03:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9981, loss_cls: 2.0782, loss: 2.0782 +2025-05-27 03:27:03,482 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 19:02:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 2.0878, loss: 2.0878 +2025-05-27 03:27:06,644 - pyskl - INFO - Saving checkpoint at 88 epochs +2025-05-27 03:28:23,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:28:23,798 - pyskl - INFO - +top1_acc 0.8744 +top5_acc 0.9819 +2025-05-27 03:28:23,851 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_85.pth was removed +2025-05-27 03:28:24,860 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2025-05-27 03:28:24,861 - pyskl - INFO - Best top1_acc is 0.8744 at 88 epoch. +2025-05-27 03:28:24,863 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8744, top5_acc: 0.9819 +2025-05-27 03:29:29,098 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 19:02:12, time: 0.642, data_time: 0.207, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.8850, loss: 1.8850 +2025-05-27 03:30:12,633 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 19:01:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 2.0208, loss: 2.0208 +2025-05-27 03:30:56,046 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 19:00:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 1.9742, loss: 1.9742 +2025-05-27 03:31:39,391 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 18:59:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.9628, loss: 1.9628 +2025-05-27 03:32:22,712 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 18:59:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 2.0354, loss: 2.0354 +2025-05-27 03:33:06,052 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 18:58:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 2.0993, loss: 2.0993 +2025-05-27 03:33:49,295 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 18:57:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0265, loss: 2.0265 +2025-05-27 03:34:32,590 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 18:56:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 1.9716, loss: 1.9716 +2025-05-27 03:35:15,922 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 18:56:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 2.0680, loss: 2.0680 +2025-05-27 03:35:59,325 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 18:55:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.0852, loss: 2.0852 +2025-05-27 03:36:42,549 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 18:54:45, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0474, loss: 2.0474 +2025-05-27 03:37:25,851 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 18:54:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 2.0279, loss: 2.0279 +2025-05-27 03:38:09,091 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 18:53:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 2.0444, loss: 2.0444 +2025-05-27 03:38:52,341 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 18:52:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0299, loss: 2.0299 +2025-05-27 03:39:35,614 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 18:51:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 2.0098, loss: 2.0098 +2025-05-27 03:40:18,761 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 18:51:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.9698, loss: 1.9698 +2025-05-27 03:41:02,010 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 18:50:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.0607, loss: 2.0607 +2025-05-27 03:41:45,168 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 18:49:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 2.0072, loss: 2.0072 +2025-05-27 03:42:28,313 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 18:48:47, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.9943, loss: 1.9943 +2025-05-27 03:43:11,527 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 18:48:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 2.0098, loss: 2.0098 +2025-05-27 03:43:54,815 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 18:47:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 2.0649, loss: 2.0649 +2025-05-27 03:44:38,222 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 18:46:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 2.0713, loss: 2.0713 +2025-05-27 03:45:21,573 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 18:45:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 2.0676, loss: 2.0676 +2025-05-27 03:46:04,858 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 18:45:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 2.1643, loss: 2.1643 +2025-05-27 03:46:48,212 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 18:44:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9737, loss: 1.9737 +2025-05-27 03:46:51,297 - pyskl - INFO - Saving checkpoint at 89 epochs +2025-05-27 03:48:08,591 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 03:48:08,659 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9800 +2025-05-27 03:48:08,662 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8632, top5_acc: 0.9800 +2025-05-27 03:49:13,339 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 18:43:45, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.9908, loss: 1.9908 +2025-05-27 03:49:56,653 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 18:43:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 1.9680, loss: 1.9680 +2025-05-27 03:50:39,974 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 18:42:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.9633, loss: 1.9633 +2025-05-27 03:51:23,242 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 18:41:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.9614, loss: 1.9614 +2025-05-27 03:52:06,596 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 18:40:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.9224, loss: 1.9224 +2025-05-27 03:52:49,887 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 18:40:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 2.0138, loss: 2.0138 +2025-05-27 03:53:33,161 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 18:39:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 2.0810, loss: 2.0810 +2025-05-27 03:54:16,503 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 18:38:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.9084, loss: 1.9084 +2025-05-27 03:54:59,921 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 18:37:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 2.0686, loss: 2.0686 +2025-05-27 03:55:43,318 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 18:37:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.9609, loss: 1.9609 +2025-05-27 03:56:26,677 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 18:36:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.9541, loss: 1.9541 +2025-05-27 03:57:10,015 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 18:35:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0179, loss: 2.0179 +2025-05-27 03:57:53,331 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 18:34:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 1.9715, loss: 1.9715 +2025-05-27 03:58:36,595 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 18:34:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 2.0348, loss: 2.0348 +2025-05-27 03:59:19,852 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 18:33:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 2.0113, loss: 2.0113 +2025-05-27 04:00:03,179 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 18:32:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 2.0051, loss: 2.0051 +2025-05-27 04:00:46,508 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 18:31:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9725, loss: 1.9725 +2025-05-27 04:01:29,850 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 18:31:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9981, loss_cls: 2.0048, loss: 2.0048 +2025-05-27 04:02:13,182 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 18:30:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 2.0579, loss: 2.0579 +2025-05-27 04:02:56,759 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 18:29:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 2.2355, loss: 2.2355 +2025-05-27 04:03:40,473 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 18:28:51, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9919, loss_cls: 1.9508, loss: 1.9508 +2025-05-27 04:04:23,855 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 18:28:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.9637, loss: 1.9637 +2025-05-27 04:05:07,362 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 18:27:22, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 2.0387, loss: 2.0387 +2025-05-27 04:05:50,791 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 18:26:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9906, loss_cls: 2.1009, loss: 2.1009 +2025-05-27 04:06:34,204 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 18:25:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 2.0352, loss: 2.0352 +2025-05-27 04:06:37,321 - pyskl - INFO - Saving checkpoint at 90 epochs +2025-05-27 04:15:36,004 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:15:36,072 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9819 +2025-05-27 04:15:36,124 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_88.pth was removed +2025-05-27 04:15:37,113 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2025-05-27 04:15:37,113 - pyskl - INFO - Best top1_acc is 0.8763 at 90 epoch. +2025-05-27 04:15:37,116 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8763, top5_acc: 0.9819 +2025-05-27 04:16:41,645 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 18:25:18, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 2.0443, loss: 2.0443 +2025-05-27 04:17:24,986 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 18:24:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9617, loss: 1.9617 +2025-05-27 04:18:08,326 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 18:23:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 1.9176, loss: 1.9176 +2025-05-27 04:18:51,619 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 18:23:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8658, loss: 1.8658 +2025-05-27 04:19:34,890 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 18:22:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9259, loss: 1.9259 +2025-05-27 04:20:18,193 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 18:21:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 2.0058, loss: 2.0058 +2025-05-27 04:21:01,590 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 18:20:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9367, loss: 1.9367 +2025-05-27 04:21:44,999 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 18:20:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 2.0560, loss: 2.0560 +2025-05-27 04:22:28,321 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 18:19:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.8646, loss: 1.8646 +2025-05-27 04:23:11,843 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 18:18:36, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 2.0001, loss: 2.0001 +2025-05-27 04:23:55,158 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 18:17:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9387, loss: 1.9387 +2025-05-27 04:24:38,526 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 18:17:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9294, top5_acc: 0.9906, loss_cls: 2.1281, loss: 2.1281 +2025-05-27 04:25:21,815 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 18:16:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 1.9506, loss: 1.9506 +2025-05-27 04:26:05,169 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 18:15:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9669, loss: 1.9669 +2025-05-27 04:26:48,441 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 18:14:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 2.0194, loss: 2.0194 +2025-05-27 04:27:31,630 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 18:14:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9931, loss_cls: 2.0294, loss: 2.0294 +2025-05-27 04:28:14,794 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 18:13:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 2.0875, loss: 2.0875 +2025-05-27 04:28:57,961 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 18:12:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 2.0079, loss: 2.0079 +2025-05-27 04:29:41,120 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 18:11:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 2.0270, loss: 2.0270 +2025-05-27 04:30:24,371 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 18:11:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 2.0407, loss: 2.0407 +2025-05-27 04:31:07,631 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 18:10:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 2.0361, loss: 2.0361 +2025-05-27 04:31:50,761 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 18:09:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 2.0099, loss: 2.0099 +2025-05-27 04:32:33,925 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 18:08:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 2.1555, loss: 2.1555 +2025-05-27 04:33:17,136 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 18:08:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 2.0755, loss: 2.0755 +2025-05-27 04:34:00,563 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 18:07:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 2.0998, loss: 2.0998 +2025-05-27 04:34:03,708 - pyskl - INFO - Saving checkpoint at 91 epochs +2025-05-27 04:35:21,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:35:21,132 - pyskl - INFO - +top1_acc 0.8650 +top5_acc 0.9821 +2025-05-27 04:35:21,134 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8650, top5_acc: 0.9821 +2025-05-27 04:36:25,611 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 18:06:50, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9754, loss: 1.9754 +2025-05-27 04:37:08,957 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 18:06:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9454, loss: 1.9454 +2025-05-27 04:37:52,273 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 18:05:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.9577, loss: 1.9577 +2025-05-27 04:38:35,531 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 18:04:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 1.9229, loss: 1.9229 +2025-05-27 04:39:18,822 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 18:03:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 1.8980, loss: 1.8980 +2025-05-27 04:40:02,103 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 18:03:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.9942, loss: 1.9942 +2025-05-27 04:40:45,408 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 18:02:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 2.0403, loss: 2.0403 +2025-05-27 04:41:28,888 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 18:01:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 2.0017, loss: 2.0017 +2025-05-27 04:42:12,250 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 18:00:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 2.0033, loss: 2.0033 +2025-05-27 04:42:55,653 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 18:00:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 1.9812, loss: 1.9812 +2025-05-27 04:43:39,019 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 17:59:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.9884, loss: 1.9884 +2025-05-27 04:44:22,419 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 17:58:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 1.9760, loss: 1.9760 +2025-05-27 04:45:05,833 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 17:57:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 2.0067, loss: 2.0067 +2025-05-27 04:45:49,098 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 17:57:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 2.1292, loss: 2.1292 +2025-05-27 04:46:32,317 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 17:56:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.9970, loss: 1.9970 +2025-05-27 04:47:15,605 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 17:55:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9944, loss_cls: 1.9753, loss: 1.9753 +2025-05-27 04:47:58,869 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 17:54:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 2.0141, loss: 2.0141 +2025-05-27 04:48:42,167 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 17:54:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.8711, loss: 1.8711 +2025-05-27 04:49:25,499 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 17:53:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 1.9085, loss: 1.9085 +2025-05-27 04:50:08,776 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 17:52:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 2.0770, loss: 2.0770 +2025-05-27 04:50:52,070 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 17:51:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 2.0339, loss: 2.0339 +2025-05-27 04:51:35,420 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 17:51:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9950, loss_cls: 2.0491, loss: 2.0491 +2025-05-27 04:52:18,772 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 17:50:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 2.0436, loss: 2.0436 +2025-05-27 04:53:02,066 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 17:49:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 1.8829, loss: 1.8829 +2025-05-27 04:53:45,480 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 17:48:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 1.9194, loss: 1.9194 +2025-05-27 04:53:48,579 - pyskl - INFO - Saving checkpoint at 92 epochs +2025-05-27 04:55:05,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 04:55:05,842 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9823 +2025-05-27 04:55:05,896 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_90.pth was removed +2025-05-27 04:55:06,944 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2025-05-27 04:55:06,945 - pyskl - INFO - Best top1_acc is 0.8788 at 92 epoch. +2025-05-27 04:55:06,948 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8788, top5_acc: 0.9823 +2025-05-27 04:56:11,775 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 17:48:23, time: 0.648, data_time: 0.214, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8788, loss: 1.8788 +2025-05-27 04:56:55,166 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 17:47:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9396, loss: 1.9396 +2025-05-27 04:57:38,452 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 17:46:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.9094, loss: 1.9094 +2025-05-27 04:58:21,828 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 17:46:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7836, loss: 1.7836 +2025-05-27 04:59:05,122 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 17:45:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9065, loss: 1.9065 +2025-05-27 04:59:48,428 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 17:44:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.8505, loss: 1.8505 +2025-05-27 05:00:31,745 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 17:43:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 1.9876, loss: 1.9876 +2025-05-27 05:01:15,306 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 17:43:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.9352, loss: 1.9352 +2025-05-27 05:01:58,708 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 17:42:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 1.9662, loss: 1.9662 +2025-05-27 05:02:42,347 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 17:41:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.8921, loss: 1.8921 +2025-05-27 05:03:25,819 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 17:40:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0566, loss: 2.0566 +2025-05-27 05:04:09,229 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 17:40:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.9218, loss: 1.9218 +2025-05-27 05:04:52,517 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 17:39:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9436, loss: 1.9436 +2025-05-27 05:05:35,962 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 17:38:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 2.0200, loss: 2.0200 +2025-05-27 05:06:19,306 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 17:37:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 1.9101, loss: 1.9101 +2025-05-27 05:07:02,647 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 17:37:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 2.0359, loss: 2.0359 +2025-05-27 05:07:45,970 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 17:36:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 2.0008, loss: 2.0008 +2025-05-27 05:08:29,312 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 17:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 1.9707, loss: 1.9707 +2025-05-27 05:09:12,630 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 17:35:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 1.9855, loss: 1.9855 +2025-05-27 05:09:55,986 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 17:34:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.9539, loss: 1.9539 +2025-05-27 05:10:39,280 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 17:33:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9090, loss: 1.9090 +2025-05-27 05:11:22,623 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 17:32:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 2.1162, loss: 2.1162 +2025-05-27 05:12:05,967 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 17:32:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 2.0514, loss: 2.0514 +2025-05-27 05:12:49,511 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 17:31:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9447, loss: 1.9447 +2025-05-27 05:13:32,884 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 17:30:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 1.9991, loss: 1.9991 +2025-05-27 05:13:35,999 - pyskl - INFO - Saving checkpoint at 93 epochs +2025-05-27 05:14:53,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:14:53,232 - pyskl - INFO - +top1_acc 0.8709 +top5_acc 0.9819 +2025-05-27 05:14:53,234 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8709, top5_acc: 0.9819 +2025-05-27 05:15:57,592 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 17:29:57, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8697, loss: 1.8697 +2025-05-27 05:16:40,779 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 17:29:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.9457, loss: 1.9457 +2025-05-27 05:17:24,069 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 17:28:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.8972, loss: 1.8972 +2025-05-27 05:18:07,260 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 17:27:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.9540, loss: 1.9540 +2025-05-27 05:18:50,553 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 17:26:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 1.8749, loss: 1.8749 +2025-05-27 05:19:33,806 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 17:26:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9994, loss_cls: 1.8605, loss: 1.8605 +2025-05-27 05:20:17,065 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 17:25:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 2.0099, loss: 2.0099 +2025-05-27 05:21:00,329 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 17:24:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.8465, loss: 1.8465 +2025-05-27 05:21:43,678 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 17:24:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.9316, loss: 1.9316 +2025-05-27 05:22:26,890 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 17:23:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.9472, loss: 1.9472 +2025-05-27 05:23:10,152 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 17:22:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9349, loss: 1.9349 +2025-05-27 05:23:53,287 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 17:21:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9457, loss: 1.9457 +2025-05-27 05:24:36,473 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 17:21:01, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 1.9574, loss: 1.9574 +2025-05-27 05:25:19,941 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 17:20:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 2.0262, loss: 2.0262 +2025-05-27 05:26:03,632 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 17:19:32, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.9148, loss: 1.9148 +2025-05-27 05:26:47,231 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 17:18:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 2.0166, loss: 2.0166 +2025-05-27 05:27:30,763 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 17:18:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.8735, loss: 1.8735 +2025-05-27 05:28:14,316 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 17:17:19, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9758, loss: 1.9758 +2025-05-27 05:28:57,817 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 17:16:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9356, top5_acc: 0.9981, loss_cls: 1.9603, loss: 1.9603 +2025-05-27 05:29:41,377 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 17:15:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 1.9698, loss: 1.9698 +2025-05-27 05:30:24,978 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 17:15:05, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 1.9125, loss: 1.9125 +2025-05-27 05:31:08,464 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 17:14:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.8168, loss: 1.8168 +2025-05-27 05:31:51,797 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 17:13:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8754, loss: 1.8754 +2025-05-27 05:32:35,147 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 17:12:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 1.9537, loss: 1.9537 +2025-05-27 05:33:18,310 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 17:12:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9919, loss_cls: 2.0077, loss: 2.0077 +2025-05-27 05:33:21,408 - pyskl - INFO - Saving checkpoint at 94 epochs +2025-05-27 05:34:38,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 05:34:38,614 - pyskl - INFO - +top1_acc 0.8752 +top5_acc 0.9827 +2025-05-27 05:34:38,616 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8752, top5_acc: 0.9827 +2025-05-27 05:35:42,535 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 17:11:30, time: 0.639, data_time: 0.208, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9988, loss_cls: 1.8900, loss: 1.8900 +2025-05-27 05:36:25,781 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 17:10:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 1.8935, loss: 1.8935 +2025-05-27 05:37:09,124 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 17:10:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 05:37:52,354 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 17:09:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 1.8211, loss: 1.8211 +2025-05-27 05:38:35,730 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 17:08:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.9701, loss: 1.9701 +2025-05-27 05:39:18,976 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 17:07:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 2.0003, loss: 2.0003 +2025-05-27 05:40:02,311 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 17:07:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 1.8464, loss: 1.8464 +2025-05-27 05:40:45,910 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 17:06:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.9337, loss: 1.9337 +2025-05-27 05:41:29,390 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 17:05:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.9059, loss: 1.9059 +2025-05-27 05:42:12,753 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 17:04:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 1.8943, loss: 1.8943 +2025-05-27 05:42:56,041 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 17:04:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 1.8278, loss: 1.8278 +2025-05-27 05:43:39,426 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 17:03:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 1.9885, loss: 1.9885 +2025-05-27 05:44:22,762 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 17:02:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 1.8755, loss: 1.8755 +2025-05-27 05:45:06,156 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 17:01:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.8771, loss: 1.8771 +2025-05-27 05:45:49,441 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 17:01:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.9678, loss: 1.9678 +2025-05-27 05:46:32,730 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 17:00:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8376, loss: 1.8376 +2025-05-27 05:47:16,080 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 16:59:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.9111, loss: 1.9111 +2025-05-27 05:47:59,429 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 16:58:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 2.0414, loss: 2.0414 +2025-05-27 05:48:42,911 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 16:58:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.9395, loss: 1.9395 +2025-05-27 05:49:26,368 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 16:57:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 1.9918, loss: 1.9918 +2025-05-27 05:50:09,686 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 16:56:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 1.9478, loss: 1.9478 +2025-05-27 05:50:53,071 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 16:55:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 1.9150, loss: 1.9150 +2025-05-27 05:51:36,504 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 16:55:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 1.9314, loss: 1.9314 +2025-05-27 05:52:19,923 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 16:54:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 2.0332, loss: 2.0332 +2025-05-27 05:53:03,344 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 16:53:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 1.9488, loss: 1.9488 +2025-05-27 05:53:06,441 - pyskl - INFO - Saving checkpoint at 95 epochs +2025-05-27 06:01:43,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:01:44,020 - pyskl - INFO - +top1_acc 0.8648 +top5_acc 0.9786 +2025-05-27 06:01:44,022 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8648, top5_acc: 0.9786 +2025-05-27 06:02:48,784 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 16:53:04, time: 0.648, data_time: 0.213, memory: 13127, top1_acc: 0.9513, top5_acc: 1.0000, loss_cls: 1.9342, loss: 1.9342 +2025-05-27 06:03:32,200 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 16:52:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.9611, loss: 1.9611 +2025-05-27 06:04:15,579 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 16:51:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9938, loss_cls: 1.9082, loss: 1.9082 +2025-05-27 06:04:58,891 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 16:50:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.9391, loss: 1.9391 +2025-05-27 06:05:42,250 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 16:50:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.8357, loss: 1.8357 +2025-05-27 06:06:25,573 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 16:49:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 1.8814, loss: 1.8814 +2025-05-27 06:07:08,901 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 16:48:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8854, loss: 1.8854 +2025-05-27 06:07:52,280 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 16:47:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8893, loss: 1.8893 +2025-05-27 06:08:35,606 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 16:47:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8710, loss: 1.8710 +2025-05-27 06:09:19,094 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 16:46:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.8513, loss: 1.8513 +2025-05-27 06:10:02,314 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 16:45:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.9284, loss: 1.9284 +2025-05-27 06:10:45,588 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 16:44:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.9038, loss: 1.9038 +2025-05-27 06:11:28,711 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 16:44:09, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 1.9243, loss: 1.9243 +2025-05-27 06:12:11,890 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 16:43:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 1.9430, loss: 1.9430 +2025-05-27 06:12:55,075 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 16:42:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8792, loss: 1.8792 +2025-05-27 06:13:38,444 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 16:41:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9130, loss: 1.9130 +2025-05-27 06:14:21,499 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 16:41:10, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 2.0721, loss: 2.0721 +2025-05-27 06:15:04,686 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 16:40:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.9168, loss: 1.9168 +2025-05-27 06:15:47,878 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 16:39:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7728, loss: 1.7728 +2025-05-27 06:16:31,015 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 16:38:56, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8454, loss: 1.8454 +2025-05-27 06:17:14,180 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 16:38:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.8913, loss: 1.8913 +2025-05-27 06:17:57,299 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 16:37:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.9290, loss: 1.9290 +2025-05-27 06:18:40,545 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 16:36:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.9272, loss: 1.9272 +2025-05-27 06:19:23,887 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 16:35:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9644, loss: 1.9644 +2025-05-27 06:20:07,129 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 16:35:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.8685, loss: 1.8685 +2025-05-27 06:20:10,260 - pyskl - INFO - Saving checkpoint at 96 epochs +2025-05-27 06:21:27,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:21:27,740 - pyskl - INFO - +top1_acc 0.8773 +top5_acc 0.9818 +2025-05-27 06:21:27,742 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8773, top5_acc: 0.9818 +2025-05-27 06:22:32,337 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 16:34:36, time: 0.646, data_time: 0.212, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7963, loss: 1.7963 +2025-05-27 06:23:15,786 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 16:33:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.8437, loss: 1.8437 +2025-05-27 06:23:59,123 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 16:33:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.8707, loss: 1.8707 +2025-05-27 06:24:42,469 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 16:32:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.8294, loss: 1.8294 +2025-05-27 06:25:25,879 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 16:31:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8336, loss: 1.8336 +2025-05-27 06:26:09,274 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 16:30:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9944, loss_cls: 1.8185, loss: 1.8185 +2025-05-27 06:26:52,625 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 16:30:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.9309, loss: 1.9309 +2025-05-27 06:27:35,990 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 16:29:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.8777, loss: 1.8777 +2025-05-27 06:28:19,414 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 16:28:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8474, loss: 1.8474 +2025-05-27 06:29:02,805 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 16:27:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9290, loss: 1.9290 +2025-05-27 06:29:46,094 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 16:27:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.8571, loss: 1.8571 +2025-05-27 06:30:29,376 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 16:26:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.8137, loss: 1.8137 +2025-05-27 06:31:12,804 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 16:25:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 1.8973, loss: 1.8973 +2025-05-27 06:31:56,185 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 16:24:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 1.9900, loss: 1.9900 +2025-05-27 06:32:39,375 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 16:24:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.9878, loss: 1.9878 +2025-05-27 06:33:22,606 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 16:23:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 1.9290, loss: 1.9290 +2025-05-27 06:34:05,743 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 16:22:43, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.8191, loss: 1.8191 +2025-05-27 06:34:48,975 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 16:21:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 1.8706, loss: 1.8706 +2025-05-27 06:35:32,266 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 16:21:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9938, loss_cls: 1.9254, loss: 1.9254 +2025-05-27 06:36:15,533 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 16:20:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 1.9211, loss: 1.9211 +2025-05-27 06:36:58,838 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 16:19:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 1.9369, loss: 1.9369 +2025-05-27 06:37:42,154 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 16:19:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.9185, loss: 1.9185 +2025-05-27 06:38:25,563 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 16:18:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 1.8974, loss: 1.8974 +2025-05-27 06:39:08,909 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 16:17:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9912, loss_cls: 1.8960, loss: 1.8960 +2025-05-27 06:39:52,563 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 16:16:47, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7856, loss: 1.7856 +2025-05-27 06:39:55,695 - pyskl - INFO - Saving checkpoint at 97 epochs +2025-05-27 06:41:12,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 06:41:12,948 - pyskl - INFO - +top1_acc 0.8816 +top5_acc 0.9839 +2025-05-27 06:41:13,000 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_92.pth was removed +2025-05-27 06:41:13,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2025-05-27 06:41:13,995 - pyskl - INFO - Best top1_acc is 0.8816 at 97 epoch. +2025-05-27 06:41:13,997 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8816, top5_acc: 0.9839 +2025-05-27 06:42:18,093 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 16:16:10, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.7832, loss: 1.7832 +2025-05-27 06:43:01,435 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 16:15:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 1.7988, loss: 1.7988 +2025-05-27 06:43:44,715 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 16:14:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 1.9726, loss: 1.9726 +2025-05-27 06:44:28,019 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 16:13:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.8369, loss: 1.8369 +2025-05-27 06:45:11,342 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 16:13:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8130, loss: 1.8130 +2025-05-27 06:45:54,720 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 16:12:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9450, top5_acc: 0.9994, loss_cls: 1.8122, loss: 1.8122 +2025-05-27 06:46:38,133 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 16:11:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.8922, loss: 1.8922 +2025-05-27 06:47:21,656 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 16:10:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7555, loss: 1.7555 +2025-05-27 06:48:05,123 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 16:10:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9981, loss_cls: 1.9015, loss: 1.9015 +2025-05-27 06:48:48,622 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 16:09:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7655, loss: 1.7655 +2025-05-27 06:49:31,964 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 16:08:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9956, loss_cls: 1.7935, loss: 1.7935 +2025-05-27 06:50:15,161 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 16:08:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.8074, loss: 1.8074 +2025-05-27 06:50:58,475 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 16:07:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.8587, loss: 1.8587 +2025-05-27 06:51:41,802 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 16:06:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.8601, loss: 1.8601 +2025-05-27 06:52:25,063 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 16:05:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.8089, loss: 1.8089 +2025-05-27 06:53:08,388 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 16:05:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 1.7910, loss: 1.7910 +2025-05-27 06:53:51,728 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 16:04:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.7474, loss: 1.7474 +2025-05-27 06:54:35,046 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 16:03:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.8902, loss: 1.8902 +2025-05-27 06:55:18,342 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 16:02:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7860, loss: 1.7860 +2025-05-27 06:56:01,553 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 16:02:03, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 1.0000, loss_cls: 1.8492, loss: 1.8492 +2025-05-27 06:56:44,921 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 16:01:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 1.8724, loss: 1.8724 +2025-05-27 06:57:28,276 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 16:00:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 1.8751, loss: 1.8751 +2025-05-27 06:58:11,661 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 15:59:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 2.0091, loss: 2.0091 +2025-05-27 06:58:55,197 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 15:59:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8477, loss: 1.8477 +2025-05-27 06:59:38,626 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 15:58:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 1.8940, loss: 1.8940 +2025-05-27 06:59:41,775 - pyskl - INFO - Saving checkpoint at 98 epochs +2025-05-27 07:00:58,852 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:00:58,920 - pyskl - INFO - +top1_acc 0.8842 +top5_acc 0.9840 +2025-05-27 07:00:58,976 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_97.pth was removed +2025-05-27 07:01:00,019 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2025-05-27 07:01:00,020 - pyskl - INFO - Best top1_acc is 0.8842 at 98 epoch. +2025-05-27 07:01:00,022 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8842, top5_acc: 0.9840 +2025-05-27 07:02:04,311 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 15:57:43, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.7745, loss: 1.7745 +2025-05-27 07:02:47,603 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 15:56:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8466, loss: 1.8466 +2025-05-27 07:03:30,912 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 15:56:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.7664, loss: 1.7664 +2025-05-27 07:04:14,260 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 15:55:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7649, loss: 1.7649 +2025-05-27 07:04:57,663 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 15:54:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.8020, loss: 1.8020 +2025-05-27 07:05:41,056 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 15:54:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8310, loss: 1.8310 +2025-05-27 07:06:24,423 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 15:53:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 1.8212, loss: 1.8212 +2025-05-27 07:07:07,941 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 15:52:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 1.9145, loss: 1.9145 +2025-05-27 07:07:51,353 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 15:51:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.8311, loss: 1.8311 +2025-05-27 07:08:34,713 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 15:51:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.8649, loss: 1.8649 +2025-05-27 07:09:18,004 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 15:50:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8509, loss: 1.8509 +2025-05-27 07:10:01,230 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 15:49:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7883, loss: 1.7883 +2025-05-27 07:10:44,561 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 15:48:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8666, loss: 1.8666 +2025-05-27 07:11:27,867 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 15:48:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 1.9183, loss: 1.9183 +2025-05-27 07:12:11,143 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 15:47:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.8115, loss: 1.8115 +2025-05-27 07:12:54,464 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 15:46:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.9036, loss: 1.9036 +2025-05-27 07:13:37,748 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 15:45:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.8997, loss: 1.8997 +2025-05-27 07:14:21,103 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 15:45:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.7874, loss: 1.7874 +2025-05-27 07:15:04,413 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 15:44:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.8398, loss: 1.8398 +2025-05-27 07:15:47,598 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 15:43:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.9235, loss: 1.9235 +2025-05-27 07:16:30,858 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 15:42:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 1.8245, loss: 1.8245 +2025-05-27 07:17:14,191 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 15:42:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 1.8765, loss: 1.8765 +2025-05-27 07:17:57,636 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 15:41:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8538, loss: 1.8538 +2025-05-27 07:18:40,878 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 15:40:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 1.9104, loss: 1.9104 +2025-05-27 07:19:24,139 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 15:39:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 1.9019, loss: 1.9019 +2025-05-27 07:19:27,210 - pyskl - INFO - Saving checkpoint at 99 epochs +2025-05-27 07:20:44,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:20:44,728 - pyskl - INFO - +top1_acc 0.8843 +top5_acc 0.9839 +2025-05-27 07:20:44,784 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_98.pth was removed +2025-05-27 07:20:45,812 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2025-05-27 07:20:45,814 - pyskl - INFO - Best top1_acc is 0.8843 at 99 epoch. +2025-05-27 07:20:45,816 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8843, top5_acc: 0.9839 +2025-05-27 07:21:49,970 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 15:39:16, time: 0.641, data_time: 0.210, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.7546, loss: 1.7546 +2025-05-27 07:22:33,160 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 15:38:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7978, loss: 1.7978 +2025-05-27 07:23:16,383 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 15:37:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7982, loss: 1.7982 +2025-05-27 07:23:59,486 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 15:37:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.8210, loss: 1.8210 +2025-05-27 07:24:42,657 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 15:36:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.8640, loss: 1.8640 +2025-05-27 07:25:25,895 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 15:35:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 1.8450, loss: 1.8450 +2025-05-27 07:26:09,281 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 15:34:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.7748, loss: 1.7748 +2025-05-27 07:26:52,704 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 15:34:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 1.8757, loss: 1.8757 +2025-05-27 07:27:35,899 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 15:33:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7714, loss: 1.7714 +2025-05-27 07:28:19,040 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 15:32:35, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 1.8330, loss: 1.8330 +2025-05-27 07:29:02,239 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 15:31:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.8119, loss: 1.8119 +2025-05-27 07:29:45,406 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 15:31:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.9114, loss: 1.9114 +2025-05-27 07:30:28,641 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 15:30:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.8743, loss: 1.8743 +2025-05-27 07:31:11,844 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 15:29:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.9105, loss: 1.9105 +2025-05-27 07:31:55,034 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 15:28:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.8039, loss: 1.8039 +2025-05-27 07:32:38,169 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 15:28:07, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 1.8050, loss: 1.8050 +2025-05-27 07:33:21,350 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 15:27:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 1.8554, loss: 1.8554 +2025-05-27 07:34:04,690 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 15:26:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 1.8500, loss: 1.8500 +2025-05-27 07:34:48,154 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 15:25:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 1.8606, loss: 1.8606 +2025-05-27 07:35:31,485 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 15:25:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 1.8458, loss: 1.8458 +2025-05-27 07:36:14,819 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 15:24:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8196, loss: 1.8196 +2025-05-27 07:36:58,114 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 15:23:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.8458, loss: 1.8458 +2025-05-27 07:37:41,417 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 15:22:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.9079, loss: 1.9079 +2025-05-27 07:38:24,679 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 15:22:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 1.8161, loss: 1.8161 +2025-05-27 07:39:07,917 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 15:21:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 1.8165, loss: 1.8165 +2025-05-27 07:39:10,979 - pyskl - INFO - Saving checkpoint at 100 epochs +2025-05-27 07:47:38,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 07:47:38,271 - pyskl - INFO - +top1_acc 0.8845 +top5_acc 0.9844 +2025-05-27 07:47:38,325 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_99.pth was removed +2025-05-27 07:47:39,367 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2025-05-27 07:47:39,368 - pyskl - INFO - Best top1_acc is 0.8845 at 100 epoch. +2025-05-27 07:47:39,370 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8845, top5_acc: 0.9844 +2025-05-27 07:48:43,838 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 15:20:48, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7884, loss: 1.7884 +2025-05-27 07:49:27,157 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 15:20:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.6691, loss: 1.6691 +2025-05-27 07:50:10,489 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 15:19:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7238, loss: 1.7238 +2025-05-27 07:50:53,757 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 15:18:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7892, loss: 1.7892 +2025-05-27 07:51:36,991 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 15:17:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7454, loss: 1.7454 +2025-05-27 07:52:20,246 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 15:17:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 1.7605, loss: 1.7605 +2025-05-27 07:53:03,550 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 15:16:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 1.8075, loss: 1.8075 +2025-05-27 07:53:46,798 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 15:15:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.7394, loss: 1.7394 +2025-05-27 07:54:30,073 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 15:14:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.8396, loss: 1.8396 +2025-05-27 07:55:13,494 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 15:14:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 1.8540, loss: 1.8540 +2025-05-27 07:55:56,786 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 15:13:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7962, loss: 1.7962 +2025-05-27 07:56:40,065 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 15:12:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9969, loss_cls: 1.7829, loss: 1.7829 +2025-05-27 07:57:23,382 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 15:11:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7205, loss: 1.7205 +2025-05-27 07:58:06,746 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 15:11:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.7890, loss: 1.7890 +2025-05-27 07:58:49,938 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 15:10:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 1.8908, loss: 1.8908 +2025-05-27 07:59:33,193 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 15:09:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9988, loss_cls: 1.8738, loss: 1.8738 +2025-05-27 08:00:16,456 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 15:08:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 1.8457, loss: 1.8457 +2025-05-27 08:00:59,699 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 15:08:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.8288, loss: 1.8288 +2025-05-27 08:01:43,020 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 15:07:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.8122, loss: 1.8122 +2025-05-27 08:02:26,249 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 15:06:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.8331, loss: 1.8331 +2025-05-27 08:03:09,590 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 15:05:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.7737, loss: 1.7737 +2025-05-27 08:03:52,830 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 15:05:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 1.8798, loss: 1.8798 +2025-05-27 08:04:36,179 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 15:04:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.8066, loss: 1.8066 +2025-05-27 08:05:19,562 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 15:03:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.7872, loss: 1.7872 +2025-05-27 08:06:02,865 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 15:03:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 1.7947, loss: 1.7947 +2025-05-27 08:06:05,943 - pyskl - INFO - Saving checkpoint at 101 epochs +2025-05-27 08:07:22,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:07:22,890 - pyskl - INFO - +top1_acc 0.8835 +top5_acc 0.9854 +2025-05-27 08:07:22,892 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8835, top5_acc: 0.9854 +2025-05-27 08:08:26,752 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 15:02:21, time: 0.639, data_time: 0.206, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.7487, loss: 1.7487 +2025-05-27 08:09:10,050 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 15:01:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7188, loss: 1.7188 +2025-05-27 08:09:53,357 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 15:00:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.6924, loss: 1.6924 +2025-05-27 08:10:36,679 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 15:00:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.7927, loss: 1.7927 +2025-05-27 08:11:19,955 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 14:59:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7410, loss: 1.7410 +2025-05-27 08:12:03,199 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 14:58:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7896, loss: 1.7896 +2025-05-27 08:12:46,507 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 14:57:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 1.7752, loss: 1.7752 +2025-05-27 08:13:29,715 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 14:57:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 1.7802, loss: 1.7802 +2025-05-27 08:14:12,963 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 14:56:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7819, loss: 1.7819 +2025-05-27 08:14:56,179 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 14:55:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.7069, loss: 1.7069 +2025-05-27 08:15:39,462 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 14:54:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.7568, loss: 1.7568 +2025-05-27 08:16:22,783 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 14:54:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7523, loss: 1.7523 +2025-05-27 08:17:05,934 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 14:53:27, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 1.8194, loss: 1.8194 +2025-05-27 08:17:49,113 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 14:52:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7134, loss: 1.7134 +2025-05-27 08:18:32,350 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 14:51:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.8078, loss: 1.8078 +2025-05-27 08:19:15,642 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 14:51:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.8288, loss: 1.8288 +2025-05-27 08:19:58,973 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 14:50:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.7527, loss: 1.7527 +2025-05-27 08:20:42,283 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 14:49:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.7362, loss: 1.7362 +2025-05-27 08:21:25,539 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 14:49:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 1.7683, loss: 1.7683 +2025-05-27 08:22:08,782 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 14:48:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7870, loss: 1.7870 +2025-05-27 08:22:51,986 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 14:47:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.7811, loss: 1.7811 +2025-05-27 08:23:35,231 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 14:46:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.8105, loss: 1.8105 +2025-05-27 08:24:18,627 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 14:46:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.8978, loss: 1.8978 +2025-05-27 08:25:01,961 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 14:45:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.7795, loss: 1.7795 +2025-05-27 08:25:45,241 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 14:44:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 1.8663, loss: 1.8663 +2025-05-27 08:25:48,351 - pyskl - INFO - Saving checkpoint at 102 epochs +2025-05-27 08:27:05,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:27:05,442 - pyskl - INFO - +top1_acc 0.8799 +top5_acc 0.9836 +2025-05-27 08:27:05,444 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8799, top5_acc: 0.9836 +2025-05-27 08:28:09,827 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 14:43:54, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7336, loss: 1.7336 +2025-05-27 08:28:53,234 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 14:43:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8081, loss: 1.8081 +2025-05-27 08:29:36,549 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 14:42:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 1.6803, loss: 1.6803 +2025-05-27 08:30:19,784 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 14:41:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.7000, loss: 1.7000 +2025-05-27 08:31:03,202 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 14:40:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 1.7523, loss: 1.7523 +2025-05-27 08:31:46,579 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 14:40:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7783, loss: 1.7783 +2025-05-27 08:32:29,869 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 14:39:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.8282, loss: 1.8282 +2025-05-27 08:33:13,215 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 14:38:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.7009, loss: 1.7009 +2025-05-27 08:33:56,602 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 14:37:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.7412, loss: 1.7412 +2025-05-27 08:34:40,103 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 14:37:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.7272, loss: 1.7272 +2025-05-27 08:35:23,490 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 14:36:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 1.7109, loss: 1.7109 +2025-05-27 08:36:06,839 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 14:35:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.7529, loss: 1.7529 +2025-05-27 08:36:50,093 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 14:35:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.8942, loss: 1.8942 +2025-05-27 08:37:33,271 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 14:34:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.8784, loss: 1.8784 +2025-05-27 08:38:16,513 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 14:33:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.8227, loss: 1.8227 +2025-05-27 08:38:59,765 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 14:32:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 1.7615, loss: 1.7615 +2025-05-27 08:39:43,029 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 14:32:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 1.8252, loss: 1.8252 +2025-05-27 08:40:26,288 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 14:31:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.7083, loss: 1.7083 +2025-05-27 08:41:09,534 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 14:30:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7358, loss: 1.7358 +2025-05-27 08:41:52,813 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 14:29:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7078, loss: 1.7078 +2025-05-27 08:42:36,019 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 14:29:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7267, loss: 1.7267 +2025-05-27 08:43:19,295 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 14:28:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 1.7939, loss: 1.7939 +2025-05-27 08:44:02,596 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 14:27:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 1.8103, loss: 1.8103 +2025-05-27 08:44:45,938 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 14:26:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6929, loss: 1.6929 +2025-05-27 08:45:29,249 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 14:26:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.6854, loss: 1.6854 +2025-05-27 08:45:32,361 - pyskl - INFO - Saving checkpoint at 103 epochs +2025-05-27 08:46:49,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 08:46:49,515 - pyskl - INFO - +top1_acc 0.8738 +top5_acc 0.9817 +2025-05-27 08:46:49,517 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8738, top5_acc: 0.9817 +2025-05-27 08:47:53,883 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 14:25:27, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.7326, loss: 1.7326 +2025-05-27 08:48:37,426 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 14:24:43, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 1.6644, loss: 1.6644 +2025-05-27 08:49:20,673 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 14:23:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6679, loss: 1.6679 +2025-05-27 08:50:03,961 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 14:23:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 1.6180, loss: 1.6180 +2025-05-27 08:50:47,262 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 14:22:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.6567, loss: 1.6567 +2025-05-27 08:51:30,568 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 14:21:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 1.7651, loss: 1.7651 +2025-05-27 08:52:13,953 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 14:21:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 1.7133, loss: 1.7133 +2025-05-27 08:52:57,332 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 14:20:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6577, loss: 1.6577 +2025-05-27 08:53:40,857 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 14:19:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.6704, loss: 1.6704 +2025-05-27 08:54:24,290 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 14:18:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.7300, loss: 1.7300 +2025-05-27 08:55:07,571 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 14:18:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 1.7507, loss: 1.7507 +2025-05-27 08:55:51,104 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 14:17:18, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7240, loss: 1.7240 +2025-05-27 08:56:34,446 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 14:16:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.7296, loss: 1.7296 +2025-05-27 08:57:17,789 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 14:15:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.7698, loss: 1.7698 +2025-05-27 08:58:01,062 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 14:15:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.8001, loss: 1.8001 +2025-05-27 08:58:44,218 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 14:14:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7728, loss: 1.7728 +2025-05-27 08:59:27,431 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 14:13:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9956, loss_cls: 1.8140, loss: 1.8140 +2025-05-27 09:00:10,625 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 14:12:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 1.8236, loss: 1.8236 +2025-05-27 09:00:53,840 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 14:12:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 1.6600, loss: 1.6600 +2025-05-27 09:01:37,145 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 14:11:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.8250, loss: 1.8250 +2025-05-27 09:02:20,454 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 14:10:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 1.6917, loss: 1.6917 +2025-05-27 09:03:03,948 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 14:09:53, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7754, loss: 1.7754 +2025-05-27 09:03:47,237 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 14:09:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.7005, loss: 1.7005 +2025-05-27 09:04:30,589 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 14:08:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 1.7192, loss: 1.7192 +2025-05-27 09:05:14,029 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 14:07:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 1.7136, loss: 1.7136 +2025-05-27 09:05:17,142 - pyskl - INFO - Saving checkpoint at 104 epochs +2025-05-27 09:06:34,070 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:06:34,136 - pyskl - INFO - +top1_acc 0.8793 +top5_acc 0.9831 +2025-05-27 09:06:34,139 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8793, top5_acc: 0.9831 +2025-05-27 09:07:38,127 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 14:07:01, time: 0.640, data_time: 0.208, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.7780, loss: 1.7780 +2025-05-27 09:08:21,298 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 14:06:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 1.6330, loss: 1.6330 +2025-05-27 09:09:04,615 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 14:05:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6340, loss: 1.6340 +2025-05-27 09:09:48,006 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 14:04:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.6711, loss: 1.6711 +2025-05-27 09:10:31,316 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 14:04:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.7278, loss: 1.7278 +2025-05-27 09:11:14,754 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 14:03:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7179, loss: 1.7179 +2025-05-27 09:11:58,222 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 14:02:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.6391, loss: 1.6391 +2025-05-27 09:12:41,774 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 14:01:50, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 1.7674, loss: 1.7674 +2025-05-27 09:13:25,096 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 14:01:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 1.7234, loss: 1.7234 +2025-05-27 09:14:08,394 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 14:00:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.7066, loss: 1.7066 +2025-05-27 09:14:51,705 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 13:59:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.6751, loss: 1.6751 +2025-05-27 09:15:34,999 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 13:58:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.7679, loss: 1.7679 +2025-05-27 09:16:18,267 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 13:58:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.7121, loss: 1.7121 +2025-05-27 09:17:01,538 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 13:57:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.6621, loss: 1.6621 +2025-05-27 09:17:44,789 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 13:56:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 1.7140, loss: 1.7140 +2025-05-27 09:18:28,048 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 13:55:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.7936, loss: 1.7936 +2025-05-27 09:19:11,316 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 13:55:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 1.7573, loss: 1.7573 +2025-05-27 09:19:54,590 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 13:54:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 1.7922, loss: 1.7922 +2025-05-27 09:20:37,954 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 13:53:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7251, loss: 1.7251 +2025-05-27 09:21:21,559 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 13:52:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.6786, loss: 1.6786 +2025-05-27 09:22:04,987 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 13:52:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 1.7075, loss: 1.7075 +2025-05-27 09:22:48,362 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 13:51:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7599, loss: 1.7599 +2025-05-27 09:23:31,762 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 13:50:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 1.7865, loss: 1.7865 +2025-05-27 09:24:15,004 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 13:49:58, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.7158, loss: 1.7158 +2025-05-27 09:24:58,281 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 13:49:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6571, loss: 1.6571 +2025-05-27 09:25:01,380 - pyskl - INFO - Saving checkpoint at 105 epochs +2025-05-27 09:33:20,794 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:33:20,861 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9850 +2025-05-27 09:33:20,916 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_100.pth was removed +2025-05-27 09:33:21,921 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2025-05-27 09:33:21,922 - pyskl - INFO - Best top1_acc is 0.8919 at 105 epoch. +2025-05-27 09:33:21,925 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8919, top5_acc: 0.9850 +2025-05-27 09:34:25,945 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 13:48:34, time: 0.640, data_time: 0.210, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7389, loss: 1.7389 +2025-05-27 09:35:09,165 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 13:47:50, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.6872, loss: 1.6872 +2025-05-27 09:35:52,446 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 13:47:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.7295, loss: 1.7295 +2025-05-27 09:36:35,754 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 13:46:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6150, loss: 1.6150 +2025-05-27 09:37:19,130 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 13:45:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.6101, loss: 1.6101 +2025-05-27 09:38:02,418 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 13:44:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 1.6377, loss: 1.6377 +2025-05-27 09:38:46,065 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 13:44:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 1.7041, loss: 1.7041 +2025-05-27 09:39:29,653 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 13:43:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.7080, loss: 1.7080 +2025-05-27 09:40:12,991 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 13:42:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.6671, loss: 1.6671 +2025-05-27 09:40:56,386 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 13:41:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.6803, loss: 1.6803 +2025-05-27 09:41:39,884 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 13:41:10, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.7164, loss: 1.7164 +2025-05-27 09:42:23,095 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 13:40:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6738, loss: 1.6738 +2025-05-27 09:43:06,294 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 13:39:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.6419, loss: 1.6419 +2025-05-27 09:43:49,584 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 13:38:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6805, loss: 1.6805 +2025-05-27 09:44:32,969 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 13:38:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.7110, loss: 1.7110 +2025-05-27 09:45:16,150 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 13:37:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7181, loss: 1.7181 +2025-05-27 09:45:59,408 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 13:36:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6621, loss: 1.6621 +2025-05-27 09:46:42,781 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 13:35:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.7052, loss: 1.7052 +2025-05-27 09:47:26,120 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 13:35:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 1.7312, loss: 1.7312 +2025-05-27 09:48:09,362 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 13:34:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 1.7337, loss: 1.7337 +2025-05-27 09:48:52,798 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 13:33:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.7507, loss: 1.7507 +2025-05-27 09:49:36,255 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 13:33:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.7508, loss: 1.7508 +2025-05-27 09:50:19,687 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 13:32:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 1.6984, loss: 1.6984 +2025-05-27 09:51:03,051 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 13:31:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.6659, loss: 1.6659 +2025-05-27 09:51:46,448 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 13:30:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 1.6698, loss: 1.6698 +2025-05-27 09:51:49,514 - pyskl - INFO - Saving checkpoint at 106 epochs +2025-05-27 09:53:07,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 09:53:07,084 - pyskl - INFO - +top1_acc 0.8860 +top5_acc 0.9835 +2025-05-27 09:53:07,086 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8860, top5_acc: 0.9835 +2025-05-27 09:54:11,790 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 13:30:08, time: 0.647, data_time: 0.214, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.5582, loss: 1.5582 +2025-05-27 09:54:55,075 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 13:29:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.6650, loss: 1.6650 +2025-05-27 09:55:38,365 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 13:28:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 1.6611, loss: 1.6611 +2025-05-27 09:56:21,798 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 13:27:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.7045, loss: 1.7045 +2025-05-27 09:57:05,053 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 13:27:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 1.6911, loss: 1.6911 +2025-05-27 09:57:48,376 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 13:26:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.6588, loss: 1.6588 +2025-05-27 09:58:31,643 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 13:25:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.7346, loss: 1.7346 +2025-05-27 09:59:15,146 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 13:24:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.6452, loss: 1.6452 +2025-05-27 09:59:58,594 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 13:24:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6129, loss: 1.6129 +2025-05-27 10:00:42,047 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 13:23:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6172, loss: 1.6172 +2025-05-27 10:01:25,409 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 13:22:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6343, loss: 1.6343 +2025-05-27 10:02:08,746 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 13:21:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.6320, loss: 1.6320 +2025-05-27 10:02:52,038 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 13:21:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6930, loss: 1.6930 +2025-05-27 10:03:35,386 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 13:20:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6627, loss: 1.6627 +2025-05-27 10:04:18,713 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 13:19:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 1.6436, loss: 1.6436 +2025-05-27 10:05:02,013 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 13:19:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.6608, loss: 1.6608 +2025-05-27 10:05:45,382 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 13:18:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.6483, loss: 1.6483 +2025-05-27 10:06:28,715 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 13:17:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.6637, loss: 1.6637 +2025-05-27 10:07:12,042 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 13:16:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.7804, loss: 1.7804 +2025-05-27 10:07:55,333 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 13:16:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.7016, loss: 1.7016 +2025-05-27 10:08:38,676 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 13:15:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.7319, loss: 1.7319 +2025-05-27 10:09:21,964 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 13:14:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.7057, loss: 1.7057 +2025-05-27 10:10:05,321 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 13:13:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 1.7308, loss: 1.7308 +2025-05-27 10:10:48,738 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 13:13:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 1.7360, loss: 1.7360 +2025-05-27 10:11:32,129 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 13:12:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.7080, loss: 1.7080 +2025-05-27 10:11:35,223 - pyskl - INFO - Saving checkpoint at 107 epochs +2025-05-27 10:12:52,512 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:12:52,579 - pyskl - INFO - +top1_acc 0.8850 +top5_acc 0.9818 +2025-05-27 10:12:52,582 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8850, top5_acc: 0.9818 +2025-05-27 10:13:56,920 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 13:11:42, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.6023, loss: 1.6023 +2025-05-27 10:14:40,200 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 13:10:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6316, loss: 1.6316 +2025-05-27 10:15:23,493 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 13:10:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5896, loss: 1.5896 +2025-05-27 10:16:06,773 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 13:09:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 1.5327, loss: 1.5327 +2025-05-27 10:16:50,123 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 13:08:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.6453, loss: 1.6453 +2025-05-27 10:17:33,463 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 13:08:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.6108, loss: 1.6108 +2025-05-27 10:18:16,794 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 13:07:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.6429, loss: 1.6429 +2025-05-27 10:19:00,258 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 13:06:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 1.6752, loss: 1.6752 +2025-05-27 10:19:43,697 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 13:05:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 1.7367, loss: 1.7367 +2025-05-27 10:20:27,217 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 13:05:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 1.6240, loss: 1.6240 +2025-05-27 10:21:10,617 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 13:04:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5872, loss: 1.5872 +2025-05-27 10:21:53,955 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 13:03:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 1.6208, loss: 1.6208 +2025-05-27 10:22:37,265 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 13:02:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.7351, loss: 1.7351 +2025-05-27 10:23:20,457 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 13:02:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.6600, loss: 1.6600 +2025-05-27 10:24:03,714 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 13:01:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6776, loss: 1.6776 +2025-05-27 10:24:47,053 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 13:00:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.7182, loss: 1.7182 +2025-05-27 10:25:30,496 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 12:59:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 1.6586, loss: 1.6586 +2025-05-27 10:26:13,790 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 12:59:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.6686, loss: 1.6686 +2025-05-27 10:26:57,046 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 12:58:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5747, loss: 1.5747 +2025-05-27 10:27:40,391 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 12:57:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.6421, loss: 1.6421 +2025-05-27 10:28:23,715 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 12:56:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.7332, loss: 1.7332 +2025-05-27 10:29:07,159 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 12:56:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.5702, loss: 1.5702 +2025-05-27 10:29:50,810 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 12:55:25, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.6481, loss: 1.6481 +2025-05-27 10:30:34,297 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 12:54:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.6586, loss: 1.6586 +2025-05-27 10:31:17,710 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 12:53:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.6214, loss: 1.6214 +2025-05-27 10:31:20,830 - pyskl - INFO - Saving checkpoint at 108 epochs +2025-05-27 10:32:37,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:32:37,876 - pyskl - INFO - +top1_acc 0.8892 +top5_acc 0.9844 +2025-05-27 10:32:37,878 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8892, top5_acc: 0.9844 +2025-05-27 10:33:42,400 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 12:53:16, time: 0.645, data_time: 0.209, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.5342, loss: 1.5342 +2025-05-27 10:34:25,939 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 12:52:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 1.5751, loss: 1.5751 +2025-05-27 10:35:09,330 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 12:51:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5442, loss: 1.5442 +2025-05-27 10:35:52,802 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 12:51:03, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.5922, loss: 1.5922 +2025-05-27 10:36:36,207 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 12:50:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.6228, loss: 1.6228 +2025-05-27 10:37:19,594 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 12:49:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5524, loss: 1.5524 +2025-05-27 10:38:02,895 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 12:48:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6045, loss: 1.6045 +2025-05-27 10:38:46,297 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 12:48:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.6024, loss: 1.6024 +2025-05-27 10:39:29,722 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 12:47:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6594, loss: 1.6594 +2025-05-27 10:40:13,338 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 12:46:37, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.6350, loss: 1.6350 +2025-05-27 10:40:56,713 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 12:45:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 1.7244, loss: 1.7244 +2025-05-27 10:41:39,985 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 12:45:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.5691, loss: 1.5691 +2025-05-27 10:42:23,410 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 12:44:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.6850, loss: 1.6850 +2025-05-27 10:43:06,649 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 12:43:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.6676, loss: 1.6676 +2025-05-27 10:43:49,951 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 12:42:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.6986, loss: 1.6986 +2025-05-27 10:44:33,207 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 12:42:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 1.6527, loss: 1.6527 +2025-05-27 10:45:16,397 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 12:41:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9650, top5_acc: 0.9981, loss_cls: 1.6076, loss: 1.6076 +2025-05-27 10:45:59,756 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 12:40:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.6240, loss: 1.6240 +2025-05-27 10:46:42,893 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 12:39:57, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 1.6800, loss: 1.6800 +2025-05-27 10:47:26,210 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 12:39:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5454, loss: 1.5454 +2025-05-27 10:48:09,578 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 12:38:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5455, loss: 1.5455 +2025-05-27 10:48:52,899 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 12:37:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 1.6458, loss: 1.6458 +2025-05-27 10:49:36,171 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 12:36:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 1.5986, loss: 1.5986 +2025-05-27 10:50:19,531 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 12:36:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.5750, loss: 1.5750 +2025-05-27 10:51:02,722 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 12:35:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5842, loss: 1.5842 +2025-05-27 10:51:05,837 - pyskl - INFO - Saving checkpoint at 109 epochs +2025-05-27 10:52:22,996 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 10:52:23,062 - pyskl - INFO - +top1_acc 0.8779 +top5_acc 0.9832 +2025-05-27 10:52:23,065 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8779, top5_acc: 0.9832 +2025-05-27 10:53:27,485 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 12:34:50, time: 0.644, data_time: 0.207, memory: 13127, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.5800, loss: 1.5800 +2025-05-27 10:54:10,963 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 12:34:06, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5895, loss: 1.5895 +2025-05-27 10:54:54,498 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 12:33:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.5635, loss: 1.5635 +2025-05-27 10:55:38,022 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 12:32:37, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.5646, loss: 1.5646 +2025-05-27 10:56:21,471 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 12:31:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 1.5978, loss: 1.5978 +2025-05-27 10:57:04,977 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 12:31:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.5126, loss: 1.5126 +2025-05-27 10:57:48,496 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 12:30:24, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5616, loss: 1.5616 +2025-05-27 10:58:31,877 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 12:29:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5469, loss: 1.5469 +2025-05-27 10:59:15,182 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 12:28:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.5434, loss: 1.5434 +2025-05-27 10:59:58,459 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 12:28:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5576, loss: 1.5576 +2025-05-27 11:00:41,798 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 12:27:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5015, loss: 1.5015 +2025-05-27 11:01:25,057 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 12:26:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5611, loss: 1.5611 +2025-05-27 11:02:08,382 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 12:25:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.5884, loss: 1.5884 +2025-05-27 11:02:51,634 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 12:25:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.6610, loss: 1.6610 +2025-05-27 11:03:34,950 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 12:24:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 1.6663, loss: 1.6663 +2025-05-27 11:04:18,394 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 12:23:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.5774, loss: 1.5774 +2025-05-27 11:05:01,684 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 12:23:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 1.6834, loss: 1.6834 +2025-05-27 11:05:45,136 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 12:22:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 1.6469, loss: 1.6469 +2025-05-27 11:06:28,661 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 12:21:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5511, loss: 1.5511 +2025-05-27 11:07:11,868 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 12:20:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6191, loss: 1.6191 +2025-05-27 11:07:54,971 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 12:20:02, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.6010, loss: 1.6010 +2025-05-27 11:08:38,208 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 12:19:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 1.6089, loss: 1.6089 +2025-05-27 11:09:21,450 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 12:18:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.7179, loss: 1.7179 +2025-05-27 11:10:04,713 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 12:17:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 1.6691, loss: 1.6691 +2025-05-27 11:10:47,961 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 12:17:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 1.6756, loss: 1.6756 +2025-05-27 11:10:51,114 - pyskl - INFO - Saving checkpoint at 110 epochs +2025-05-27 11:19:32,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:19:32,394 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9856 +2025-05-27 11:19:32,451 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_105.pth was removed +2025-05-27 11:19:33,497 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2025-05-27 11:19:33,498 - pyskl - INFO - Best top1_acc is 0.8949 at 110 epoch. +2025-05-27 11:19:33,500 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8949, top5_acc: 0.9856 +2025-05-27 11:20:38,053 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 12:16:24, time: 0.645, data_time: 0.214, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5090, loss: 1.5090 +2025-05-27 11:21:21,331 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 12:15:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5071, loss: 1.5071 +2025-05-27 11:22:04,681 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 12:14:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.5253, loss: 1.5253 +2025-05-27 11:22:47,992 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 12:14:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5548, loss: 1.5548 +2025-05-27 11:23:31,287 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 12:13:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.5946, loss: 1.5946 +2025-05-27 11:24:14,656 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 12:12:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 1.5241, loss: 1.5241 +2025-05-27 11:24:57,994 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 12:11:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5835, loss: 1.5835 +2025-05-27 11:25:41,447 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 12:11:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 1.5695, loss: 1.5695 +2025-05-27 11:26:24,814 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 12:10:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.6011, loss: 1.6011 +2025-05-27 11:27:08,079 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 12:09:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.5959, loss: 1.5959 +2025-05-27 11:27:51,287 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 12:09:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4725, loss: 1.4725 +2025-05-27 11:28:34,549 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 12:08:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5277, loss: 1.5277 +2025-05-27 11:29:17,815 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 12:07:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 1.5779, loss: 1.5779 +2025-05-27 11:30:01,010 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 12:06:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.5990, loss: 1.5990 +2025-05-27 11:30:44,243 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 12:06:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5406, loss: 1.5406 +2025-05-27 11:31:27,523 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 12:05:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.6061, loss: 1.6061 +2025-05-27 11:32:10,745 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 12:04:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.6021, loss: 1.6021 +2025-05-27 11:32:53,916 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 12:03:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6340, loss: 1.6340 +2025-05-27 11:33:37,169 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 12:03:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 1.5635, loss: 1.5635 +2025-05-27 11:34:20,391 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 12:02:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 1.6170, loss: 1.6170 +2025-05-27 11:35:03,694 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 12:01:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.5865, loss: 1.5865 +2025-05-27 11:35:47,137 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 12:00:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.5373, loss: 1.5373 +2025-05-27 11:36:30,431 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 12:00:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 1.6007, loss: 1.6007 +2025-05-27 11:37:13,781 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 11:59:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 1.6081, loss: 1.6081 +2025-05-27 11:37:57,033 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 11:58:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.5975, loss: 1.5975 +2025-05-27 11:38:00,187 - pyskl - INFO - Saving checkpoint at 111 epochs +2025-05-27 11:39:17,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:39:17,951 - pyskl - INFO - +top1_acc 0.8908 +top5_acc 0.9845 +2025-05-27 11:39:17,954 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8908, top5_acc: 0.9845 +2025-05-27 11:40:22,713 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 11:57:58, time: 0.648, data_time: 0.215, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5825, loss: 1.5825 +2025-05-27 11:41:05,999 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 11:57:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.5633, loss: 1.5633 +2025-05-27 11:41:49,264 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 11:56:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4931, loss: 1.4931 +2025-05-27 11:42:32,541 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 11:55:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5174, loss: 1.5174 +2025-05-27 11:43:15,822 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 11:55:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.5122, loss: 1.5122 +2025-05-27 11:43:59,131 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 11:54:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 1.5471, loss: 1.5471 +2025-05-27 11:44:42,529 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 11:53:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4818, loss: 1.4818 +2025-05-27 11:45:26,018 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 11:52:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4721, loss: 1.4721 +2025-05-27 11:46:09,446 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 11:52:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.5341, loss: 1.5341 +2025-05-27 11:46:52,739 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 11:51:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.5458, loss: 1.5458 +2025-05-27 11:47:35,961 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 11:50:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.5771, loss: 1.5771 +2025-05-27 11:48:19,271 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 11:49:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.5806, loss: 1.5806 +2025-05-27 11:49:02,507 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 11:49:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.5765, loss: 1.5765 +2025-05-27 11:49:45,688 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 11:48:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.5758, loss: 1.5758 +2025-05-27 11:50:28,925 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 11:47:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.4916, loss: 1.4916 +2025-05-27 11:51:12,130 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 11:46:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.6354, loss: 1.6354 +2025-05-27 11:51:55,290 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 11:46:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.6112, loss: 1.6112 +2025-05-27 11:52:38,501 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 11:45:23, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.5625, loss: 1.5625 +2025-05-27 11:53:21,669 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 11:44:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4624, loss: 1.4624 +2025-05-27 11:54:04,872 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 11:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.5497, loss: 1.5497 +2025-05-27 11:54:48,127 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 11:43:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 1.5677, loss: 1.5677 +2025-05-27 11:55:31,421 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 11:42:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.5104, loss: 1.5104 +2025-05-27 11:56:14,730 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 11:41:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5077, loss: 1.5077 +2025-05-27 11:56:57,997 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 11:40:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5865, loss: 1.5865 +2025-05-27 11:57:41,232 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 11:40:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.6654, loss: 1.6654 +2025-05-27 11:57:44,337 - pyskl - INFO - Saving checkpoint at 112 epochs +2025-05-27 11:59:02,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 11:59:02,074 - pyskl - INFO - +top1_acc 0.8898 +top5_acc 0.9837 +2025-05-27 11:59:02,077 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8898, top5_acc: 0.9837 +2025-05-27 12:00:06,507 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 11:39:31, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 1.4984, loss: 1.4984 +2025-05-27 12:00:49,700 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 11:38:47, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.5378, loss: 1.5378 +2025-05-27 12:01:32,925 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 11:38:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.5235, loss: 1.5235 +2025-05-27 12:02:16,112 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 11:37:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.5770, loss: 1.5770 +2025-05-27 12:02:59,282 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 11:36:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 1.4848, loss: 1.4848 +2025-05-27 12:03:42,525 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 11:35:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.4910, loss: 1.4910 +2025-05-27 12:04:25,879 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 11:35:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5428, loss: 1.5428 +2025-05-27 12:05:09,413 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 11:34:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 1.5141, loss: 1.5141 +2025-05-27 12:05:52,790 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 11:33:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.5737, loss: 1.5737 +2025-05-27 12:06:36,109 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 11:32:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.5073, loss: 1.5073 +2025-05-27 12:07:19,406 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 11:32:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5326, loss: 1.5326 +2025-05-27 12:08:02,697 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 11:31:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 1.4999, loss: 1.4999 +2025-05-27 12:08:46,044 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 11:30:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5433, loss: 1.5433 +2025-05-27 12:09:29,355 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 11:29:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.5739, loss: 1.5739 +2025-05-27 12:10:12,650 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 11:29:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4958, loss: 1.4958 +2025-05-27 12:10:55,855 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 11:28:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.6126, loss: 1.6126 +2025-05-27 12:11:39,127 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 11:27:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.6148, loss: 1.6148 +2025-05-27 12:12:22,404 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 11:26:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5174, loss: 1.5174 +2025-05-27 12:13:05,635 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 11:26:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.6039, loss: 1.6039 +2025-05-27 12:13:48,814 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 11:25:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 1.5941, loss: 1.5941 +2025-05-27 12:14:32,102 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 11:24:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 1.4828, loss: 1.4828 +2025-05-27 12:15:15,434 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 11:23:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.6422, loss: 1.6422 +2025-05-27 12:15:58,770 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 11:23:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.6037, loss: 1.6037 +2025-05-27 12:16:41,995 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 11:22:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 1.5321, loss: 1.5321 +2025-05-27 12:17:25,362 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 11:21:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.5059, loss: 1.5059 +2025-05-27 12:17:28,513 - pyskl - INFO - Saving checkpoint at 113 epochs +2025-05-27 12:18:45,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:18:45,558 - pyskl - INFO - +top1_acc 0.8999 +top5_acc 0.9858 +2025-05-27 12:18:45,611 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_110.pth was removed +2025-05-27 12:18:46,614 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2025-05-27 12:18:46,615 - pyskl - INFO - Best top1_acc is 0.8999 at 113 epoch. +2025-05-27 12:18:46,617 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8999, top5_acc: 0.9858 +2025-05-27 12:19:50,991 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 11:21:05, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4702, loss: 1.4702 +2025-05-27 12:20:34,366 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 11:20:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4386, loss: 1.4386 +2025-05-27 12:21:17,777 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 11:19:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 1.5276, loss: 1.5276 +2025-05-27 12:22:01,129 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 11:18:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4892, loss: 1.4892 +2025-05-27 12:22:44,508 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 11:18:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5499, loss: 1.5499 +2025-05-27 12:23:27,975 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 11:17:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.4773, loss: 1.4773 +2025-05-27 12:24:11,502 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 11:16:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.5327, loss: 1.5327 +2025-05-27 12:24:55,002 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 11:15:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.5263, loss: 1.5263 +2025-05-27 12:25:38,338 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 11:15:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4827, loss: 1.4827 +2025-05-27 12:26:21,575 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 11:14:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4727, loss: 1.4727 +2025-05-27 12:27:04,808 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 11:13:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.5197, loss: 1.5197 +2025-05-27 12:27:48,084 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 11:12:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.5324, loss: 1.5324 +2025-05-27 12:28:31,376 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 11:12:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 1.5315, loss: 1.5315 +2025-05-27 12:29:15,051 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 11:11:28, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5272, loss: 1.5272 +2025-05-27 12:29:58,578 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 11:10:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 1.5191, loss: 1.5191 +2025-05-27 12:30:41,909 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 11:09:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.4858, loss: 1.4858 +2025-05-27 12:31:25,282 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 11:09:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.5150, loss: 1.5150 +2025-05-27 12:32:08,629 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 11:08:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4758, loss: 1.4758 +2025-05-27 12:32:51,943 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 11:07:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.4943, loss: 1.4943 +2025-05-27 12:33:35,243 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 11:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4721, loss: 1.4721 +2025-05-27 12:34:18,539 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 11:06:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 1.5072, loss: 1.5072 +2025-05-27 12:35:01,806 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 11:05:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.5373, loss: 1.5373 +2025-05-27 12:35:45,129 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 11:04:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.5879, loss: 1.5879 +2025-05-27 12:36:28,413 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 11:04:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.5468, loss: 1.5468 +2025-05-27 12:37:11,697 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 11:03:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.5359, loss: 1.5359 +2025-05-27 12:37:14,824 - pyskl - INFO - Saving checkpoint at 114 epochs +2025-05-27 12:38:32,334 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 12:38:32,401 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9868 +2025-05-27 12:38:32,403 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8962, top5_acc: 0.9868 +2025-05-27 12:39:36,528 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 11:02:39, time: 0.641, data_time: 0.208, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4309, loss: 1.4309 +2025-05-27 12:40:19,938 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 11:01:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4176, loss: 1.4176 +2025-05-27 12:41:03,386 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 11:01:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.4687, loss: 1.4687 +2025-05-27 12:41:46,677 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 11:00:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.4713, loss: 1.4713 +2025-05-27 12:42:30,113 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 10:59:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.4551, loss: 1.4551 +2025-05-27 12:43:13,511 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 10:58:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.4883, loss: 1.4883 +2025-05-27 12:43:56,791 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 10:58:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4899, loss: 1.4899 +2025-05-27 12:44:40,099 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 10:57:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4561, loss: 1.4561 +2025-05-27 12:45:23,403 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 10:56:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4433, loss: 1.4433 +2025-05-27 12:46:06,635 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 10:55:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.4729, loss: 1.4729 +2025-05-27 12:46:49,878 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 10:55:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 1.4877, loss: 1.4877 +2025-05-27 12:47:33,202 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 10:54:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 1.5067, loss: 1.5067 +2025-05-27 12:48:16,494 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 10:53:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 1.5075, loss: 1.5075 +2025-05-27 12:48:59,805 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 10:53:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.5795, loss: 1.5795 +2025-05-27 12:49:43,152 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 10:52:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.5335, loss: 1.5335 +2025-05-27 12:50:26,505 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 10:51:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.4827, loss: 1.4827 +2025-05-27 12:51:09,941 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 10:50:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5472, loss: 1.5472 +2025-05-27 12:51:53,374 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 10:50:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.5886, loss: 1.5886 +2025-05-27 12:52:36,770 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 10:49:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.4728, loss: 1.4728 +2025-05-27 12:53:20,157 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 10:48:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.4734, loss: 1.4734 +2025-05-27 12:54:03,502 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 10:47:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.5457, loss: 1.5457 +2025-05-27 12:54:46,769 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 10:47:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.4931, loss: 1.4931 +2025-05-27 12:55:30,170 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 10:46:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.4971, loss: 1.4971 +2025-05-27 12:56:13,469 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 10:45:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.5572, loss: 1.5572 +2025-05-27 12:56:56,798 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 10:44:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4162, loss: 1.4162 +2025-05-27 12:56:59,884 - pyskl - INFO - Saving checkpoint at 115 epochs +2025-05-27 13:05:27,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:05:27,160 - pyskl - INFO - +top1_acc 0.9037 +top5_acc 0.9851 +2025-05-27 13:05:27,213 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_113.pth was removed +2025-05-27 13:05:28,204 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2025-05-27 13:05:28,206 - pyskl - INFO - Best top1_acc is 0.9037 at 115 epoch. +2025-05-27 13:05:28,208 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.9037, top5_acc: 0.9851 +2025-05-27 13:06:32,481 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 10:44:13, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-05-27 13:07:15,690 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 10:43:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4832, loss: 1.4832 +2025-05-27 13:07:59,036 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 10:42:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.4095, loss: 1.4095 +2025-05-27 13:08:42,300 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 10:42:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4464, loss: 1.4464 +2025-05-27 13:09:25,798 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 10:41:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 1.4257, loss: 1.4257 +2025-05-27 13:10:09,194 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 10:40:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.4393, loss: 1.4393 +2025-05-27 13:10:52,659 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 10:39:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 1.4541, loss: 1.4541 +2025-05-27 13:11:35,983 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 10:39:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3738, loss: 1.3738 +2025-05-27 13:12:19,342 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 10:38:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.4244, loss: 1.4244 +2025-05-27 13:13:02,654 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 10:37:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.4728, loss: 1.4728 +2025-05-27 13:13:45,942 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 10:36:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4815, loss: 1.4815 +2025-05-27 13:14:29,347 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 10:36:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4388, loss: 1.4388 +2025-05-27 13:15:12,704 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 10:35:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.3615, loss: 1.3615 +2025-05-27 13:15:56,061 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 10:34:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4360, loss: 1.4360 +2025-05-27 13:16:39,303 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 10:33:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.4728, loss: 1.4728 +2025-05-27 13:17:22,632 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 10:33:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4653, loss: 1.4653 +2025-05-27 13:18:05,976 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 10:32:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4482, loss: 1.4482 +2025-05-27 13:18:49,352 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 10:31:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.4967, loss: 1.4967 +2025-05-27 13:19:32,747 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 10:30:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4791, loss: 1.4791 +2025-05-27 13:20:16,053 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 10:30:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.5026, loss: 1.5026 +2025-05-27 13:20:59,405 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 10:29:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 1.4808, loss: 1.4808 +2025-05-27 13:21:42,696 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 10:28:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.4739, loss: 1.4739 +2025-05-27 13:22:25,980 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 10:27:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.4576, loss: 1.4576 +2025-05-27 13:23:09,233 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 10:27:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5210, loss: 1.5210 +2025-05-27 13:23:52,514 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 10:26:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.5427, loss: 1.5427 +2025-05-27 13:23:55,625 - pyskl - INFO - Saving checkpoint at 116 epochs +2025-05-27 13:25:12,881 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:25:12,948 - pyskl - INFO - +top1_acc 0.8981 +top5_acc 0.9851 +2025-05-27 13:25:12,950 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8981, top5_acc: 0.9851 +2025-05-27 13:26:17,100 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 10:25:47, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4652, loss: 1.4652 +2025-05-27 13:27:00,389 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 10:25:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4358, loss: 1.4358 +2025-05-27 13:27:43,746 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 10:24:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4115, loss: 1.4115 +2025-05-27 13:28:27,148 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 10:23:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4873, loss: 1.4873 +2025-05-27 13:29:10,479 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 10:22:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4090, loss: 1.4090 +2025-05-27 13:29:53,920 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 10:22:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3972, loss: 1.3972 +2025-05-27 13:30:37,509 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 10:21:21, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.4654, loss: 1.4654 +2025-05-27 13:31:20,949 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 10:20:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 1.4929, loss: 1.4929 +2025-05-27 13:32:04,355 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 10:19:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.4469, loss: 1.4469 +2025-05-27 13:32:47,643 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 10:19:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4662, loss: 1.4662 +2025-05-27 13:33:31,062 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 10:18:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.4387, loss: 1.4387 +2025-05-27 13:34:14,457 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 10:17:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4285, loss: 1.4285 +2025-05-27 13:34:57,861 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 10:16:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.3938, loss: 1.3938 +2025-05-27 13:35:41,214 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 10:16:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.4310, loss: 1.4310 +2025-05-27 13:36:24,578 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 10:15:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4725, loss: 1.4725 +2025-05-27 13:37:07,871 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 10:14:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.5351, loss: 1.5351 +2025-05-27 13:37:51,262 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 10:13:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.4532, loss: 1.4532 +2025-05-27 13:38:34,604 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 10:13:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.4596, loss: 1.4596 +2025-05-27 13:39:17,974 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 10:12:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4004, loss: 1.4004 +2025-05-27 13:40:01,410 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 10:11:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.4274, loss: 1.4274 +2025-05-27 13:40:44,723 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 10:11:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.4623, loss: 1.4623 +2025-05-27 13:41:28,126 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 10:10:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4177, loss: 1.4177 +2025-05-27 13:42:11,810 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 10:09:31, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 1.4635, loss: 1.4635 +2025-05-27 13:42:55,286 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 10:08:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.4253, loss: 1.4253 +2025-05-27 13:43:38,728 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 10:08:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4116, loss: 1.4116 +2025-05-27 13:43:41,836 - pyskl - INFO - Saving checkpoint at 117 epochs +2025-05-27 13:44:59,145 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 13:44:59,212 - pyskl - INFO - +top1_acc 0.9000 +top5_acc 0.9862 +2025-05-27 13:44:59,214 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.9000, top5_acc: 0.9862 +2025-05-27 13:46:03,405 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 10:07:21, time: 0.642, data_time: 0.209, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3924, loss: 1.3924 +2025-05-27 13:46:46,683 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 10:06:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3890, loss: 1.3890 +2025-05-27 13:47:29,994 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 10:05:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.3918, loss: 1.3918 +2025-05-27 13:48:13,347 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 10:05:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3911, loss: 1.3911 +2025-05-27 13:48:56,984 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 10:04:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3407, loss: 1.3407 +2025-05-27 13:49:40,319 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 10:03:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3999, loss: 1.3999 +2025-05-27 13:50:23,670 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 10:02:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3268, loss: 1.3268 +2025-05-27 13:51:07,283 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 10:02:11, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3942, loss: 1.3942 +2025-05-27 13:51:50,657 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 10:01:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3737, loss: 1.3737 +2025-05-27 13:52:34,018 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 10:00:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4082, loss: 1.4082 +2025-05-27 13:53:17,371 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 9:59:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3882, loss: 1.3882 +2025-05-27 13:54:00,611 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 9:59:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.4171, loss: 1.4171 +2025-05-27 13:54:43,863 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 9:58:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.3552, loss: 1.3552 +2025-05-27 13:55:27,120 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 9:57:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.5293, loss: 1.5293 +2025-05-27 13:56:10,344 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 9:57:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4148, loss: 1.4148 +2025-05-27 13:56:53,778 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 9:56:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4327, loss: 1.4327 +2025-05-27 13:57:36,981 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 9:55:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4364, loss: 1.4364 +2025-05-27 13:58:20,311 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 9:54:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.4480, loss: 1.4480 +2025-05-27 13:59:03,675 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 9:54:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4358, loss: 1.4358 +2025-05-27 13:59:47,026 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 9:53:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.4371, loss: 1.4371 +2025-05-27 14:00:30,349 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 9:52:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3943, loss: 1.3943 +2025-05-27 14:01:13,702 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 9:51:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4120, loss: 1.4120 +2025-05-27 14:01:57,044 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 9:51:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.4385, loss: 1.4385 +2025-05-27 14:02:40,380 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 9:50:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4167, loss: 1.4167 +2025-05-27 14:03:23,687 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 9:49:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 1.4052, loss: 1.4052 +2025-05-27 14:03:26,745 - pyskl - INFO - Saving checkpoint at 118 epochs +2025-05-27 14:04:43,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:04:44,033 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9848 +2025-05-27 14:04:44,035 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8960, top5_acc: 0.9848 +2025-05-27 14:05:48,851 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 9:48:55, time: 0.648, data_time: 0.212, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 1.3757, loss: 1.3757 +2025-05-27 14:06:32,275 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 9:48:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3656, loss: 1.3656 +2025-05-27 14:07:15,646 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 9:47:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3728, loss: 1.3728 +2025-05-27 14:07:58,870 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 9:46:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3419, loss: 1.3419 +2025-05-27 14:08:42,366 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 9:45:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3415, loss: 1.3415 +2025-05-27 14:09:26,088 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 9:45:14, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3499, loss: 1.3499 +2025-05-27 14:10:10,085 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 9:44:30, time: 0.440, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.4417, loss: 1.4417 +2025-05-27 14:10:53,766 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 9:43:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3546, loss: 1.3546 +2025-05-27 14:11:37,328 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 9:43:01, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.4110, loss: 1.4110 +2025-05-27 14:12:20,840 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 9:42:17, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3586, loss: 1.3586 +2025-05-27 14:13:04,394 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 9:41:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.3777, loss: 1.3777 +2025-05-27 14:13:48,001 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 9:40:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 1.4034, loss: 1.4034 +2025-05-27 14:14:31,499 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 9:40:04, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3490, loss: 1.3490 +2025-05-27 14:15:15,065 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 9:39:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.4062, loss: 1.4062 +2025-05-27 14:15:58,681 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 9:38:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4230, loss: 1.4230 +2025-05-27 14:16:42,284 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 9:37:51, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 1.4169, loss: 1.4169 +2025-05-27 14:17:25,693 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 9:37:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 1.4303, loss: 1.4303 +2025-05-27 14:18:09,285 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 9:36:23, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3712, loss: 1.3712 +2025-05-27 14:18:52,663 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 9:35:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3483, loss: 1.3483 +2025-05-27 14:19:36,242 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 9:34:54, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 1.3645, loss: 1.3645 +2025-05-27 14:20:19,632 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 9:34:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3817, loss: 1.3817 +2025-05-27 14:21:02,996 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 9:33:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.4368, loss: 1.4368 +2025-05-27 14:21:46,351 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 9:32:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.4015, loss: 1.4015 +2025-05-27 14:22:29,668 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 9:31:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.3738, loss: 1.3738 +2025-05-27 14:23:12,982 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 9:31:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.4453, loss: 1.4453 +2025-05-27 14:23:16,106 - pyskl - INFO - Saving checkpoint at 119 epochs +2025-05-27 14:24:33,416 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:24:33,483 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9854 +2025-05-27 14:24:33,486 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8960, top5_acc: 0.9854 +2025-05-27 14:25:37,419 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 9:30:30, time: 0.639, data_time: 0.207, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3545, loss: 1.3545 +2025-05-27 14:26:20,690 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 9:29:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3449, loss: 1.3449 +2025-05-27 14:27:04,014 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 9:29:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 1.4305, loss: 1.4305 +2025-05-27 14:27:47,402 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 9:28:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 1.3949, loss: 1.3949 +2025-05-27 14:28:30,695 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 9:27:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3344, loss: 1.3344 +2025-05-27 14:29:14,054 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 9:26:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3758, loss: 1.3758 +2025-05-27 14:29:57,318 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 9:26:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3740, loss: 1.3740 +2025-05-27 14:30:40,595 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 9:25:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.2981, loss: 1.2981 +2025-05-27 14:31:23,926 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 9:24:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3453, loss: 1.3453 +2025-05-27 14:32:07,170 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 9:23:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3347, loss: 1.3347 +2025-05-27 14:32:50,481 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 9:23:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 1.3213, loss: 1.3213 +2025-05-27 14:33:33,745 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 9:22:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3376, loss: 1.3376 +2025-05-27 14:34:16,981 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 9:21:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 1.3779, loss: 1.3779 +2025-05-27 14:35:00,317 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 9:20:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3491, loss: 1.3491 +2025-05-27 14:35:43,679 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 9:20:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.4063, loss: 1.4063 +2025-05-27 14:36:27,024 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 9:19:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.4075, loss: 1.4075 +2025-05-27 14:37:10,490 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 9:18:41, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3731, loss: 1.3731 +2025-05-27 14:37:53,889 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 9:17:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3818, loss: 1.3818 +2025-05-27 14:38:37,218 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 9:17:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3887, loss: 1.3887 +2025-05-27 14:39:20,466 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 9:16:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3234, loss: 1.3234 +2025-05-27 14:40:03,726 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 9:15:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3158, loss: 1.3158 +2025-05-27 14:40:46,951 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 9:14:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3450, loss: 1.3450 +2025-05-27 14:41:30,165 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 9:14:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3233, loss: 1.3233 +2025-05-27 14:42:13,342 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 9:13:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3414, loss: 1.3414 +2025-05-27 14:42:56,527 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 9:12:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3701, loss: 1.3701 +2025-05-27 14:42:59,649 - pyskl - INFO - Saving checkpoint at 120 epochs +2025-05-27 14:51:16,355 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 14:51:16,423 - pyskl - INFO - +top1_acc 0.9111 +top5_acc 0.9868 +2025-05-27 14:51:16,473 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_115.pth was removed +2025-05-27 14:51:17,453 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2025-05-27 14:51:17,454 - pyskl - INFO - Best top1_acc is 0.9111 at 120 epoch. +2025-05-27 14:51:17,457 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.9111, top5_acc: 0.9868 +2025-05-27 14:52:21,849 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 9:12:04, time: 0.644, data_time: 0.212, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3307, loss: 1.3307 +2025-05-27 14:53:05,066 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 9:11:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3565, loss: 1.3565 +2025-05-27 14:53:48,277 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 9:10:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3140, loss: 1.3140 +2025-05-27 14:54:31,658 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 9:09:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3291, loss: 1.3291 +2025-05-27 14:55:15,115 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 9:09:07, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2893, loss: 1.2893 +2025-05-27 14:55:58,438 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 9:08:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3237, loss: 1.3237 +2025-05-27 14:56:41,890 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 9:07:38, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2796, loss: 1.2796 +2025-05-27 14:57:25,295 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 9:06:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.3449, loss: 1.3449 +2025-05-27 14:58:08,658 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 9:06:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3979, loss: 1.3979 +2025-05-27 14:58:51,909 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 9:05:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.3390, loss: 1.3390 +2025-05-27 14:59:35,161 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 9:04:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3513, loss: 1.3513 +2025-05-27 15:00:18,514 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 9:03:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2508, loss: 1.2508 +2025-05-27 15:01:01,771 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 9:03:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2985, loss: 1.2985 +2025-05-27 15:01:45,000 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 9:02:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 1.3428, loss: 1.3428 +2025-05-27 15:02:28,297 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 9:01:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3057, loss: 1.3057 +2025-05-27 15:03:11,520 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 9:00:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.3859, loss: 1.3859 +2025-05-27 15:03:54,706 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 9:00:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3753, loss: 1.3753 +2025-05-27 15:04:37,908 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 8:59:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3379, loss: 1.3379 +2025-05-27 15:05:21,232 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 8:58:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3337, loss: 1.3337 +2025-05-27 15:06:04,663 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 8:58:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.3787, loss: 1.3787 +2025-05-27 15:06:47,975 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 8:57:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.4114, loss: 1.4114 +2025-05-27 15:07:31,419 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 8:56:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3360, loss: 1.3360 +2025-05-27 15:08:14,587 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 8:55:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3274, loss: 1.3274 +2025-05-27 15:08:57,850 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 8:55:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 1.3349, loss: 1.3349 +2025-05-27 15:09:41,148 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 8:54:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.3842, loss: 1.3842 +2025-05-27 15:09:44,310 - pyskl - INFO - Saving checkpoint at 121 epochs +2025-05-27 15:11:01,152 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:11:01,219 - pyskl - INFO - +top1_acc 0.9035 +top5_acc 0.9859 +2025-05-27 15:11:01,222 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.9035, top5_acc: 0.9859 +2025-05-27 15:12:05,949 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 8:53:38, time: 0.647, data_time: 0.213, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3444, loss: 1.3444 +2025-05-27 15:12:49,300 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 8:52:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2777, loss: 1.2777 +2025-05-27 15:13:32,692 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 8:52:09, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3161, loss: 1.3161 +2025-05-27 15:14:16,133 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 8:51:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3018, loss: 1.3018 +2025-05-27 15:14:59,490 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 8:50:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3516, loss: 1.3516 +2025-05-27 15:15:42,822 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 8:49:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 1.3136, loss: 1.3136 +2025-05-27 15:16:26,298 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 8:49:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3177, loss: 1.3177 +2025-05-27 15:17:09,730 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 8:48:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2922, loss: 1.2922 +2025-05-27 15:17:52,989 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 8:47:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2944, loss: 1.2944 +2025-05-27 15:18:36,349 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 8:46:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2961, loss: 1.2961 +2025-05-27 15:19:19,696 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 8:46:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 1.3230, loss: 1.3230 +2025-05-27 15:20:03,088 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 8:45:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.3350, loss: 1.3350 +2025-05-27 15:20:46,438 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 8:44:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.3609, loss: 1.3609 +2025-05-27 15:21:29,798 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 8:44:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.3368, loss: 1.3368 +2025-05-27 15:22:13,178 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 8:43:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3578, loss: 1.3578 +2025-05-27 15:22:56,497 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 8:42:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2811, loss: 1.2811 +2025-05-27 15:23:39,862 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 8:41:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.2959, loss: 1.2959 +2025-05-27 15:24:23,049 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 8:41:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3220, loss: 1.3220 +2025-05-27 15:25:06,507 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 8:40:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2775, loss: 1.2775 +2025-05-27 15:25:50,218 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 8:39:37, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.3101, loss: 1.3101 +2025-05-27 15:26:33,742 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 8:38:52, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.3191, loss: 1.3191 +2025-05-27 15:27:17,162 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 8:38:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.3202, loss: 1.3202 +2025-05-27 15:28:00,503 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 8:37:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2666, loss: 1.2666 +2025-05-27 15:28:43,855 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 8:36:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.3172, loss: 1.3172 +2025-05-27 15:29:27,207 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 8:35:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2951, loss: 1.2951 +2025-05-27 15:29:30,331 - pyskl - INFO - Saving checkpoint at 122 epochs +2025-05-27 15:30:47,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:30:47,559 - pyskl - INFO - +top1_acc 0.9062 +top5_acc 0.9865 +2025-05-27 15:30:47,562 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.9062, top5_acc: 0.9865 +2025-05-27 15:31:51,887 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 8:35:12, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2557, loss: 1.2557 +2025-05-27 15:32:35,102 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 8:34:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2579, loss: 1.2579 +2025-05-27 15:33:18,456 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 8:33:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2682, loss: 1.2682 +2025-05-27 15:34:01,875 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 8:33:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2976, loss: 1.2976 +2025-05-27 15:34:45,306 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 8:32:15, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.3384, loss: 1.3384 +2025-05-27 15:35:28,755 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 8:31:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2918, loss: 1.2918 +2025-05-27 15:36:12,325 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 8:30:47, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3013, loss: 1.3013 +2025-05-27 15:36:55,844 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 8:30:02, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.2878, loss: 1.2878 +2025-05-27 15:37:39,483 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 8:29:18, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3012, loss: 1.3012 +2025-05-27 15:38:23,274 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 8:28:34, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2569, loss: 1.2569 +2025-05-27 15:39:06,640 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 8:27:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.3309, loss: 1.3309 +2025-05-27 15:39:49,998 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 8:27:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3150, loss: 1.3150 +2025-05-27 15:40:33,427 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 8:26:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2813, loss: 1.2813 +2025-05-27 15:41:16,823 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 8:25:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2827, loss: 1.2827 +2025-05-27 15:42:00,182 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 8:24:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2504, loss: 1.2504 +2025-05-27 15:42:43,461 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 8:24:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2808, loss: 1.2808 +2025-05-27 15:43:26,859 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 8:23:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3005, loss: 1.3005 +2025-05-27 15:44:10,098 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 8:22:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.2803, loss: 1.2803 +2025-05-27 15:44:53,590 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 8:21:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3117, loss: 1.3117 +2025-05-27 15:45:37,040 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 8:21:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.3044, loss: 1.3044 +2025-05-27 15:46:20,463 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 8:20:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.3038, loss: 1.3038 +2025-05-27 15:47:03,874 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 8:19:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2944, loss: 1.2944 +2025-05-27 15:47:47,163 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 8:18:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.3157, loss: 1.3157 +2025-05-27 15:48:30,555 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 8:18:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.3341, loss: 1.3341 +2025-05-27 15:49:13,950 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 8:17:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.3291, loss: 1.3291 +2025-05-27 15:49:17,062 - pyskl - INFO - Saving checkpoint at 123 epochs +2025-05-27 15:50:34,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 15:50:34,227 - pyskl - INFO - +top1_acc 0.9062 +top5_acc 0.9867 +2025-05-27 15:50:34,229 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.9062, top5_acc: 0.9867 +2025-05-27 15:51:38,513 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 8:16:47, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2706, loss: 1.2706 +2025-05-27 15:52:21,812 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 8:16:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.3152, loss: 1.3152 +2025-05-27 15:53:05,234 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 8:15:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2968, loss: 1.2968 +2025-05-27 15:53:48,626 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 8:14:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2780, loss: 1.2780 +2025-05-27 15:54:31,897 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 8:13:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2799, loss: 1.2799 +2025-05-27 15:55:15,131 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 8:13:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2580, loss: 1.2580 +2025-05-27 15:55:58,608 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 8:12:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.2587, loss: 1.2587 +2025-05-27 15:56:41,746 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 8:11:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.3241, loss: 1.3241 +2025-05-27 15:57:24,953 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 8:10:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.3040, loss: 1.3040 +2025-05-27 15:58:08,176 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 8:10:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2969, loss: 1.2969 +2025-05-27 15:58:51,366 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 8:09:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.2476, loss: 1.2476 +2025-05-27 15:59:34,506 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 8:08:40, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 1.2974, loss: 1.2974 +2025-05-27 16:00:17,732 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 8:07:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2772, loss: 1.2772 +2025-05-27 16:01:00,884 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 8:07:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2876, loss: 1.2876 +2025-05-27 16:01:44,147 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 8:06:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2635, loss: 1.2635 +2025-05-27 16:02:27,506 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 8:05:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2495, loss: 1.2495 +2025-05-27 16:03:10,773 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 8:04:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 1.2539, loss: 1.2539 +2025-05-27 16:03:54,083 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 8:04:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2692, loss: 1.2692 +2025-05-27 16:04:37,542 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 8:03:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.3303, loss: 1.3303 +2025-05-27 16:05:20,848 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 8:02:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2496, loss: 1.2496 +2025-05-27 16:06:04,174 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 8:02:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.3015, loss: 1.3015 +2025-05-27 16:06:47,427 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 8:01:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2611, loss: 1.2611 +2025-05-27 16:07:30,648 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 8:00:32, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2921, loss: 1.2921 +2025-05-27 16:08:13,902 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 7:59:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2849, loss: 1.2849 +2025-05-27 16:08:57,060 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 7:59:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2466, loss: 1.2466 +2025-05-27 16:09:00,110 - pyskl - INFO - Saving checkpoint at 124 epochs +2025-05-27 16:10:16,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:10:16,935 - pyskl - INFO - +top1_acc 0.9105 +top5_acc 0.9873 +2025-05-27 16:10:16,938 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9105, top5_acc: 0.9873 +2025-05-27 16:11:21,129 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 7:58:21, time: 0.642, data_time: 0.209, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2299, loss: 1.2299 +2025-05-27 16:12:04,423 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 7:57:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2218, loss: 1.2218 +2025-05-27 16:12:47,826 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 7:56:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2913, loss: 1.2913 +2025-05-27 16:13:31,079 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 7:56:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2799, loss: 1.2799 +2025-05-27 16:14:14,252 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 7:55:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2586, loss: 1.2586 +2025-05-27 16:14:57,709 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 7:54:39, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2156, loss: 1.2156 +2025-05-27 16:15:41,051 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 7:53:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2200, loss: 1.2200 +2025-05-27 16:16:24,324 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 7:53:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2170, loss: 1.2170 +2025-05-27 16:17:07,586 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 7:52:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2403, loss: 1.2403 +2025-05-27 16:17:50,864 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 7:51:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2134, loss: 1.2134 +2025-05-27 16:18:34,142 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 7:50:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.2090, loss: 1.2090 +2025-05-27 16:19:17,453 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 7:50:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2408, loss: 1.2408 +2025-05-27 16:20:00,802 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 7:49:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2181, loss: 1.2181 +2025-05-27 16:20:44,192 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 7:48:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1882, loss: 1.1882 +2025-05-27 16:21:27,614 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 7:48:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2460, loss: 1.2460 +2025-05-27 16:22:10,947 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 7:47:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.2618, loss: 1.2618 +2025-05-27 16:22:54,310 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 7:46:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2449, loss: 1.2449 +2025-05-27 16:23:37,724 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 7:45:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2278, loss: 1.2278 +2025-05-27 16:24:21,158 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 7:45:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.1975, loss: 1.1975 +2025-05-27 16:25:04,555 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 7:44:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2784, loss: 1.2784 +2025-05-27 16:25:48,012 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 7:43:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.2441, loss: 1.2441 +2025-05-27 16:26:31,330 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 7:42:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2187, loss: 1.2187 +2025-05-27 16:27:14,658 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 7:42:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2445, loss: 1.2445 +2025-05-27 16:27:57,899 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 7:41:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.3071, loss: 1.3071 +2025-05-27 16:28:41,172 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 7:40:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.2493, loss: 1.2493 +2025-05-27 16:28:44,300 - pyskl - INFO - Saving checkpoint at 125 epochs +2025-05-27 16:37:56,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:37:56,521 - pyskl - INFO - +top1_acc 0.9025 +top5_acc 0.9851 +2025-05-27 16:37:56,524 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.9025, top5_acc: 0.9851 +2025-05-27 16:39:00,887 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 7:39:55, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2604, loss: 1.2604 +2025-05-27 16:39:44,343 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 7:39:11, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.2895, loss: 1.2895 +2025-05-27 16:40:27,706 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 7:38:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 1.2494, loss: 1.2494 +2025-05-27 16:41:11,037 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 7:37:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2660, loss: 1.2660 +2025-05-27 16:41:54,515 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 7:36:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2387, loss: 1.2387 +2025-05-27 16:42:37,858 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 7:36:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2640, loss: 1.2640 +2025-05-27 16:43:21,256 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 7:35:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1957, loss: 1.1957 +2025-05-27 16:44:04,369 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 7:34:45, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1982, loss: 1.1982 +2025-05-27 16:44:47,702 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 7:34:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2410, loss: 1.2410 +2025-05-27 16:45:31,071 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 7:33:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.2191, loss: 1.2191 +2025-05-27 16:46:14,428 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 7:32:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2787, loss: 1.2787 +2025-05-27 16:46:57,715 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 7:31:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1985, loss: 1.1985 +2025-05-27 16:47:41,048 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 7:31:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2112, loss: 1.2112 +2025-05-27 16:48:24,392 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 7:30:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2629, loss: 1.2629 +2025-05-27 16:49:07,717 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 7:29:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2807, loss: 1.2807 +2025-05-27 16:49:50,922 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 7:28:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.2000, loss: 1.2000 +2025-05-27 16:50:34,182 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 7:28:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1877, loss: 1.1877 +2025-05-27 16:51:17,436 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 7:27:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2470, loss: 1.2470 +2025-05-27 16:52:00,830 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 7:26:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 1.2362, loss: 1.2362 +2025-05-27 16:52:44,199 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 7:25:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1974, loss: 1.1974 +2025-05-27 16:53:27,639 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 7:25:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2220, loss: 1.2220 +2025-05-27 16:54:10,917 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 7:24:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.1983, loss: 1.1983 +2025-05-27 16:54:54,260 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 7:23:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1718, loss: 1.1718 +2025-05-27 16:55:37,621 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 7:22:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2086, loss: 1.2086 +2025-05-27 16:56:20,793 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 7:22:13, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2322, loss: 1.2322 +2025-05-27 16:56:23,897 - pyskl - INFO - Saving checkpoint at 126 epochs +2025-05-27 16:57:40,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 16:57:40,969 - pyskl - INFO - +top1_acc 0.9131 +top5_acc 0.9876 +2025-05-27 16:57:41,023 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_120.pth was removed +2025-05-27 16:57:42,042 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2025-05-27 16:57:42,043 - pyskl - INFO - Best top1_acc is 0.9131 at 126 epoch. +2025-05-27 16:57:42,045 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9131, top5_acc: 0.9876 +2025-05-27 16:58:46,306 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 7:21:29, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1706, loss: 1.1706 +2025-05-27 16:59:29,625 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 7:20:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2155, loss: 1.2155 +2025-05-27 17:00:12,902 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 7:20:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2197, loss: 1.2197 +2025-05-27 17:00:56,223 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 7:19:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.1653, loss: 1.1653 +2025-05-27 17:01:39,758 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 7:18:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2202, loss: 1.2202 +2025-05-27 17:02:23,179 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 7:17:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1741, loss: 1.1741 +2025-05-27 17:03:06,582 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 7:17:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2034, loss: 1.2034 +2025-05-27 17:03:49,874 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 7:16:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.2132, loss: 1.2132 +2025-05-27 17:04:33,239 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 7:15:35, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1843, loss: 1.1843 +2025-05-27 17:05:16,635 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 7:14:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1975, loss: 1.1975 +2025-05-27 17:05:59,981 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 7:14:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.2393, loss: 1.2393 +2025-05-27 17:06:43,370 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 7:13:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1865, loss: 1.1865 +2025-05-27 17:07:26,673 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 7:12:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1563, loss: 1.1563 +2025-05-27 17:08:09,967 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 7:11:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2165, loss: 1.2165 +2025-05-27 17:08:53,291 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 7:11:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1811, loss: 1.1811 +2025-05-27 17:09:36,574 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 7:10:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.2524, loss: 1.2524 +2025-05-27 17:10:19,866 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 7:09:41, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2252, loss: 1.2252 +2025-05-27 17:11:03,374 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 7:08:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1984, loss: 1.1984 +2025-05-27 17:11:46,746 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 7:08:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.2260, loss: 1.2260 +2025-05-27 17:12:30,041 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 7:07:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.1792, loss: 1.1792 +2025-05-27 17:13:13,206 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 7:06:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1993, loss: 1.1993 +2025-05-27 17:13:56,427 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 7:06:00, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2336, loss: 1.2336 +2025-05-27 17:14:39,675 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 7:05:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1927, loss: 1.1927 +2025-05-27 17:15:22,924 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 7:04:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2052, loss: 1.2052 +2025-05-27 17:16:06,209 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 7:03:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1913, loss: 1.1913 +2025-05-27 17:16:09,290 - pyskl - INFO - Saving checkpoint at 127 epochs +2025-05-27 17:17:26,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:17:26,394 - pyskl - INFO - +top1_acc 0.9132 +top5_acc 0.9871 +2025-05-27 17:17:26,446 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_126.pth was removed +2025-05-27 17:17:27,420 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2025-05-27 17:17:27,421 - pyskl - INFO - Best top1_acc is 0.9132 at 127 epoch. +2025-05-27 17:17:27,423 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9132, top5_acc: 0.9871 +2025-05-27 17:18:31,902 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 7:03:03, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1732, loss: 1.1732 +2025-05-27 17:19:15,286 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 7:02:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1515, loss: 1.1515 +2025-05-27 17:19:58,743 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 7:01:35, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1617, loss: 1.1617 +2025-05-27 17:20:42,094 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 7:00:51, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1664, loss: 1.1664 +2025-05-27 17:21:25,533 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 7:00:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1776, loss: 1.1776 +2025-05-27 17:22:08,935 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 6:59:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1720, loss: 1.1720 +2025-05-27 17:22:52,295 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 6:58:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1595, loss: 1.1595 +2025-05-27 17:23:35,678 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 6:57:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1997, loss: 1.1997 +2025-05-27 17:24:18,990 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 6:57:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2275, loss: 1.2275 +2025-05-27 17:25:02,290 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 6:56:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2040, loss: 1.2040 +2025-05-27 17:25:45,670 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 6:55:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2491, loss: 1.2491 +2025-05-27 17:26:29,106 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 6:54:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 1.2674, loss: 1.2674 +2025-05-27 17:27:12,437 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 6:54:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.2207, loss: 1.2207 +2025-05-27 17:27:55,789 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 6:53:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.2519, loss: 1.2519 +2025-05-27 17:28:39,142 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 6:52:44, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1996, loss: 1.1996 +2025-05-27 17:29:22,412 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 6:52:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 1.1758, loss: 1.1758 +2025-05-27 17:30:05,729 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 6:51:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1933, loss: 1.1933 +2025-05-27 17:30:49,432 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 6:50:31, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 +2025-05-27 17:31:33,213 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 6:49:47, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2021, loss: 1.2021 +2025-05-27 17:32:16,926 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 6:49:03, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1714, loss: 1.1714 +2025-05-27 17:33:00,338 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 6:48:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1759, loss: 1.1759 +2025-05-27 17:33:43,878 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 6:47:34, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 1.1816, loss: 1.1816 +2025-05-27 17:34:27,303 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 6:46:50, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1747, loss: 1.1747 +2025-05-27 17:35:10,743 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 6:46:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1350, loss: 1.1350 +2025-05-27 17:35:54,133 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 6:45:22, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1503, loss: 1.1503 +2025-05-27 17:35:57,283 - pyskl - INFO - Saving checkpoint at 128 epochs +2025-05-27 17:37:14,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:37:14,513 - pyskl - INFO - +top1_acc 0.9108 +top5_acc 0.9880 +2025-05-27 17:37:14,516 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9108, top5_acc: 0.9880 +2025-05-27 17:38:19,072 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 6:44:38, time: 0.646, data_time: 0.213, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1597, loss: 1.1597 +2025-05-27 17:39:02,304 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 6:43:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1549, loss: 1.1549 +2025-05-27 17:39:45,521 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 6:43:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1893, loss: 1.1893 +2025-05-27 17:40:28,761 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 6:42:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1603, loss: 1.1603 +2025-05-27 17:41:12,136 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 6:41:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.2025, loss: 1.2025 +2025-05-27 17:41:55,634 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 6:40:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1779, loss: 1.1779 +2025-05-27 17:42:38,967 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 6:40:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1686, loss: 1.1686 +2025-05-27 17:43:22,234 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 6:39:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1694, loss: 1.1694 +2025-05-27 17:44:05,525 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 6:38:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1877, loss: 1.1877 +2025-05-27 17:44:48,790 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 6:38:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1522, loss: 1.1522 +2025-05-27 17:45:32,139 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 6:37:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1741, loss: 1.1741 +2025-05-27 17:46:15,377 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 6:36:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1832, loss: 1.1832 +2025-05-27 17:46:58,897 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 6:35:47, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1850, loss: 1.1850 +2025-05-27 17:47:42,318 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 6:35:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 +2025-05-27 17:48:25,704 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 6:34:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1753, loss: 1.1753 +2025-05-27 17:49:09,011 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 6:33:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1768, loss: 1.1768 +2025-05-27 17:49:52,482 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 6:32:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.2027, loss: 1.2027 +2025-05-27 17:50:35,901 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 6:32:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 1.1694, loss: 1.1694 +2025-05-27 17:51:19,226 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 6:31:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1452, loss: 1.1452 +2025-05-27 17:52:02,586 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 6:30:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1887, loss: 1.1887 +2025-05-27 17:52:45,922 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 6:29:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1760, loss: 1.1760 +2025-05-27 17:53:29,413 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 6:29:09, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.2064, loss: 1.2064 +2025-05-27 17:54:12,788 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 6:28:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1238, loss: 1.1238 +2025-05-27 17:54:56,177 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 6:27:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-27 17:55:39,467 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 6:26:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1139, loss: 1.1139 +2025-05-27 17:55:42,585 - pyskl - INFO - Saving checkpoint at 129 epochs +2025-05-27 17:56:59,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 17:56:59,724 - pyskl - INFO - +top1_acc 0.9119 +top5_acc 0.9873 +2025-05-27 17:56:59,727 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9119, top5_acc: 0.9873 +2025-05-27 17:58:04,231 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 6:26:12, time: 0.645, data_time: 0.209, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1492, loss: 1.1492 +2025-05-27 17:58:47,738 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 6:25:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1493, loss: 1.1493 +2025-05-27 17:59:31,194 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 6:24:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1878, loss: 1.1878 +2025-05-27 18:00:14,589 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 6:24:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1979, loss: 1.1979 +2025-05-27 18:00:57,936 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 6:23:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1787, loss: 1.1787 +2025-05-27 18:01:41,512 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 6:22:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.2325, loss: 1.2325 +2025-05-27 18:02:24,785 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 6:21:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1098, loss: 1.1098 +2025-05-27 18:03:08,093 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 6:21:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1672, loss: 1.1672 +2025-05-27 18:03:51,415 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 6:20:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1436, loss: 1.1436 +2025-05-27 18:04:34,791 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 6:19:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1510, loss: 1.1510 +2025-05-27 18:05:18,125 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 6:18:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1983, loss: 1.1983 +2025-05-27 18:06:01,407 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 6:18:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.2268, loss: 1.2268 +2025-05-27 18:06:44,613 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 6:17:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1181, loss: 1.1181 +2025-05-27 18:07:27,843 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 6:16:37, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1190, loss: 1.1190 +2025-05-27 18:08:11,205 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 6:15:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1747, loss: 1.1747 +2025-05-27 18:08:54,510 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 6:15:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1221, loss: 1.1221 +2025-05-27 18:09:37,724 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 6:14:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 +2025-05-27 18:10:21,002 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 6:13:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-05-27 18:11:04,283 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 6:12:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1468, loss: 1.1468 +2025-05-27 18:11:47,527 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 6:12:12, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1601, loss: 1.1601 +2025-05-27 18:12:30,755 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 6:11:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2025-05-27 18:13:14,044 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 6:10:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1948, loss: 1.1948 +2025-05-27 18:13:57,308 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 6:09:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1772, loss: 1.1772 +2025-05-27 18:14:40,583 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 6:09:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1303, loss: 1.1303 +2025-05-27 18:15:24,217 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 6:08:31, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-05-27 18:15:27,311 - pyskl - INFO - Saving checkpoint at 130 epochs +2025-05-27 18:24:15,687 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:24:15,754 - pyskl - INFO - +top1_acc 0.9176 +top5_acc 0.9871 +2025-05-27 18:24:15,812 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_127.pth was removed +2025-05-27 18:24:16,835 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2025-05-27 18:24:16,836 - pyskl - INFO - Best top1_acc is 0.9176 at 130 epoch. +2025-05-27 18:24:16,839 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9176, top5_acc: 0.9871 +2025-05-27 18:25:20,666 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 6:07:46, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1711, loss: 1.1711 +2025-05-27 18:26:03,966 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 6:07:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1531, loss: 1.1531 +2025-05-27 18:26:47,303 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 6:06:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1431, loss: 1.1431 +2025-05-27 18:27:30,671 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 6:05:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.1323, loss: 1.1323 +2025-05-27 18:28:14,136 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 6:04:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1179, loss: 1.1179 +2025-05-27 18:28:57,799 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 6:04:05, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1163, loss: 1.1163 +2025-05-27 18:29:41,331 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 6:03:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1440, loss: 1.1440 +2025-05-27 18:30:24,739 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 6:02:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1177, loss: 1.1177 +2025-05-27 18:31:08,037 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 6:01:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1230, loss: 1.1230 +2025-05-27 18:31:51,384 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 6:01:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1218, loss: 1.1218 +2025-05-27 18:32:34,788 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 6:00:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1226, loss: 1.1226 +2025-05-27 18:33:18,208 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 5:59:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1692, loss: 1.1692 +2025-05-27 18:34:01,591 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 5:58:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 +2025-05-27 18:34:44,945 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 5:58:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1543, loss: 1.1543 +2025-05-27 18:35:28,288 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 5:57:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1300, loss: 1.1300 +2025-05-27 18:36:11,325 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 5:56:43, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.1670, loss: 1.1670 +2025-05-27 18:36:54,474 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 5:55:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1448, loss: 1.1448 +2025-05-27 18:37:37,736 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 5:55:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1427, loss: 1.1427 +2025-05-27 18:38:21,037 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 5:54:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0845, loss: 1.0845 +2025-05-27 18:39:04,370 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 5:53:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1499, loss: 1.1499 +2025-05-27 18:39:47,726 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 5:53:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1420, loss: 1.1420 +2025-05-27 18:40:30,976 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 5:52:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1259, loss: 1.1259 +2025-05-27 18:41:14,285 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 5:51:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1422, loss: 1.1422 +2025-05-27 18:41:57,542 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 5:50:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1301, loss: 1.1301 +2025-05-27 18:42:40,825 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 5:50:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0806, loss: 1.0806 +2025-05-27 18:42:43,905 - pyskl - INFO - Saving checkpoint at 131 epochs +2025-05-27 18:44:00,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 18:44:00,898 - pyskl - INFO - +top1_acc 0.9164 +top5_acc 0.9882 +2025-05-27 18:44:00,900 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9164, top5_acc: 0.9882 +2025-05-27 18:45:05,342 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 5:49:21, time: 0.644, data_time: 0.209, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1040, loss: 1.1040 +2025-05-27 18:45:48,698 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 5:48:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1316, loss: 1.1316 +2025-05-27 18:46:31,983 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 5:47:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1326, loss: 1.1326 +2025-05-27 18:47:15,389 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 5:47:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1084, loss: 1.1084 +2025-05-27 18:47:58,819 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 5:46:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1388, loss: 1.1388 +2025-05-27 18:48:42,211 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 5:45:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1611, loss: 1.1611 +2025-05-27 18:49:25,587 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 5:44:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1574, loss: 1.1574 +2025-05-27 18:50:09,006 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 5:44:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1308, loss: 1.1308 +2025-05-27 18:50:52,320 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 5:43:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.1400, loss: 1.1400 +2025-05-27 18:51:35,738 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 5:42:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1387, loss: 1.1387 +2025-05-27 18:52:19,091 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 5:41:59, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1128, loss: 1.1128 +2025-05-27 18:53:02,495 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 5:41:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-27 18:53:45,811 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 5:40:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1203, loss: 1.1203 +2025-05-27 18:54:28,916 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 5:39:46, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1214, loss: 1.1214 +2025-05-27 18:55:12,152 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 5:39:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0889, loss: 1.0889 +2025-05-27 18:55:55,565 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 5:38:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1311, loss: 1.1311 +2025-05-27 18:56:38,979 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 5:37:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1167, loss: 1.1167 +2025-05-27 18:57:22,369 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 5:36:49, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0941, loss: 1.0941 +2025-05-27 18:58:05,726 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 5:36:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1205, loss: 1.1205 +2025-05-27 18:58:49,020 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 5:35:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1103, loss: 1.1103 +2025-05-27 18:59:32,367 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 5:34:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1312, loss: 1.1312 +2025-05-27 19:00:15,671 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 5:33:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1461, loss: 1.1461 +2025-05-27 19:00:58,966 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 5:33:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1031, loss: 1.1031 +2025-05-27 19:01:42,311 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 5:32:24, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0819, loss: 1.0819 +2025-05-27 19:02:25,590 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 5:31:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1008, loss: 1.1008 +2025-05-27 19:02:28,741 - pyskl - INFO - Saving checkpoint at 132 epochs +2025-05-27 19:03:45,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:03:46,003 - pyskl - INFO - +top1_acc 0.9174 +top5_acc 0.9877 +2025-05-27 19:03:46,006 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9174, top5_acc: 0.9877 +2025-05-27 19:04:49,996 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 5:30:55, time: 0.640, data_time: 0.205, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1200, loss: 1.1200 +2025-05-27 19:05:33,714 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 5:30:11, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2025-05-27 19:06:17,167 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 5:29:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0960, loss: 1.0960 +2025-05-27 19:07:00,630 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 5:28:42, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0941, loss: 1.0941 +2025-05-27 19:07:44,139 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 5:27:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0953, loss: 1.0953 +2025-05-27 19:08:27,645 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 5:27:14, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0731, loss: 1.0731 +2025-05-27 19:09:11,104 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 5:26:30, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0957, loss: 1.0957 +2025-05-27 19:09:54,533 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 5:25:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1323, loss: 1.1323 +2025-05-27 19:10:37,850 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 5:25:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 +2025-05-27 19:11:21,141 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 5:24:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0822, loss: 1.0822 +2025-05-27 19:12:04,553 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 5:23:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1267, loss: 1.1267 +2025-05-27 19:12:48,084 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 5:22:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1131, loss: 1.1131 +2025-05-27 19:13:31,316 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 5:22:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1168, loss: 1.1168 +2025-05-27 19:14:14,416 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 5:21:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0843, loss: 1.0843 +2025-05-27 19:14:57,651 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 5:20:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1137, loss: 1.1137 +2025-05-27 19:15:41,206 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 5:19:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1009, loss: 1.1009 +2025-05-27 19:16:24,675 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 5:19:08, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1004, loss: 1.1004 +2025-05-27 19:17:08,310 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 5:18:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0940, loss: 1.0940 +2025-05-27 19:17:51,748 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 5:17:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0719, loss: 1.0719 +2025-05-27 19:18:35,134 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 5:16:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0699, loss: 1.0699 +2025-05-27 19:19:18,514 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 5:16:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0783, loss: 1.0783 +2025-05-27 19:20:01,856 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 5:15:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0801, loss: 1.0801 +2025-05-27 19:20:45,201 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 5:14:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0947, loss: 1.0947 +2025-05-27 19:21:28,749 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 5:13:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0990, loss: 1.0990 +2025-05-27 19:22:12,131 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 5:13:14, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0921, loss: 1.0921 +2025-05-27 19:22:15,294 - pyskl - INFO - Saving checkpoint at 133 epochs +2025-05-27 19:23:33,126 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:23:33,194 - pyskl - INFO - +top1_acc 0.9142 +top5_acc 0.9875 +2025-05-27 19:23:33,197 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9142, top5_acc: 0.9875 +2025-05-27 19:24:37,611 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 5:12:30, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1309, loss: 1.1309 +2025-05-27 19:25:20,906 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 5:11:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0767, loss: 1.0767 +2025-05-27 19:26:04,451 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 5:11:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0707, loss: 1.0707 +2025-05-27 19:26:48,014 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 5:10:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0978, loss: 1.0978 +2025-05-27 19:27:31,382 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 5:09:33, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.1197, loss: 1.1197 +2025-05-27 19:28:14,430 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 5:08:49, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0788, loss: 1.0788 +2025-05-27 19:28:57,427 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 5:08:04, time: 0.430, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0999, loss: 1.0999 +2025-05-27 19:29:40,547 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 5:07:20, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 1.1426, loss: 1.1426 +2025-05-27 19:30:23,789 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 5:06:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1019, loss: 1.1019 +2025-05-27 19:31:07,103 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 5:05:52, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0982, loss: 1.0982 +2025-05-27 19:31:50,458 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 5:05:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-05-27 19:32:33,928 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 5:04:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0917, loss: 1.0917 +2025-05-27 19:33:17,240 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 5:03:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0686, loss: 1.0686 +2025-05-27 19:34:00,477 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 5:02:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1016, loss: 1.1016 +2025-05-27 19:34:43,763 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 5:02:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1275, loss: 1.1275 +2025-05-27 19:35:26,965 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 5:01:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1160, loss: 1.1160 +2025-05-27 19:36:10,413 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 5:00:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0871, loss: 1.0871 +2025-05-27 19:36:53,710 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 4:59:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1017, loss: 1.1017 +2025-05-27 19:37:36,971 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 4:59:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1041, loss: 1.1041 +2025-05-27 19:38:20,240 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 4:58:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-27 19:39:03,530 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 4:57:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1000, loss: 1.1000 +2025-05-27 19:39:46,863 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 4:57:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-05-27 19:40:30,258 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 4:56:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 1.1061, loss: 1.1061 +2025-05-27 19:41:13,597 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 4:55:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0960, loss: 1.0960 +2025-05-27 19:41:56,959 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 4:54:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0973, loss: 1.0973 +2025-05-27 19:42:00,110 - pyskl - INFO - Saving checkpoint at 134 epochs +2025-05-27 19:43:17,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 19:43:17,154 - pyskl - INFO - +top1_acc 0.9214 +top5_acc 0.9885 +2025-05-27 19:43:17,212 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_130.pth was removed +2025-05-27 19:43:18,213 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2025-05-27 19:43:18,214 - pyskl - INFO - Best top1_acc is 0.9214 at 134 epoch. +2025-05-27 19:43:18,217 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9214, top5_acc: 0.9885 +2025-05-27 19:44:22,063 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 4:54:04, time: 0.638, data_time: 0.205, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0720, loss: 1.0720 +2025-05-27 19:45:05,397 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 4:53:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0623, loss: 1.0623 +2025-05-27 19:45:48,726 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 4:52:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-05-27 19:46:32,014 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 4:51:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-05-27 19:47:15,386 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 4:51:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-05-27 19:47:58,671 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 4:50:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0965, loss: 1.0965 +2025-05-27 19:48:41,954 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 4:49:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0830, loss: 1.0830 +2025-05-27 19:49:25,411 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 4:48:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2025-05-27 19:50:08,967 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 4:48:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0770, loss: 1.0770 +2025-05-27 19:50:52,520 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 4:47:26, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0961, loss: 1.0961 +2025-05-27 19:51:35,915 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 4:46:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0679, loss: 1.0679 +2025-05-27 19:52:19,171 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 4:45:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0513, loss: 1.0513 +2025-05-27 19:53:02,490 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 4:45:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-05-27 19:53:45,774 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 4:44:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0994, loss: 1.0994 +2025-05-27 19:54:29,260 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 4:43:45, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0759, loss: 1.0759 +2025-05-27 19:55:12,669 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 4:43:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0640, loss: 1.0640 +2025-05-27 19:55:55,905 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 4:42:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.1125, loss: 1.1125 +2025-05-27 19:56:39,226 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 4:41:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0860, loss: 1.0860 +2025-05-27 19:57:22,888 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 4:40:48, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0953, loss: 1.0953 +2025-05-27 19:58:06,499 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 4:40:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0917, loss: 1.0917 +2025-05-27 19:58:50,070 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 4:39:20, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0949, loss: 1.0949 +2025-05-27 19:59:33,439 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 4:38:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0536, loss: 1.0536 +2025-05-27 20:00:16,782 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 4:37:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1128, loss: 1.1128 +2025-05-27 20:01:00,096 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 4:37:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0802, loss: 1.0802 +2025-05-27 20:01:43,435 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 4:36:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0710, loss: 1.0710 +2025-05-27 20:01:46,520 - pyskl - INFO - Saving checkpoint at 135 epochs +2025-05-27 20:11:01,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:11:01,177 - pyskl - INFO - +top1_acc 0.9175 +top5_acc 0.9874 +2025-05-27 20:11:01,180 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9175, top5_acc: 0.9874 +2025-05-27 20:12:05,490 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 4:35:38, time: 0.643, data_time: 0.210, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0528, loss: 1.0528 +2025-05-27 20:12:48,955 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 4:34:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.1013, loss: 1.1013 +2025-05-27 20:13:32,646 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 4:34:10, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0678, loss: 1.0678 +2025-05-27 20:14:15,963 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 4:33:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0872, loss: 1.0872 +2025-05-27 20:14:59,315 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 4:32:42, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-27 20:15:42,618 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 4:31:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0663, loss: 1.0663 +2025-05-27 20:16:26,011 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 4:31:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0949, loss: 1.0949 +2025-05-27 20:17:09,345 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 4:30:29, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0728, loss: 1.0728 +2025-05-27 20:17:52,659 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 4:29:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 20:18:35,962 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 4:29:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0519, loss: 1.0519 +2025-05-27 20:19:19,359 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 4:28:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0552, loss: 1.0552 +2025-05-27 20:20:02,832 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 4:27:32, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0827, loss: 1.0827 +2025-05-27 20:20:46,174 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 4:26:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0849, loss: 1.0849 +2025-05-27 20:21:29,529 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 4:26:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0595, loss: 1.0595 +2025-05-27 20:22:12,893 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 4:25:20, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-05-27 20:22:56,465 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 4:24:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0998, loss: 1.0998 +2025-05-27 20:23:39,946 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 4:23:51, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0348, loss: 1.0348 +2025-05-27 20:24:23,747 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 4:23:07, time: 0.438, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0520, loss: 1.0520 +2025-05-27 20:25:07,283 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 4:22:23, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0445, loss: 1.0445 +2025-05-27 20:25:50,711 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 4:21:39, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.1098, loss: 1.1098 +2025-05-27 20:26:34,075 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 4:20:55, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0864, loss: 1.0864 +2025-05-27 20:27:17,418 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 4:20:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0748, loss: 1.0748 +2025-05-27 20:28:00,655 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 4:19:26, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0872, loss: 1.0872 +2025-05-27 20:28:43,806 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 4:18:42, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 1.0972, loss: 1.0972 +2025-05-27 20:29:27,262 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 4:17:58, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-05-27 20:29:30,357 - pyskl - INFO - Saving checkpoint at 136 epochs +2025-05-27 20:30:47,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:30:47,863 - pyskl - INFO - +top1_acc 0.9234 +top5_acc 0.9881 +2025-05-27 20:30:47,913 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_134.pth was removed +2025-05-27 20:30:48,922 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2025-05-27 20:30:48,923 - pyskl - INFO - Best top1_acc is 0.9234 at 136 epoch. +2025-05-27 20:30:48,926 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9234, top5_acc: 0.9881 +2025-05-27 20:31:53,430 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 4:17:13, time: 0.645, data_time: 0.212, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0310, loss: 1.0310 +2025-05-27 20:32:36,808 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 4:16:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0516, loss: 1.0516 +2025-05-27 20:33:20,316 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 4:15:44, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0615, loss: 1.0615 +2025-05-27 20:34:03,633 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 4:15:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2025-05-27 20:34:47,018 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 4:14:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0625, loss: 1.0625 +2025-05-27 20:35:30,331 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 4:13:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0743, loss: 1.0743 +2025-05-27 20:36:13,619 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 4:12:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0668, loss: 1.0668 +2025-05-27 20:36:56,951 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 4:12:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0587, loss: 1.0587 +2025-05-27 20:37:40,136 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 4:11:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0643, loss: 1.0643 +2025-05-27 20:38:23,434 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 4:10:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0730, loss: 1.0730 +2025-05-27 20:39:06,530 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 4:09:51, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0630, loss: 1.0630 +2025-05-27 20:39:49,837 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 4:09:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0999, loss: 1.0999 +2025-05-27 20:40:33,086 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 4:08:22, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0638, loss: 1.0638 +2025-05-27 20:41:16,383 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 4:07:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0647, loss: 1.0647 +2025-05-27 20:41:59,784 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 4:06:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0661, loss: 1.0661 +2025-05-27 20:42:43,338 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 4:06:10, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0869, loss: 1.0869 +2025-05-27 20:43:26,856 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 4:05:26, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0631, loss: 1.0631 +2025-05-27 20:44:10,427 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 4:04:42, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0758, loss: 1.0758 +2025-05-27 20:44:53,880 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 4:03:57, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0612, loss: 1.0612 +2025-05-27 20:45:37,329 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 4:03:13, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0655, loss: 1.0655 +2025-05-27 20:46:20,787 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 4:02:29, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0821, loss: 1.0821 +2025-05-27 20:47:04,086 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 4:01:45, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-05-27 20:47:47,489 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 4:01:01, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0626, loss: 1.0626 +2025-05-27 20:48:30,829 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 4:00:17, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0774, loss: 1.0774 +2025-05-27 20:49:14,154 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 3:59:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0639, loss: 1.0639 +2025-05-27 20:49:17,278 - pyskl - INFO - Saving checkpoint at 137 epochs +2025-05-27 20:50:34,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 20:50:35,008 - pyskl - INFO - +top1_acc 0.9232 +top5_acc 0.9880 +2025-05-27 20:50:35,010 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9232, top5_acc: 0.9880 +2025-05-27 20:51:39,391 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 3:58:47, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0903, loss: 1.0903 +2025-05-27 20:52:22,812 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 3:58:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0829, loss: 1.0829 +2025-05-27 20:53:06,225 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 3:57:19, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0696, loss: 1.0696 +2025-05-27 20:53:49,790 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 3:56:35, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-27 20:54:33,109 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 3:55:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0883, loss: 1.0883 +2025-05-27 20:55:16,467 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 3:55:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0422, loss: 1.0422 +2025-05-27 20:55:59,768 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 3:54:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0452, loss: 1.0452 +2025-05-27 20:56:43,133 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 3:53:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-05-27 20:57:26,497 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 3:52:54, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0489, loss: 1.0489 +2025-05-27 20:58:09,750 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 3:52:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0494, loss: 1.0494 +2025-05-27 20:58:53,149 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 3:51:25, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0629, loss: 1.0629 +2025-05-27 20:59:36,508 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 3:50:41, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0813, loss: 1.0813 +2025-05-27 21:00:19,797 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 3:49:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 +2025-05-27 21:01:03,119 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 3:49:13, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0567, loss: 1.0567 +2025-05-27 21:01:46,546 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 3:48:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0616, loss: 1.0616 +2025-05-27 21:02:30,107 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 3:47:45, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-27 21:03:13,551 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 3:47:00, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0601, loss: 1.0601 +2025-05-27 21:03:56,917 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 3:46:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2025-05-27 21:04:40,233 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 3:45:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0745, loss: 1.0745 +2025-05-27 21:05:23,490 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 3:44:48, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0936, loss: 1.0936 +2025-05-27 21:06:06,721 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 3:44:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0437, loss: 1.0437 +2025-05-27 21:06:49,950 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 3:43:19, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0403, loss: 1.0403 +2025-05-27 21:07:33,190 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 3:42:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0799, loss: 1.0799 +2025-05-27 21:08:16,506 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 3:41:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0533, loss: 1.0533 +2025-05-27 21:08:59,687 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 3:41:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0680, loss: 1.0680 +2025-05-27 21:09:02,756 - pyskl - INFO - Saving checkpoint at 138 epochs +2025-05-27 21:10:20,234 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:10:20,301 - pyskl - INFO - +top1_acc 0.9200 +top5_acc 0.9870 +2025-05-27 21:10:20,304 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9200, top5_acc: 0.9870 +2025-05-27 21:11:25,338 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 3:40:22, time: 0.650, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0569, loss: 1.0569 +2025-05-27 21:12:08,635 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 3:39:38, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0436, loss: 1.0436 +2025-05-27 21:12:51,894 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 3:38:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0563, loss: 1.0563 +2025-05-27 21:13:35,125 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 3:38:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-05-27 21:14:18,365 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 3:37:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0716, loss: 1.0716 +2025-05-27 21:15:01,553 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 3:36:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0443, loss: 1.0443 +2025-05-27 21:15:44,836 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 3:35:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0740, loss: 1.0740 +2025-05-27 21:16:28,274 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 3:35:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0402, loss: 1.0402 +2025-05-27 21:17:11,659 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 3:34:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0368, loss: 1.0368 +2025-05-27 21:17:54,915 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 3:33:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0579, loss: 1.0579 +2025-05-27 21:18:38,217 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 3:33:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0423, loss: 1.0423 +2025-05-27 21:19:21,405 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 3:32:16, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0715, loss: 1.0715 +2025-05-27 21:20:04,667 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 3:31:31, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0704, loss: 1.0704 +2025-05-27 21:20:47,931 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 3:30:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0763, loss: 1.0763 +2025-05-27 21:21:31,261 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 3:30:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0650, loss: 1.0650 +2025-05-27 21:22:14,529 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 3:29:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0427, loss: 1.0427 +2025-05-27 21:22:57,756 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 3:28:35, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0542, loss: 1.0542 +2025-05-27 21:23:41,014 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 3:27:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0569, loss: 1.0569 +2025-05-27 21:24:24,232 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 3:27:06, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0613, loss: 1.0613 +2025-05-27 21:25:07,509 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 3:26:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-27 21:25:50,685 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 3:25:38, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0583, loss: 1.0583 +2025-05-27 21:26:33,877 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 3:24:54, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2025-05-27 21:27:17,110 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 3:24:10, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0674, loss: 1.0674 +2025-05-27 21:28:00,326 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 3:23:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0508, loss: 1.0508 +2025-05-27 21:28:43,522 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 3:22:41, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0373, loss: 1.0373 +2025-05-27 21:28:46,615 - pyskl - INFO - Saving checkpoint at 139 epochs +2025-05-27 21:30:04,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:30:04,449 - pyskl - INFO - +top1_acc 0.9199 +top5_acc 0.9884 +2025-05-27 21:30:04,452 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9199, top5_acc: 0.9884 +2025-05-27 21:31:08,868 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 3:21:56, time: 0.644, data_time: 0.211, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0202, loss: 1.0202 +2025-05-27 21:31:52,227 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 3:21:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-27 21:32:35,454 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 3:20:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0564, loss: 1.0564 +2025-05-27 21:33:18,661 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 3:19:43, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0426, loss: 1.0426 +2025-05-27 21:34:01,833 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 3:18:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0948, loss: 1.0948 +2025-05-27 21:34:44,958 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 3:18:15, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0563, loss: 1.0563 +2025-05-27 21:35:28,204 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 3:17:31, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0329, loss: 1.0329 +2025-05-27 21:36:11,463 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 3:16:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0414, loss: 1.0414 +2025-05-27 21:36:54,739 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 3:16:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2025-05-27 21:37:38,007 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 3:15:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0708, loss: 1.0708 +2025-05-27 21:38:21,210 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 3:14:34, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0493, loss: 1.0493 +2025-05-27 21:39:04,491 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 3:13:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0377, loss: 1.0377 +2025-05-27 21:39:47,769 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 3:13:06, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0378, loss: 1.0378 +2025-05-27 21:40:31,031 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 3:12:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0364, loss: 1.0364 +2025-05-27 21:41:14,286 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 3:11:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0155, loss: 1.0155 +2025-05-27 21:41:57,490 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 3:10:53, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 21:42:40,712 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 3:10:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 21:43:23,882 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 3:09:25, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0352, loss: 1.0352 +2025-05-27 21:44:07,025 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 3:08:41, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0282, loss: 1.0282 +2025-05-27 21:44:50,331 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 3:07:57, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2025-05-27 21:45:33,601 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 3:07:12, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9980, loss: 0.9980 +2025-05-27 21:46:17,058 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 3:06:28, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0345, loss: 1.0345 +2025-05-27 21:47:00,281 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 3:05:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0482, loss: 1.0482 +2025-05-27 21:47:43,569 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 3:05:00, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0171, loss: 1.0171 +2025-05-27 21:48:26,825 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 3:04:16, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0281, loss: 1.0281 +2025-05-27 21:48:29,929 - pyskl - INFO - Saving checkpoint at 140 epochs +2025-05-27 21:57:40,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 21:57:40,470 - pyskl - INFO - +top1_acc 0.9221 +top5_acc 0.9881 +2025-05-27 21:57:40,472 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9221, top5_acc: 0.9881 +2025-05-27 21:58:44,874 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 3:03:30, time: 0.644, data_time: 0.210, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0509, loss: 1.0509 +2025-05-27 21:59:28,321 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 3:02:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-27 22:00:11,651 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 3:02:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0228, loss: 1.0228 +2025-05-27 22:00:54,962 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 3:01:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0378, loss: 1.0378 +2025-05-27 22:01:38,281 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 3:00:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0254, loss: 1.0254 +2025-05-27 22:02:21,577 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 2:59:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0357, loss: 1.0357 +2025-05-27 22:03:04,846 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 2:59:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0228, loss: 1.0228 +2025-05-27 22:03:48,157 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 2:58:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0130, loss: 1.0130 +2025-05-27 22:04:31,567 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 2:57:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0852, loss: 1.0852 +2025-05-27 22:05:14,873 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 2:56:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0052, loss: 1.0052 +2025-05-27 22:05:58,218 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 2:56:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2025-05-27 22:06:41,589 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 2:55:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9981, loss: 0.9981 +2025-05-27 22:07:24,847 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 2:54:40, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2025-05-27 22:08:08,468 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 2:53:56, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0303, loss: 1.0303 +2025-05-27 22:08:51,845 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 2:53:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0161, loss: 1.0161 +2025-05-27 22:09:35,188 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 2:52:28, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2025-05-27 22:10:18,459 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 2:51:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-27 22:11:01,928 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 2:50:59, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0337, loss: 1.0337 +2025-05-27 22:11:45,256 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 2:50:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0573, loss: 1.0573 +2025-05-27 22:12:28,775 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 2:49:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0111, loss: 1.0111 +2025-05-27 22:13:12,126 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 2:48:47, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0808, loss: 1.0808 +2025-05-27 22:13:55,417 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 2:48:03, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0530, loss: 1.0530 +2025-05-27 22:14:38,737 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 2:47:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0253, loss: 1.0253 +2025-05-27 22:15:22,113 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 2:46:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2025-05-27 22:16:05,369 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 2:45:50, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0269, loss: 1.0269 +2025-05-27 22:16:08,491 - pyskl - INFO - Saving checkpoint at 141 epochs +2025-05-27 22:17:25,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:17:25,750 - pyskl - INFO - +top1_acc 0.9225 +top5_acc 0.9891 +2025-05-27 22:17:25,752 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9225, top5_acc: 0.9891 +2025-05-27 22:18:30,103 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 2:45:05, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0232, loss: 1.0232 +2025-05-27 22:19:13,361 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 2:44:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0029, loss: 1.0029 +2025-05-27 22:19:56,670 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 2:43:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0208, loss: 1.0208 +2025-05-27 22:20:39,891 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 2:42:52, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0193, loss: 1.0193 +2025-05-27 22:21:23,123 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 2:42:08, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0391, loss: 1.0391 +2025-05-27 22:22:06,330 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 2:41:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 22:22:49,534 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 2:40:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0241, loss: 1.0241 +2025-05-27 22:23:32,781 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 2:39:56, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9961, loss: 0.9961 +2025-05-27 22:24:16,105 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 2:39:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0273, loss: 1.0273 +2025-05-27 22:24:59,469 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 2:38:27, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-27 22:25:42,737 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 2:37:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0627, loss: 1.0627 +2025-05-27 22:26:25,969 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 2:36:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-05-27 22:27:09,213 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 2:36:15, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0358, loss: 1.0358 +2025-05-27 22:27:52,760 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 2:35:31, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2025-05-27 22:28:36,114 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 2:34:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0205, loss: 1.0205 +2025-05-27 22:29:19,478 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 2:34:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0368, loss: 1.0368 +2025-05-27 22:30:02,889 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 2:33:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-05-27 22:30:46,246 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 2:32:34, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0437, loss: 1.0437 +2025-05-27 22:31:29,704 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 2:31:50, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0302, loss: 1.0302 +2025-05-27 22:32:13,101 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 2:31:06, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 22:32:56,403 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 2:30:22, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2025-05-27 22:33:39,708 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 2:29:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0297, loss: 1.0297 +2025-05-27 22:34:23,040 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 2:28:53, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0181, loss: 1.0181 +2025-05-27 22:35:06,377 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 2:28:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2025-05-27 22:35:49,637 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 2:27:25, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0330, loss: 1.0330 +2025-05-27 22:35:52,780 - pyskl - INFO - Saving checkpoint at 142 epochs +2025-05-27 22:37:10,139 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:37:10,206 - pyskl - INFO - +top1_acc 0.9163 +top5_acc 0.9882 +2025-05-27 22:37:10,208 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9163, top5_acc: 0.9882 +2025-05-27 22:38:14,837 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 2:26:39, time: 0.646, data_time: 0.214, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0158, loss: 1.0158 +2025-05-27 22:38:58,069 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 2:25:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0090, loss: 1.0090 +2025-05-27 22:39:41,431 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 2:25:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0123, loss: 1.0123 +2025-05-27 22:40:24,696 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 2:24:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0107, loss: 1.0107 +2025-05-27 22:41:07,989 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 2:23:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0333, loss: 1.0333 +2025-05-27 22:41:51,249 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 2:22:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9908, loss: 0.9908 +2025-05-27 22:42:34,541 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 2:22:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0326, loss: 1.0326 +2025-05-27 22:43:17,800 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 2:21:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0131, loss: 1.0131 +2025-05-27 22:44:01,087 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 2:20:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0397, loss: 1.0397 +2025-05-27 22:44:44,406 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 2:20:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0695, loss: 1.0695 +2025-05-27 22:45:27,716 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 2:19:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2025-05-27 22:46:10,958 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 2:18:33, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0444, loss: 1.0444 +2025-05-27 22:46:54,210 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 2:17:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0227, loss: 1.0227 +2025-05-27 22:47:37,606 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 2:17:05, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0523, loss: 1.0523 +2025-05-27 22:48:20,987 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 2:16:21, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0386, loss: 1.0386 +2025-05-27 22:49:04,270 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 2:15:37, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9679, loss: 0.9679 +2025-05-27 22:49:47,647 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 2:14:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0597, loss: 1.0597 +2025-05-27 22:50:30,926 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 2:14:09, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0242, loss: 1.0242 +2025-05-27 22:51:14,295 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 2:13:24, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0349, loss: 1.0349 +2025-05-27 22:51:57,802 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 2:12:40, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0439, loss: 1.0439 +2025-05-27 22:52:41,138 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 2:11:56, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0122, loss: 1.0122 +2025-05-27 22:53:24,501 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 2:11:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2025-05-27 22:54:07,674 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 2:10:28, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0269, loss: 1.0269 +2025-05-27 22:54:50,829 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 2:09:44, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2025-05-27 22:55:33,972 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 2:08:59, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0248, loss: 1.0248 +2025-05-27 22:55:37,040 - pyskl - INFO - Saving checkpoint at 143 epochs +2025-05-27 22:56:54,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 22:56:54,695 - pyskl - INFO - +top1_acc 0.9235 +top5_acc 0.9882 +2025-05-27 22:56:54,767 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_136.pth was removed +2025-05-27 22:56:55,862 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2025-05-27 22:56:55,863 - pyskl - INFO - Best top1_acc is 0.9235 at 143 epoch. +2025-05-27 22:56:55,866 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9235, top5_acc: 0.9882 +2025-05-27 22:58:00,584 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 2:08:14, time: 0.647, data_time: 0.212, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9856, loss: 0.9856 +2025-05-27 22:58:44,171 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 2:07:29, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0371, loss: 1.0371 +2025-05-27 22:59:27,879 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 2:06:45, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0398, loss: 1.0398 +2025-05-27 23:00:11,408 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 2:06:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2025-05-27 23:00:54,828 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 2:05:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0159, loss: 1.0159 +2025-05-27 23:01:38,476 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 2:04:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-27 23:02:22,103 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 2:03:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0430, loss: 1.0430 +2025-05-27 23:03:05,602 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 2:03:05, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9677, loss: 0.9677 +2025-05-27 23:03:49,257 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 2:02:20, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0272, loss: 1.0272 +2025-05-27 23:04:32,484 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 2:01:36, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0163, loss: 1.0163 +2025-05-27 23:05:15,843 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 2:00:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2025-05-27 23:05:59,119 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 2:00:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0002, loss: 1.0002 +2025-05-27 23:06:42,302 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:59:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0268, loss: 1.0268 +2025-05-27 23:07:25,548 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:58:40, 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 23:08:09,004 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:57:56, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0239, loss: 1.0239 +2025-05-27 23:08:52,302 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:57:11, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0187, loss: 1.0187 +2025-05-27 23:09:35,640 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:56:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0100, loss: 1.0100 +2025-05-27 23:10:18,942 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:55:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0755, loss: 1.0755 +2025-05-27 23:11:02,238 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:54:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0160, loss: 1.0160 +2025-05-27 23:11:45,748 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:54:15, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2025-05-27 23:12:29,129 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:53:31, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0488, loss: 1.0488 +2025-05-27 23:13:12,407 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:52:47, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-05-27 23:13:55,646 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:52:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0077, loss: 1.0077 +2025-05-27 23:14:38,989 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:51:18, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0399, loss: 1.0399 +2025-05-27 23:15:22,246 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:50:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0156, loss: 1.0156 +2025-05-27 23:15:25,300 - pyskl - INFO - Saving checkpoint at 144 epochs +2025-05-27 23:16:42,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:16:42,728 - pyskl - INFO - +top1_acc 0.9234 +top5_acc 0.9892 +2025-05-27 23:16:42,731 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9234, top5_acc: 0.9892 +2025-05-27 23:17:47,079 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:49:48, time: 0.643, data_time: 0.211, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2025-05-27 23:18:30,287 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:49:04, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0498, loss: 1.0498 +2025-05-27 23:19:13,562 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:48:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0311, loss: 1.0311 +2025-05-27 23:19:56,826 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:47:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0618, loss: 1.0618 +2025-05-27 23:20:40,233 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:46:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0507, loss: 1.0507 +2025-05-27 23:21:23,641 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:46:07, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0116, loss: 1.0116 +2025-05-27 23:22:07,030 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 1:45:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2025-05-27 23:22:50,237 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 1:44:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2025-05-27 23:23:33,396 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 1:43:55, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0073, loss: 1.0073 +2025-05-27 23:24:16,584 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 1:43:11, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9839, loss: 0.9839 +2025-05-27 23:24:59,773 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 1:42:27, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0258, loss: 1.0258 +2025-05-27 23:25:43,071 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 1:41:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2025-05-27 23:26:26,389 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 1:40:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-27 23:27:09,700 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 1:40:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9947, loss: 0.9947 +2025-05-27 23:27:52,897 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 1:39:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0440, loss: 1.0440 +2025-05-27 23:28:36,055 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 1:38:46, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-27 23:29:19,270 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 1:38:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0185, loss: 1.0185 +2025-05-27 23:30:02,511 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 1:37:18, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0230, loss: 1.0230 +2025-05-27 23:30:45,790 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 1:36:34, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0027, loss: 1.0027 +2025-05-27 23:31:28,962 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 1:35:49, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0290, loss: 1.0290 +2025-05-27 23:32:12,118 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 1:35:05, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0202, loss: 1.0202 +2025-05-27 23:32:55,314 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 1:34:21, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9980, loss: 0.9980 +2025-05-27 23:33:38,415 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 1:33:37, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0178, loss: 1.0178 +2025-05-27 23:34:21,769 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 1:32:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0278, loss: 1.0278 +2025-05-27 23:35:04,995 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 1:32:09, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2025-05-27 23:35:08,125 - pyskl - INFO - Saving checkpoint at 145 epochs +2025-05-27 23:43:27,214 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-27 23:43:27,281 - pyskl - INFO - +top1_acc 0.9252 +top5_acc 0.9887 +2025-05-27 23:43:27,336 - pyskl - INFO - The previous best checkpoint /home/lhd/pyskl_mine/work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_143.pth was removed +2025-05-27 23:43:28,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2025-05-27 23:43:28,415 - pyskl - INFO - Best top1_acc is 0.9252 at 145 epoch. +2025-05-27 23:43:28,418 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9252, top5_acc: 0.9887 +2025-05-27 23:44:32,743 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 1:31:23, time: 0.643, data_time: 0.207, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0165, loss: 1.0165 +2025-05-27 23:45:16,358 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 1:30:38, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0380, loss: 1.0380 +2025-05-27 23:45:59,823 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 1:29:54, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 23:46:43,207 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 1:29:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0363, loss: 1.0363 +2025-05-27 23:47:26,561 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 1:28:26, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0409, loss: 1.0409 +2025-05-27 23:48:09,910 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 1:27:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0416, loss: 1.0416 +2025-05-27 23:48:53,321 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 1:26:58, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0267, loss: 1.0267 +2025-05-27 23:49:36,654 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 1:26:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0097, loss: 1.0097 +2025-05-27 23:50:20,025 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 1:25:30, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0104, loss: 1.0104 +2025-05-27 23:51:03,391 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 1:24:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2025-05-27 23:51:46,656 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 1:24:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0229, loss: 1.0229 +2025-05-27 23:52:29,882 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 1:23:17, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0408, loss: 1.0408 +2025-05-27 23:53:13,178 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 1:22:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0257, loss: 1.0257 +2025-05-27 23:53:56,519 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 1:21:49, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0154, loss: 1.0154 +2025-05-27 23:54:39,778 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 1:21:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0086, loss: 1.0086 +2025-05-27 23:55:23,055 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 1:20:21, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0156, loss: 1.0156 +2025-05-27 23:56:06,426 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 1:19:36, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0366, loss: 1.0366 +2025-05-27 23:56:49,538 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 1:18:52, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9996, loss: 0.9996 +2025-05-27 23:57:32,801 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 1:18:08, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9924, loss: 0.9924 +2025-05-27 23:58:16,049 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 1:17:24, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0324, loss: 1.0324 +2025-05-27 23:58:59,263 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 1:16:40, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0115, loss: 1.0115 +2025-05-27 23:59:42,700 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 1:15:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0250, loss: 1.0250 +2025-05-28 00:00:26,135 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 1:15:12, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0221, loss: 1.0221 +2025-05-28 00:01:09,563 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 1:14:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2025-05-28 00:01:52,991 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 1:13:43, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0527, loss: 1.0527 +2025-05-28 00:01:56,088 - pyskl - INFO - Saving checkpoint at 146 epochs +2025-05-28 00:03:12,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:03:13,008 - pyskl - INFO - +top1_acc 0.9244 +top5_acc 0.9888 +2025-05-28 00:03:13,011 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9244, top5_acc: 0.9888 +2025-05-28 00:04:17,600 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 1:12:57, time: 0.646, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0261, loss: 1.0261 +2025-05-28 00:05:01,194 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 1:12:13, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2025-05-28 00:05:44,644 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 1:11:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 1.0504, loss: 1.0504 +2025-05-28 00:06:28,031 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 1:10:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0400, loss: 1.0400 +2025-05-28 00:07:11,321 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 1:10:01, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0094, loss: 1.0094 +2025-05-28 00:07:54,675 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 1:09:16, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0188, loss: 1.0188 +2025-05-28 00:08:37,982 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 1:08:32, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2025-05-28 00:09:21,213 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 1:07:48, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9789, loss: 0.9789 +2025-05-28 00:10:04,511 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 1:07:04, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9997, loss: 0.9997 +2025-05-28 00:10:47,754 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 1:06:20, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2025-05-28 00:11:31,021 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 1:05:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0212, loss: 1.0212 +2025-05-28 00:12:14,379 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 1:04:52, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9851, loss: 0.9851 +2025-05-28 00:12:57,794 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 1:04:08, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2025-05-28 00:13:41,177 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 1:03:23, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0085, loss: 1.0085 +2025-05-28 00:14:24,401 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 1:02:39, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-05-28 00:15:07,750 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 1:01:55, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0150, loss: 1.0150 +2025-05-28 00:15:51,108 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 1:01:11, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0451, loss: 1.0451 +2025-05-28 00:16:34,420 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 1:00:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9906, loss: 0.9906 +2025-05-28 00:17:17,759 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:59:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0026, loss: 1.0026 +2025-05-28 00:18:01,032 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:58:59, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2025-05-28 00:18:44,381 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:58:15, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2025-05-28 00:19:27,726 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:57:30, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0176, loss: 1.0176 +2025-05-28 00:20:11,226 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:56:46, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0161, loss: 1.0161 +2025-05-28 00:20:54,676 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:56:02, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0259, loss: 1.0259 +2025-05-28 00:21:38,077 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:55:18, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0095, loss: 1.0095 +2025-05-28 00:21:41,173 - pyskl - INFO - Saving checkpoint at 147 epochs +2025-05-28 00:22:58,120 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:22:58,187 - pyskl - INFO - +top1_acc 0.9245 +top5_acc 0.9882 +2025-05-28 00:22:58,190 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9245, top5_acc: 0.9882 +2025-05-28 00:24:01,974 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:54:32, time: 0.638, data_time: 0.206, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0222, loss: 1.0222 +2025-05-28 00:24:45,591 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:53:48, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0123, loss: 1.0123 +2025-05-28 00:25:29,029 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:53:03, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0099, loss: 1.0099 +2025-05-28 00:26:12,354 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:52:19, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0135, loss: 1.0135 +2025-05-28 00:26:55,694 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:51:35, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9967, loss: 0.9967 +2025-05-28 00:27:38,933 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:50:51, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0299, loss: 1.0299 +2025-05-28 00:28:22,202 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:50:07, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0385, loss: 1.0385 +2025-05-28 00:29:05,519 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:49:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9949, loss: 0.9949 +2025-05-28 00:29:49,190 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:48:39, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0200, loss: 1.0200 +2025-05-28 00:30:32,838 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:47:55, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0333, loss: 1.0333 +2025-05-28 00:31:16,221 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:47:10, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0092, loss: 1.0092 +2025-05-28 00:31:59,533 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:46:26, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0262, loss: 1.0262 +2025-05-28 00:32:42,827 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:45:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-05-28 00:33:26,156 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:44:58, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2025-05-28 00:34:09,453 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:44:14, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2025-05-28 00:34:52,701 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:43:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9885, loss: 0.9885 +2025-05-28 00:35:36,058 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:42:46, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0145, loss: 1.0145 +2025-05-28 00:36:19,370 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:42:02, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0204, loss: 1.0204 +2025-05-28 00:37:02,729 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:41:17, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2025-05-28 00:37:46,065 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:40:33, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9898, loss: 0.9898 +2025-05-28 00:38:29,542 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:39:49, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0117, loss: 1.0117 +2025-05-28 00:39:12,882 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:39:05, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2025-05-28 00:39:56,346 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:38:21, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0398, loss: 1.0398 +2025-05-28 00:40:39,756 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:37:37, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0077, loss: 1.0077 +2025-05-28 00:41:23,125 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:36:53, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-05-28 00:41:26,180 - pyskl - INFO - Saving checkpoint at 148 epochs +2025-05-28 00:42:43,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 00:42:43,392 - pyskl - INFO - +top1_acc 0.9247 +top5_acc 0.9885 +2025-05-28 00:42:43,395 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9247, top5_acc: 0.9885 +2025-05-28 00:43:47,479 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:36:06, time: 0.641, data_time: 0.205, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0080, loss: 1.0080 +2025-05-28 00:44:31,135 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:35:22, time: 0.437, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0024, loss: 1.0024 +2025-05-28 00:45:14,560 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:34:38, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2025-05-28 00:45:57,875 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:33:54, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0059, loss: 1.0059 +2025-05-28 00:46:41,174 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:33:10, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0428, loss: 1.0428 +2025-05-28 00:47:24,282 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:32:26, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9958, loss: 0.9958 +2025-05-28 00:48:07,613 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:31:42, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0163, loss: 1.0163 +2025-05-28 00:48:51,054 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:30:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9943, loss: 0.9943 +2025-05-28 00:49:34,516 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:30:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0446, loss: 1.0446 +2025-05-28 00:50:17,867 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:29:29, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9957, loss: 0.9957 +2025-05-28 00:51:01,249 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:28:45, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0103, loss: 1.0103 +2025-05-28 00:51:44,702 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:28:01, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0087, loss: 1.0087 +2025-05-28 00:52:28,287 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:27:17, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0059, loss: 1.0059 +2025-05-28 00:53:11,852 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:26:33, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0058, loss: 1.0058 +2025-05-28 00:53:55,473 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:25:49, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-28 00:54:39,046 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:25:04, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2025-05-28 00:55:22,583 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:24:20, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0218, loss: 1.0218 +2025-05-28 00:56:06,215 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:23:36, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0538, loss: 1.0538 +2025-05-28 00:56:49,865 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:22:52, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2025-05-28 00:57:33,474 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:22:08, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0169, loss: 1.0169 +2025-05-28 00:58:17,028 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:21:24, time: 0.436, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0274, loss: 1.0274 +2025-05-28 00:59:00,460 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:20:40, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9938, loss: 0.9938 +2025-05-28 00:59:43,845 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:19:56, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0132, loss: 1.0132 +2025-05-28 01:00:27,357 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:19:12, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0082, loss: 1.0082 +2025-05-28 01:01:10,821 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:18:27, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0103, loss: 1.0103 +2025-05-28 01:01:13,942 - pyskl - INFO - Saving checkpoint at 149 epochs +2025-05-28 01:02:30,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 01:02:30,741 - pyskl - INFO - +top1_acc 0.9242 +top5_acc 0.9888 +2025-05-28 01:02:30,744 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9242, top5_acc: 0.9888 +2025-05-28 01:03:34,852 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:17:41, time: 0.641, data_time: 0.209, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0506, loss: 1.0506 +2025-05-28 01:04:18,221 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:16:57, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2025-05-28 01:05:01,673 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:16:13, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0062, loss: 1.0062 +2025-05-28 01:05:45,086 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:15:28, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0356, loss: 1.0356 +2025-05-28 01:06:28,411 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:14:44, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9995, loss: 0.9995 +2025-05-28 01:07:11,946 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:14:00, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0125, loss: 1.0125 +2025-05-28 01:07:55,416 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:13:16, time: 0.435, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2025-05-28 01:08:38,829 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:12:32, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9950, loss: 0.9950 +2025-05-28 01:09:22,206 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:11:48, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0145, loss: 1.0145 +2025-05-28 01:10:05,595 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:11:04, time: 0.434, data_time: 0.000, memory: 13127, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 1.0260, loss: 1.0260 +2025-05-28 01:10:48,941 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:10:20, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0369, loss: 1.0369 +2025-05-28 01:11:32,287 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:09:36, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2025-05-28 01:12:15,551 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:08:51, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0216, loss: 1.0216 +2025-05-28 01:12:58,801 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:08:07, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9993, loss: 0.9993 +2025-05-28 01:13:42,056 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:07:23, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0331, loss: 1.0331 +2025-05-28 01:14:25,341 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:06:39, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2025-05-28 01:15:08,468 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:05:55, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0152, loss: 1.0152 +2025-05-28 01:15:51,614 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:05:11, time: 0.431, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9840, loss: 0.9840 +2025-05-28 01:16:34,936 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:04:27, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0183, loss: 1.0183 +2025-05-28 01:17:18,194 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:03:43, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9979, loss: 0.9979 +2025-05-28 01:18:01,366 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:02:59, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0036, loss: 1.0036 +2025-05-28 01:18:44,538 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:02:14, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 1.0142, loss: 1.0142 +2025-05-28 01:19:27,783 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:01:30, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 +2025-05-28 01:20:11,094 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:46, time: 0.433, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9986, loss: 0.9986 +2025-05-28 01:20:54,273 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:02, time: 0.432, data_time: 0.000, memory: 13127, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9988, loss: 0.9988 +2025-05-28 01:20:57,351 - pyskl - INFO - Saving checkpoint at 150 epochs +2025-05-28 01:22:14,236 - pyskl - INFO - Evaluating top_k_accuracy ... +2025-05-28 01:22:14,302 - pyskl - INFO - +top1_acc 0.9239 +top5_acc 0.9884 +2025-05-28 01:22:14,305 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9239, top5_acc: 0.9884 +2025-05-28 01:22:22,466 - pyskl - INFO - 16487 videos remain after valid thresholding +2025-05-28 01:31:49,353 - pyskl - INFO - Testing results of the last checkpoint +2025-05-28 01:31:49,353 - pyskl - INFO - top1_acc: 0.9264 +2025-05-28 01:31:49,353 - pyskl - INFO - top5_acc: 0.9891 +2025-05-28 01:31:49,354 - pyskl - INFO - load checkpoint from local path: ./work_dirs/ntu60_xsub/j_1/best_top1_acc_epoch_145.pth +2025-05-28 01:41:16,421 - pyskl - INFO - Testing results of the best checkpoint +2025-05-28 01:41:16,421 - pyskl - INFO - top1_acc: 0.9275 +2025-05-28 01:41:16,421 - pyskl - INFO - top5_acc: 0.9897