diff --git "a/ntu60_xsub/bm/20240716_142226.log" "b/ntu60_xsub/bm/20240716_142226.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/bm/20240716_142226.log" @@ -0,0 +1,4947 @@ +2024-07-16 14:22:26,999 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2024-07-16 14:22:27,301 - pyskl - INFO - Config: modality = 'bm' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu60_xsub/bm' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module', + gcn_ratio=0.125, + gcn_ctr='T', + gcn_ada='T', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead', data_cfg='ntu60', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + 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=['bm']), + 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=['bm']), + 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='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['bm']), + 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=['bm']), + 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=['bm']), + 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) + +2024-07-16 14:22:27,301 - pyskl - INFO - Set random seed to 1857627936, deterministic: False +2024-07-16 14:22:32,269 - pyskl - INFO - 40091 videos remain after valid thresholding +2024-07-16 14:22:39,755 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-16 14:22:39,761 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm +2024-07-16 14:22:39,762 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2024-07-16 14:22:39,762 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-07-16 14:22:39,762 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm by HardDiskBackend. +2024-07-16 14:23:20,685 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 18:42:54, time: 0.409, data_time: 0.175, memory: 6429, top1_acc: 0.0531, top5_acc: 0.1913, loss_cls: 4.4272, loss: 4.4272 +2024-07-16 14:23:43,306 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 9:09:19, time: 0.226, data_time: 0.000, memory: 6429, top1_acc: 0.0694, top5_acc: 0.2756, loss_cls: 4.1865, loss: 4.1865 +2024-07-16 14:24:06,418 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 6:08:07, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.0706, top5_acc: 0.2956, loss_cls: 4.1089, loss: 4.1089 +2024-07-16 14:24:29,338 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 4:34:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.0694, top5_acc: 0.3194, loss_cls: 4.0366, loss: 4.0366 +2024-07-16 14:24:52,336 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 3:38:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.0769, top5_acc: 0.3306, loss_cls: 3.9822, loss: 3.9822 +2024-07-16 14:25:15,272 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 3:01:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.0938, top5_acc: 0.3631, loss_cls: 3.9105, loss: 3.9105 +2024-07-16 14:25:38,128 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 2:33:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.1044, top5_acc: 0.3869, loss_cls: 3.8644, loss: 3.8644 +2024-07-16 14:26:01,100 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 2:13:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.1187, top5_acc: 0.4156, loss_cls: 3.7231, loss: 3.7231 +2024-07-16 14:26:24,048 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 1:57:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.1187, top5_acc: 0.4456, loss_cls: 3.7050, loss: 3.7050 +2024-07-16 14:26:46,939 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 1:44:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.1450, top5_acc: 0.4544, loss_cls: 3.6309, loss: 3.6309 +2024-07-16 14:27:09,800 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 1:33:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.1481, top5_acc: 0.4819, loss_cls: 3.5279, loss: 3.5279 +2024-07-16 14:27:32,564 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 1:23:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.1600, top5_acc: 0.5231, loss_cls: 3.4436, loss: 3.4436 +2024-07-16 14:27:55,434 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 1:15:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.1794, top5_acc: 0.5288, loss_cls: 3.3776, loss: 3.3776 +2024-07-16 14:28:18,344 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 1:09:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.1931, top5_acc: 0.5794, loss_cls: 3.2650, loss: 3.2650 +2024-07-16 14:28:41,201 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 1:03:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.2194, top5_acc: 0.6062, loss_cls: 3.2060, loss: 3.2060 +2024-07-16 14:29:03,979 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 0:58:00, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.2344, top5_acc: 0.6319, loss_cls: 3.1318, loss: 3.1318 +2024-07-16 14:29:26,795 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 0:53:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.2481, top5_acc: 0.6331, loss_cls: 3.1596, loss: 3.1596 +2024-07-16 14:29:49,460 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 0:48:23, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.2812, top5_acc: 0.6887, loss_cls: 2.9400, loss: 2.9400 +2024-07-16 14:30:12,450 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 0:45:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3031, top5_acc: 0.6869, loss_cls: 2.9250, loss: 2.9250 +2024-07-16 14:30:35,424 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 0:42:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3044, top5_acc: 0.6975, loss_cls: 2.8753, loss: 2.8753 +2024-07-16 14:30:58,493 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 0:39:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.3075, top5_acc: 0.7262, loss_cls: 2.8122, loss: 2.8122 +2024-07-16 14:31:21,497 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 0:37:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3444, top5_acc: 0.7469, loss_cls: 2.7185, loss: 2.7185 +2024-07-16 14:31:44,475 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 0:34:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3294, top5_acc: 0.7538, loss_cls: 2.7127, loss: 2.7127 +2024-07-16 14:32:07,475 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 0:32:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.3412, top5_acc: 0.7506, loss_cls: 2.6778, loss: 2.6778 +2024-07-16 14:32:30,425 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 0:30:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.3394, top5_acc: 0.7619, loss_cls: 2.6604, loss: 2.6604 +2024-07-16 14:32:32,295 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-07-16 14:33:50,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 14:33:50,250 - pyskl - INFO - +top1_acc 0.1986 +top5_acc 0.5677 +2024-07-16 14:33:50,382 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-07-16 14:33:50,382 - pyskl - INFO - Best top1_acc is 0.1986 at 1 epoch. +2024-07-16 14:33:50,385 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.1986, top5_acc: 0.5677 +2024-07-16 14:34:31,094 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 1:07:17, time: 0.407, data_time: 0.179, memory: 6429, top1_acc: 0.3812, top5_acc: 0.7819, loss_cls: 2.5984, loss: 2.5984 +2024-07-16 14:34:53,956 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 1:03:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.3769, top5_acc: 0.7794, loss_cls: 2.5246, loss: 2.5246 +2024-07-16 14:35:16,819 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 1:00:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.3987, top5_acc: 0.8131, loss_cls: 2.4520, loss: 2.4520 +2024-07-16 14:35:39,670 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 0:57:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4331, top5_acc: 0.8087, loss_cls: 2.4156, loss: 2.4156 +2024-07-16 14:36:02,409 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 0:54:06, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.3975, top5_acc: 0.8244, loss_cls: 2.3932, loss: 2.3932 +2024-07-16 14:36:25,667 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 0:52:08, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.4300, top5_acc: 0.8163, loss_cls: 2.3425, loss: 2.3425 +2024-07-16 14:36:48,540 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 0:49:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4537, top5_acc: 0.8300, loss_cls: 2.2827, loss: 2.2827 +2024-07-16 14:37:11,554 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 0:47:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.4775, top5_acc: 0.8363, loss_cls: 2.2522, loss: 2.2522 +2024-07-16 14:37:34,526 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 0:45:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.4587, top5_acc: 0.8462, loss_cls: 2.2414, loss: 2.2414 +2024-07-16 14:37:57,466 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 0:42:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4719, top5_acc: 0.8488, loss_cls: 2.1758, loss: 2.1758 +2024-07-16 14:38:20,409 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 0:40:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.4550, top5_acc: 0.8519, loss_cls: 2.2225, loss: 2.2225 +2024-07-16 14:38:43,420 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 0:39:07, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.4700, top5_acc: 0.8612, loss_cls: 2.1802, loss: 2.1802 +2024-07-16 14:39:06,413 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 0:37:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5106, top5_acc: 0.8525, loss_cls: 2.1393, loss: 2.1393 +2024-07-16 14:39:29,356 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 0:35:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5031, top5_acc: 0.8656, loss_cls: 2.1013, loss: 2.1013 +2024-07-16 14:39:52,283 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 0:33:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5138, top5_acc: 0.8731, loss_cls: 2.0436, loss: 2.0436 +2024-07-16 14:40:15,261 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 0:32:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5294, top5_acc: 0.8712, loss_cls: 2.0220, loss: 2.0220 +2024-07-16 14:40:38,159 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 0:30:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5238, top5_acc: 0.8862, loss_cls: 1.9886, loss: 1.9886 +2024-07-16 14:41:01,112 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 0:29:00, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5381, top5_acc: 0.8838, loss_cls: 1.9470, loss: 1.9470 +2024-07-16 14:41:24,173 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 0:27:41, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5544, top5_acc: 0.8812, loss_cls: 1.9488, loss: 1.9488 +2024-07-16 14:41:47,241 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 0:26:25, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5356, top5_acc: 0.8806, loss_cls: 1.9402, loss: 1.9402 +2024-07-16 14:42:10,204 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 0:25:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5494, top5_acc: 0.8738, loss_cls: 1.9562, loss: 1.9562 +2024-07-16 14:42:33,223 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 0:23:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.5787, top5_acc: 0.8988, loss_cls: 1.8853, loss: 1.8853 +2024-07-16 14:42:56,124 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 0:22:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5400, top5_acc: 0.8862, loss_cls: 1.9400, loss: 1.9400 +2024-07-16 14:43:19,207 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 0:21:18, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.5931, top5_acc: 0.9075, loss_cls: 1.7989, loss: 1.7989 +2024-07-16 14:43:42,060 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 0:19:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5763, top5_acc: 0.8938, loss_cls: 1.8516, loss: 1.8516 +2024-07-16 14:43:43,848 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-07-16 14:45:01,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 14:45:01,859 - pyskl - INFO - +top1_acc 0.5011 +top5_acc 0.8414 +2024-07-16 14:45:01,863 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_1.pth was removed +2024-07-16 14:45:02,000 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-07-16 14:45:02,001 - pyskl - INFO - Best top1_acc is 0.5011 at 2 epoch. +2024-07-16 14:45:02,004 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5011, top5_acc: 0.8414 +2024-07-16 14:45:43,276 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 0:39:09, time: 0.413, data_time: 0.183, memory: 6429, top1_acc: 0.5800, top5_acc: 0.8944, loss_cls: 1.8264, loss: 1.8264 +2024-07-16 14:46:06,066 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 0:37:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5556, top5_acc: 0.8981, loss_cls: 1.8637, loss: 1.8637 +2024-07-16 14:46:28,912 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 0:35:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.5856, top5_acc: 0.8838, loss_cls: 1.8250, loss: 1.8250 +2024-07-16 14:46:51,945 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 0:34:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6069, top5_acc: 0.9213, loss_cls: 1.7362, loss: 1.7362 +2024-07-16 14:47:14,820 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 0:32:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5938, top5_acc: 0.9006, loss_cls: 1.8098, loss: 1.8098 +2024-07-16 14:47:37,710 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 0:31:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5850, top5_acc: 0.9213, loss_cls: 1.7549, loss: 1.7549 +2024-07-16 14:48:00,587 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 0:29:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5994, top5_acc: 0.9050, loss_cls: 1.7652, loss: 1.7652 +2024-07-16 14:48:23,445 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 0:28:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5750, top5_acc: 0.9062, loss_cls: 1.7939, loss: 1.7939 +2024-07-16 14:48:46,348 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 0:27:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6219, top5_acc: 0.9038, loss_cls: 1.6919, loss: 1.6919 +2024-07-16 14:49:09,221 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 0:25:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6062, top5_acc: 0.9175, loss_cls: 1.7160, loss: 1.7160 +2024-07-16 14:49:32,137 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 0:24:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6081, top5_acc: 0.9106, loss_cls: 1.7121, loss: 1.7121 +2024-07-16 14:49:54,988 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 0:23:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.5900, top5_acc: 0.9119, loss_cls: 1.7667, loss: 1.7667 +2024-07-16 14:50:17,914 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 0:22:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6288, top5_acc: 0.9194, loss_cls: 1.6652, loss: 1.6652 +2024-07-16 14:50:40,892 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 0:20:57, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6056, top5_acc: 0.9163, loss_cls: 1.7203, loss: 1.7203 +2024-07-16 14:51:03,740 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 0:19:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6444, top5_acc: 0.9244, loss_cls: 1.5785, loss: 1.5785 +2024-07-16 14:51:26,576 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 0:18:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6288, top5_acc: 0.9225, loss_cls: 1.6262, loss: 1.6262 +2024-07-16 14:51:49,479 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 0:17:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6181, top5_acc: 0.9081, loss_cls: 1.7267, loss: 1.7267 +2024-07-16 14:52:12,709 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 0:16:35, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6131, top5_acc: 0.9144, loss_cls: 1.6768, loss: 1.6768 +2024-07-16 14:52:35,568 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 0:15:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6438, top5_acc: 0.9244, loss_cls: 1.5851, loss: 1.5851 +2024-07-16 14:52:58,458 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 0:14:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6131, top5_acc: 0.9294, loss_cls: 1.6110, loss: 1.6110 +2024-07-16 14:53:21,323 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 0:13:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6212, top5_acc: 0.9231, loss_cls: 1.6449, loss: 1.6449 +2024-07-16 14:53:44,184 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 0:12:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6456, top5_acc: 0.9263, loss_cls: 1.5786, loss: 1.5786 +2024-07-16 14:54:06,944 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 0:11:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6300, top5_acc: 0.9306, loss_cls: 1.6244, loss: 1.6244 +2024-07-16 14:54:29,855 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 0:10:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6306, top5_acc: 0.9269, loss_cls: 1.6235, loss: 1.6235 +2024-07-16 14:54:52,698 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 0:09:07, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6587, top5_acc: 0.9269, loss_cls: 1.5015, loss: 1.5015 +2024-07-16 14:54:54,520 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-07-16 14:56:12,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 14:56:12,193 - pyskl - INFO - +top1_acc 0.5875 +top5_acc 0.8945 +2024-07-16 14:56:12,198 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_2.pth was removed +2024-07-16 14:56:12,329 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-07-16 14:56:12,329 - pyskl - INFO - Best top1_acc is 0.5875 at 3 epoch. +2024-07-16 14:56:12,332 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.5875, top5_acc: 0.8945 +2024-07-16 14:56:52,786 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 0:21:08, time: 0.405, data_time: 0.176, memory: 6429, top1_acc: 0.6250, top5_acc: 0.9244, loss_cls: 1.6287, loss: 1.6287 +2024-07-16 14:57:15,599 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 0:19:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6488, top5_acc: 0.9437, loss_cls: 1.5255, loss: 1.5255 +2024-07-16 14:57:38,440 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 0:18:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6406, top5_acc: 0.9263, loss_cls: 1.5810, loss: 1.5810 +2024-07-16 14:58:01,383 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 0:17:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6900, top5_acc: 0.9294, loss_cls: 1.4890, loss: 1.4890 +2024-07-16 14:58:24,288 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 0:16:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6506, top5_acc: 0.9375, loss_cls: 1.5301, loss: 1.5301 +2024-07-16 14:58:47,191 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 0:15:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6575, top5_acc: 0.9337, loss_cls: 1.5156, loss: 1.5156 +2024-07-16 14:59:10,085 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 0:14:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6750, top5_acc: 0.9369, loss_cls: 1.5036, loss: 1.5036 +2024-07-16 14:59:32,983 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 0:13:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6531, top5_acc: 0.9325, loss_cls: 1.5481, loss: 1.5481 +2024-07-16 14:59:55,858 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 0:12:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6488, top5_acc: 0.9350, loss_cls: 1.5269, loss: 1.5269 +2024-07-16 15:00:18,754 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 0:11:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6725, top5_acc: 0.9337, loss_cls: 1.4932, loss: 1.4932 +2024-07-16 15:00:41,630 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 0:10:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6556, top5_acc: 0.9313, loss_cls: 1.5342, loss: 1.5342 +2024-07-16 15:01:04,543 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 0:09:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6769, top5_acc: 0.9481, loss_cls: 1.4182, loss: 1.4182 +2024-07-16 15:01:27,440 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 0:08:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6525, top5_acc: 0.9325, loss_cls: 1.5146, loss: 1.5146 +2024-07-16 15:01:50,301 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 0:07:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6694, top5_acc: 0.9363, loss_cls: 1.4822, loss: 1.4822 +2024-07-16 15:02:13,203 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 0:06:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6800, top5_acc: 0.9313, loss_cls: 1.4709, loss: 1.4709 +2024-07-16 15:02:36,076 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 0:05:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6700, top5_acc: 0.9363, loss_cls: 1.4765, loss: 1.4765 +2024-07-16 15:02:58,937 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 0:05:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6694, top5_acc: 0.9419, loss_cls: 1.4790, loss: 1.4790 +2024-07-16 15:03:21,901 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 0:04:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6794, top5_acc: 0.9425, loss_cls: 1.4437, loss: 1.4437 +2024-07-16 15:03:45,069 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 0:03:29, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7013, top5_acc: 0.9469, loss_cls: 1.3771, loss: 1.3771 +2024-07-16 15:04:08,314 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 0:02:50, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6813, top5_acc: 0.9419, loss_cls: 1.3863, loss: 1.3863 +2024-07-16 15:04:31,481 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 0:02:09, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6787, top5_acc: 0.9500, loss_cls: 1.3810, loss: 1.3810 +2024-07-16 15:04:54,496 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 0:01:22, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6887, top5_acc: 0.9444, loss_cls: 1.3918, loss: 1.3918 +2024-07-16 15:05:17,468 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 0:00:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6819, top5_acc: 0.9344, loss_cls: 1.4273, loss: 1.4273 +2024-07-16 15:05:40,441 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 23:59:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6919, top5_acc: 0.9444, loss_cls: 1.3921, loss: 1.3921 +2024-07-16 15:06:03,370 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 23:58:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6756, top5_acc: 0.9394, loss_cls: 1.4084, loss: 1.4084 +2024-07-16 15:06:05,250 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-07-16 15:07:22,828 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:07:22,896 - pyskl - INFO - +top1_acc 0.5370 +top5_acc 0.8808 +2024-07-16 15:07:22,898 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.5370, top5_acc: 0.8808 +2024-07-16 15:08:03,337 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 0:07:51, time: 0.404, data_time: 0.176, memory: 6429, top1_acc: 0.6881, top5_acc: 0.9463, loss_cls: 1.3803, loss: 1.3803 +2024-07-16 15:08:26,198 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 0:06:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7063, top5_acc: 0.9500, loss_cls: 1.3687, loss: 1.3687 +2024-07-16 15:08:49,068 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 0:06:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6975, top5_acc: 0.9356, loss_cls: 1.4208, loss: 1.4208 +2024-07-16 15:09:11,960 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 0:05:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6981, top5_acc: 0.9494, loss_cls: 1.3658, loss: 1.3658 +2024-07-16 15:09:34,868 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 0:04:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6937, top5_acc: 0.9456, loss_cls: 1.4005, loss: 1.4005 +2024-07-16 15:09:57,792 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 0:03:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7037, top5_acc: 0.9531, loss_cls: 1.3616, loss: 1.3616 +2024-07-16 15:10:20,737 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 0:02:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6806, top5_acc: 0.9444, loss_cls: 1.4063, loss: 1.4063 +2024-07-16 15:10:43,582 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 0:01:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6969, top5_acc: 0.9450, loss_cls: 1.3989, loss: 1.3989 +2024-07-16 15:11:06,457 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 0:00:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7087, top5_acc: 0.9494, loss_cls: 1.3645, loss: 1.3645 +2024-07-16 15:11:29,341 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 0:00:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6831, top5_acc: 0.9487, loss_cls: 1.4035, loss: 1.4035 +2024-07-16 15:11:52,235 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 23:59:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7087, top5_acc: 0.9550, loss_cls: 1.3404, loss: 1.3404 +2024-07-16 15:12:15,115 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 23:58:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6906, top5_acc: 0.9494, loss_cls: 1.3649, loss: 1.3649 +2024-07-16 15:12:37,999 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 23:57:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6913, top5_acc: 0.9425, loss_cls: 1.4128, loss: 1.4128 +2024-07-16 15:13:00,929 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 23:56:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6937, top5_acc: 0.9481, loss_cls: 1.3967, loss: 1.3967 +2024-07-16 15:13:23,814 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 23:55:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7094, top5_acc: 0.9419, loss_cls: 1.3544, loss: 1.3544 +2024-07-16 15:13:46,736 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 23:55:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7087, top5_acc: 0.9350, loss_cls: 1.3583, loss: 1.3583 +2024-07-16 15:14:09,648 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 23:54:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6906, top5_acc: 0.9400, loss_cls: 1.4117, loss: 1.4117 +2024-07-16 15:14:32,514 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 23:53:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6963, top5_acc: 0.9456, loss_cls: 1.3880, loss: 1.3880 +2024-07-16 15:14:55,410 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 23:52:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6844, top5_acc: 0.9419, loss_cls: 1.3944, loss: 1.3944 +2024-07-16 15:15:18,330 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 23:52:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9494, loss_cls: 1.3088, loss: 1.3088 +2024-07-16 15:15:41,164 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 23:51:21, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7075, top5_acc: 0.9456, loss_cls: 1.3440, loss: 1.3440 +2024-07-16 15:16:04,025 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 23:50:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6850, top5_acc: 0.9437, loss_cls: 1.3691, loss: 1.3691 +2024-07-16 15:16:26,898 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 23:49:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6775, top5_acc: 0.9400, loss_cls: 1.4164, loss: 1.4164 +2024-07-16 15:16:49,740 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 23:49:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6937, top5_acc: 0.9481, loss_cls: 1.3501, loss: 1.3501 +2024-07-16 15:17:12,591 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 23:48:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7106, top5_acc: 0.9425, loss_cls: 1.3394, loss: 1.3394 +2024-07-16 15:17:14,416 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-07-16 15:18:31,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:18:32,051 - pyskl - INFO - +top1_acc 0.6663 +top5_acc 0.9230 +2024-07-16 15:18:32,056 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_3.pth was removed +2024-07-16 15:18:32,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2024-07-16 15:18:32,197 - pyskl - INFO - Best top1_acc is 0.6663 at 5 epoch. +2024-07-16 15:18:32,199 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6663, top5_acc: 0.9230 +2024-07-16 15:19:13,070 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 23:55:30, time: 0.409, data_time: 0.179, memory: 6429, top1_acc: 0.7013, top5_acc: 0.9487, loss_cls: 1.3198, loss: 1.3198 +2024-07-16 15:19:35,994 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 23:54:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7019, top5_acc: 0.9475, loss_cls: 1.3674, loss: 1.3674 +2024-07-16 15:19:58,876 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 23:53:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7144, top5_acc: 0.9463, loss_cls: 1.3433, loss: 1.3433 +2024-07-16 15:20:21,877 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 23:53:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7150, top5_acc: 0.9531, loss_cls: 1.2865, loss: 1.2865 +2024-07-16 15:20:44,831 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 23:52:30, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7044, top5_acc: 0.9500, loss_cls: 1.3343, loss: 1.3343 +2024-07-16 15:21:07,816 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 23:51:47, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7325, top5_acc: 0.9606, loss_cls: 1.2251, loss: 1.2251 +2024-07-16 15:21:30,824 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 23:51:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7212, top5_acc: 0.9456, loss_cls: 1.2981, loss: 1.2981 +2024-07-16 15:21:53,661 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 23:50:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7119, top5_acc: 0.9506, loss_cls: 1.3337, loss: 1.3337 +2024-07-16 15:22:16,463 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 23:49:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7019, top5_acc: 0.9437, loss_cls: 1.3536, loss: 1.3536 +2024-07-16 15:22:39,724 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 23:48:57, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.6937, top5_acc: 0.9413, loss_cls: 1.3775, loss: 1.3775 +2024-07-16 15:23:02,561 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 23:48:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6987, top5_acc: 0.9463, loss_cls: 1.3522, loss: 1.3522 +2024-07-16 15:23:25,380 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 23:47:25, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.6950, top5_acc: 0.9531, loss_cls: 1.3313, loss: 1.3313 +2024-07-16 15:23:48,429 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 23:46:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7169, top5_acc: 0.9500, loss_cls: 1.2753, loss: 1.2753 +2024-07-16 15:24:11,656 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 23:46:12, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.6950, top5_acc: 0.9481, loss_cls: 1.3610, loss: 1.3610 +2024-07-16 15:24:34,512 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 23:45:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6756, top5_acc: 0.9437, loss_cls: 1.4598, loss: 1.4598 +2024-07-16 15:24:57,433 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 23:44:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7219, top5_acc: 0.9506, loss_cls: 1.2771, loss: 1.2771 +2024-07-16 15:25:20,388 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 23:44:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7037, top5_acc: 0.9481, loss_cls: 1.3807, loss: 1.3807 +2024-07-16 15:25:43,486 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 23:43:28, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7219, top5_acc: 0.9481, loss_cls: 1.3020, loss: 1.3020 +2024-07-16 15:26:06,405 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 23:42:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7350, top5_acc: 0.9463, loss_cls: 1.2564, loss: 1.2564 +2024-07-16 15:26:29,397 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 23:42:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7013, top5_acc: 0.9437, loss_cls: 1.3523, loss: 1.3523 +2024-07-16 15:26:52,429 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 23:41:30, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7231, top5_acc: 0.9531, loss_cls: 1.2965, loss: 1.2965 +2024-07-16 15:27:15,505 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 23:40:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9519, loss_cls: 1.2212, loss: 1.2212 +2024-07-16 15:27:38,540 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 23:40:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7181, top5_acc: 0.9513, loss_cls: 1.2934, loss: 1.2934 +2024-07-16 15:28:01,577 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 23:39:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.6975, top5_acc: 0.9444, loss_cls: 1.3406, loss: 1.3406 +2024-07-16 15:28:24,604 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 23:39:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7125, top5_acc: 0.9475, loss_cls: 1.3028, loss: 1.3028 +2024-07-16 15:28:26,441 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-07-16 15:29:43,762 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:29:43,831 - pyskl - INFO - +top1_acc 0.6949 +top5_acc 0.9330 +2024-07-16 15:29:43,835 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_5.pth was removed +2024-07-16 15:29:43,962 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2024-07-16 15:29:43,962 - pyskl - INFO - Best top1_acc is 0.6949 at 6 epoch. +2024-07-16 15:29:43,965 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.6949, top5_acc: 0.9330 +2024-07-16 15:30:24,267 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 23:44:40, time: 0.403, data_time: 0.174, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9569, loss_cls: 1.2040, loss: 1.2040 +2024-07-16 15:30:47,047 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 23:43:55, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7125, top5_acc: 0.9513, loss_cls: 1.2708, loss: 1.2708 +2024-07-16 15:31:09,825 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 23:43:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9625, loss_cls: 1.2406, loss: 1.2406 +2024-07-16 15:31:32,628 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 23:42:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7200, top5_acc: 0.9581, loss_cls: 1.2484, loss: 1.2484 +2024-07-16 15:31:55,451 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 23:41:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 1.2457, loss: 1.2457 +2024-07-16 15:32:18,373 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 23:41:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.6987, top5_acc: 0.9525, loss_cls: 1.3197, loss: 1.3197 +2024-07-16 15:32:41,189 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 23:40:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7344, top5_acc: 0.9475, loss_cls: 1.2715, loss: 1.2715 +2024-07-16 15:33:04,052 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 23:39:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7119, top5_acc: 0.9563, loss_cls: 1.2896, loss: 1.2896 +2024-07-16 15:33:26,892 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 23:38:54, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7231, top5_acc: 0.9444, loss_cls: 1.3221, loss: 1.3221 +2024-07-16 15:33:49,724 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 23:38:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7319, top5_acc: 0.9594, loss_cls: 1.2251, loss: 1.2251 +2024-07-16 15:34:12,597 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 23:37:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7238, top5_acc: 0.9625, loss_cls: 1.2505, loss: 1.2505 +2024-07-16 15:34:35,471 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 23:36:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7175, top5_acc: 0.9575, loss_cls: 1.2700, loss: 1.2700 +2024-07-16 15:34:58,362 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 23:36:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9587, loss_cls: 1.2668, loss: 1.2668 +2024-07-16 15:35:21,267 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 23:35:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 1.3055, loss: 1.3055 +2024-07-16 15:35:44,208 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 23:34:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7294, top5_acc: 0.9594, loss_cls: 1.2384, loss: 1.2384 +2024-07-16 15:36:07,152 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 23:34:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9525, loss_cls: 1.2450, loss: 1.2450 +2024-07-16 15:36:30,116 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 23:33:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7188, top5_acc: 0.9563, loss_cls: 1.2672, loss: 1.2672 +2024-07-16 15:36:53,067 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 23:32:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9581, loss_cls: 1.2254, loss: 1.2254 +2024-07-16 15:37:15,966 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 23:32:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7175, top5_acc: 0.9406, loss_cls: 1.2999, loss: 1.2999 +2024-07-16 15:37:38,884 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 23:31:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7169, top5_acc: 0.9525, loss_cls: 1.2865, loss: 1.2865 +2024-07-16 15:38:01,945 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 23:31:07, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7306, top5_acc: 0.9556, loss_cls: 1.2284, loss: 1.2284 +2024-07-16 15:38:24,943 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 23:30:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7181, top5_acc: 0.9419, loss_cls: 1.3085, loss: 1.3085 +2024-07-16 15:38:47,855 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 23:29:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7144, top5_acc: 0.9463, loss_cls: 1.2843, loss: 1.2843 +2024-07-16 15:39:10,788 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 23:29:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7238, top5_acc: 0.9506, loss_cls: 1.2512, loss: 1.2512 +2024-07-16 15:39:33,707 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 23:28:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7163, top5_acc: 0.9475, loss_cls: 1.3145, loss: 1.3145 +2024-07-16 15:39:35,492 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-07-16 15:40:53,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:40:53,168 - pyskl - INFO - +top1_acc 0.5949 +top5_acc 0.8964 +2024-07-16 15:40:53,170 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.5949, top5_acc: 0.8964 +2024-07-16 15:41:33,618 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 23:33:27, time: 0.404, data_time: 0.175, memory: 6429, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 1.1920, loss: 1.1920 +2024-07-16 15:41:56,421 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 23:32:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9644, loss_cls: 1.1537, loss: 1.1537 +2024-07-16 15:42:19,192 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 23:32:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9587, loss_cls: 1.2370, loss: 1.2370 +2024-07-16 15:42:41,973 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 23:31:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9563, loss_cls: 1.2467, loss: 1.2467 +2024-07-16 15:43:04,849 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 23:30:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9600, loss_cls: 1.2074, loss: 1.2074 +2024-07-16 15:43:27,782 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 23:30:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7181, top5_acc: 0.9619, loss_cls: 1.2443, loss: 1.2443 +2024-07-16 15:43:50,636 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 23:29:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9544, loss_cls: 1.2526, loss: 1.2526 +2024-07-16 15:44:13,564 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 23:28:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7325, top5_acc: 0.9550, loss_cls: 1.2455, loss: 1.2455 +2024-07-16 15:44:36,410 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 23:28:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 1.1897, loss: 1.1897 +2024-07-16 15:44:59,323 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 23:27:33, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9494, loss_cls: 1.2442, loss: 1.2442 +2024-07-16 15:45:22,245 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 23:26:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7200, top5_acc: 0.9563, loss_cls: 1.2530, loss: 1.2530 +2024-07-16 15:45:45,200 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 23:26:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9563, loss_cls: 1.2215, loss: 1.2215 +2024-07-16 15:46:08,206 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 23:25:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9519, loss_cls: 1.2057, loss: 1.2057 +2024-07-16 15:46:31,489 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 23:25:13, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7231, top5_acc: 0.9500, loss_cls: 1.2298, loss: 1.2298 +2024-07-16 15:46:54,772 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 23:24:43, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9487, loss_cls: 1.2877, loss: 1.2877 +2024-07-16 15:47:17,776 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 23:24:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9650, loss_cls: 1.1198, loss: 1.1198 +2024-07-16 15:47:40,740 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 23:23:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7425, top5_acc: 0.9600, loss_cls: 1.1819, loss: 1.1819 +2024-07-16 15:48:03,442 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 23:22:52, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 1.2162, loss: 1.2162 +2024-07-16 15:48:26,474 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 23:22:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7137, top5_acc: 0.9463, loss_cls: 1.2615, loss: 1.2615 +2024-07-16 15:48:49,405 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 23:21:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7231, top5_acc: 0.9606, loss_cls: 1.2430, loss: 1.2430 +2024-07-16 15:49:12,247 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 23:21:05, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9581, loss_cls: 1.2593, loss: 1.2593 +2024-07-16 15:49:35,138 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 23:20:29, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7244, top5_acc: 0.9575, loss_cls: 1.2411, loss: 1.2411 +2024-07-16 15:49:57,992 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 23:19:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9569, loss_cls: 1.2379, loss: 1.2379 +2024-07-16 15:50:20,853 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 23:19:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7375, top5_acc: 0.9544, loss_cls: 1.2074, loss: 1.2074 +2024-07-16 15:50:44,034 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 23:18:44, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7294, top5_acc: 0.9600, loss_cls: 1.2296, loss: 1.2296 +2024-07-16 15:50:45,910 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-07-16 15:52:03,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 15:52:03,442 - pyskl - INFO - +top1_acc 0.5546 +top5_acc 0.8852 +2024-07-16 15:52:03,444 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.5546, top5_acc: 0.8852 +2024-07-16 15:52:43,750 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 23:22:49, time: 0.403, data_time: 0.175, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9563, loss_cls: 1.2015, loss: 1.2015 +2024-07-16 15:53:06,566 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 23:22:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9569, loss_cls: 1.2065, loss: 1.2065 +2024-07-16 15:53:29,380 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 23:21:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9581, loss_cls: 1.1420, loss: 1.1420 +2024-07-16 15:53:52,187 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 23:20:54, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9663, loss_cls: 1.1719, loss: 1.1719 +2024-07-16 15:54:14,989 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 23:20:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7344, top5_acc: 0.9587, loss_cls: 1.2114, loss: 1.2114 +2024-07-16 15:54:37,880 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 23:19:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7375, top5_acc: 0.9531, loss_cls: 1.2265, loss: 1.2265 +2024-07-16 15:55:00,818 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 23:19:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 1.1910, loss: 1.1910 +2024-07-16 15:55:23,768 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 23:18:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7219, top5_acc: 0.9463, loss_cls: 1.2772, loss: 1.2772 +2024-07-16 15:55:46,694 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 23:17:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9619, loss_cls: 1.1817, loss: 1.1817 +2024-07-16 15:56:09,619 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 23:17:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.1844, loss: 1.1844 +2024-07-16 15:56:32,560 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 23:16:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7131, top5_acc: 0.9581, loss_cls: 1.2425, loss: 1.2425 +2024-07-16 15:56:55,402 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 23:16:06, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7250, top5_acc: 0.9544, loss_cls: 1.2321, loss: 1.2321 +2024-07-16 15:57:18,275 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 23:15:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 1.1880, loss: 1.1880 +2024-07-16 15:57:41,160 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 23:14:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9550, loss_cls: 1.2154, loss: 1.2154 +2024-07-16 15:58:04,044 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 23:14:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9631, loss_cls: 1.1202, loss: 1.1202 +2024-07-16 15:58:26,957 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 23:13:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9594, loss_cls: 1.1970, loss: 1.1970 +2024-07-16 15:58:49,851 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 23:13:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9537, loss_cls: 1.1941, loss: 1.1941 +2024-07-16 15:59:12,804 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 23:12:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9587, loss_cls: 1.1662, loss: 1.1662 +2024-07-16 15:59:35,688 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 23:11:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 1.1613, loss: 1.1613 +2024-07-16 15:59:58,583 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 23:11:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9525, loss_cls: 1.2040, loss: 1.2040 +2024-07-16 16:00:21,461 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 23:10:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9656, loss_cls: 1.1368, loss: 1.1368 +2024-07-16 16:00:44,365 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 23:10:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 1.1220, loss: 1.1220 +2024-07-16 16:01:07,268 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 23:09:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7338, top5_acc: 0.9506, loss_cls: 1.2027, loss: 1.2027 +2024-07-16 16:01:30,186 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 23:09:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7256, top5_acc: 0.9487, loss_cls: 1.2763, loss: 1.2763 +2024-07-16 16:01:53,365 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 23:08:36, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.2418, loss: 1.2418 +2024-07-16 16:01:55,273 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-07-16 16:03:12,924 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:03:12,994 - pyskl - INFO - +top1_acc 0.6016 +top5_acc 0.8930 +2024-07-16 16:03:12,997 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.6016, top5_acc: 0.8930 +2024-07-16 16:03:53,626 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 23:12:15, time: 0.406, data_time: 0.177, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.1595, loss: 1.1595 +2024-07-16 16:04:16,407 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 23:11:38, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7412, top5_acc: 0.9569, loss_cls: 1.1791, loss: 1.1791 +2024-07-16 16:04:39,249 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 23:11:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9525, loss_cls: 1.2270, loss: 1.2270 +2024-07-16 16:05:02,165 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 23:10:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9619, loss_cls: 1.1665, loss: 1.1665 +2024-07-16 16:05:25,033 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 23:09:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9544, loss_cls: 1.1871, loss: 1.1871 +2024-07-16 16:05:47,962 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 23:09:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9656, loss_cls: 1.1450, loss: 1.1450 +2024-07-16 16:06:10,930 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 23:08:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7325, top5_acc: 0.9581, loss_cls: 1.1746, loss: 1.1746 +2024-07-16 16:06:33,928 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 23:08:10, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 1.1737, loss: 1.1737 +2024-07-16 16:06:56,853 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 23:07:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9606, loss_cls: 1.1369, loss: 1.1369 +2024-07-16 16:07:19,783 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 23:07:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9587, loss_cls: 1.2147, loss: 1.2147 +2024-07-16 16:07:42,727 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 23:06:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9581, loss_cls: 1.1986, loss: 1.1986 +2024-07-16 16:08:05,753 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 23:05:56, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9544, loss_cls: 1.1906, loss: 1.1906 +2024-07-16 16:08:28,748 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 23:05:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7350, top5_acc: 0.9531, loss_cls: 1.2003, loss: 1.2003 +2024-07-16 16:08:51,732 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 23:04:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9606, loss_cls: 1.1836, loss: 1.1836 +2024-07-16 16:09:14,716 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 23:04:18, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9694, loss_cls: 1.1232, loss: 1.1232 +2024-07-16 16:09:37,728 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 23:03:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7325, top5_acc: 0.9563, loss_cls: 1.1981, loss: 1.1981 +2024-07-16 16:10:00,722 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 23:03:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9581, loss_cls: 1.1669, loss: 1.1669 +2024-07-16 16:10:23,706 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 23:02:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9531, loss_cls: 1.1961, loss: 1.1961 +2024-07-16 16:10:46,684 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 23:02:08, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9644, loss_cls: 1.1038, loss: 1.1038 +2024-07-16 16:11:09,840 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 23:01:38, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 1.1602, loss: 1.1602 +2024-07-16 16:11:32,943 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 23:01:07, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9606, loss_cls: 1.1030, loss: 1.1030 +2024-07-16 16:11:55,949 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 23:00:35, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9587, loss_cls: 1.1687, loss: 1.1687 +2024-07-16 16:12:18,859 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 23:00:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9587, loss_cls: 1.1505, loss: 1.1505 +2024-07-16 16:12:41,800 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 22:59:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7312, top5_acc: 0.9494, loss_cls: 1.2310, loss: 1.2310 +2024-07-16 16:13:04,691 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 22:58:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 1.1726, loss: 1.1726 +2024-07-16 16:13:06,538 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-07-16 16:14:23,971 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:14:24,040 - pyskl - INFO - +top1_acc 0.7055 +top5_acc 0.9477 +2024-07-16 16:14:24,044 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_6.pth was removed +2024-07-16 16:14:24,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2024-07-16 16:14:24,177 - pyskl - INFO - Best top1_acc is 0.7055 at 10 epoch. +2024-07-16 16:14:24,180 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7055, top5_acc: 0.9477 +2024-07-16 16:15:04,774 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 23:02:09, time: 0.406, data_time: 0.177, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9563, loss_cls: 1.1270, loss: 1.1270 +2024-07-16 16:15:27,531 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 23:01:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.0846, loss: 1.0846 +2024-07-16 16:15:50,334 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 23:00:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9644, loss_cls: 1.1456, loss: 1.1456 +2024-07-16 16:16:13,225 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 23:00:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7281, top5_acc: 0.9581, loss_cls: 1.1814, loss: 1.1814 +2024-07-16 16:16:36,459 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 22:59:54, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9581, loss_cls: 1.1564, loss: 1.1564 +2024-07-16 16:16:59,560 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 22:59:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 1.1559, loss: 1.1559 +2024-07-16 16:17:22,522 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 22:58:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9556, loss_cls: 1.1979, loss: 1.1979 +2024-07-16 16:17:45,411 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 22:58:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9587, loss_cls: 1.1577, loss: 1.1577 +2024-07-16 16:18:08,264 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 22:57:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9581, loss_cls: 1.1102, loss: 1.1102 +2024-07-16 16:18:31,171 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 22:57:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9500, loss_cls: 1.2262, loss: 1.2262 +2024-07-16 16:18:54,064 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 22:56:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9600, loss_cls: 1.1575, loss: 1.1575 +2024-07-16 16:19:17,089 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 22:56:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7300, top5_acc: 0.9544, loss_cls: 1.2152, loss: 1.2152 +2024-07-16 16:19:40,133 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 22:55:34, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9631, loss_cls: 1.1388, loss: 1.1388 +2024-07-16 16:20:03,147 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 22:55:02, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9631, loss_cls: 1.1543, loss: 1.1543 +2024-07-16 16:20:26,118 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 22:54:30, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7488, top5_acc: 0.9656, loss_cls: 1.1311, loss: 1.1311 +2024-07-16 16:20:48,965 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 22:53:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 1.1119, loss: 1.1119 +2024-07-16 16:21:11,734 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 22:53:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7538, top5_acc: 0.9637, loss_cls: 1.1149, loss: 1.1149 +2024-07-16 16:21:34,524 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 22:52:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7538, top5_acc: 0.9644, loss_cls: 1.1196, loss: 1.1196 +2024-07-16 16:21:57,354 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 22:52:14, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9669, loss_cls: 1.0765, loss: 1.0765 +2024-07-16 16:22:20,342 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 22:51:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 1.1393, loss: 1.1393 +2024-07-16 16:22:43,342 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 22:51:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7350, top5_acc: 0.9619, loss_cls: 1.1641, loss: 1.1641 +2024-07-16 16:23:06,366 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 22:50:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 1.1352, loss: 1.1352 +2024-07-16 16:23:29,299 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 22:50:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 1.1291, loss: 1.1291 +2024-07-16 16:23:52,521 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 22:49:41, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9556, loss_cls: 1.1664, loss: 1.1664 +2024-07-16 16:24:15,445 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 22:49:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 1.1222, loss: 1.1222 +2024-07-16 16:24:17,289 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-07-16 16:25:34,939 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:25:35,008 - pyskl - INFO - +top1_acc 0.7232 +top5_acc 0.9421 +2024-07-16 16:25:35,012 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_10.pth was removed +2024-07-16 16:25:35,138 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2024-07-16 16:25:35,138 - pyskl - INFO - Best top1_acc is 0.7232 at 11 epoch. +2024-07-16 16:25:35,140 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7232, top5_acc: 0.9421 +2024-07-16 16:26:15,454 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 22:51:57, time: 0.403, data_time: 0.175, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9700, loss_cls: 1.0832, loss: 1.0832 +2024-07-16 16:26:38,279 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 22:51:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7469, top5_acc: 0.9594, loss_cls: 1.1448, loss: 1.1448 +2024-07-16 16:27:01,057 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 22:50:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.1506, loss: 1.1506 +2024-07-16 16:27:23,895 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 22:50:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9744, loss_cls: 1.0672, loss: 1.0672 +2024-07-16 16:27:46,693 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 22:49:41, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9706, loss_cls: 1.0314, loss: 1.0314 +2024-07-16 16:28:09,752 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 22:49:10, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 1.1615, loss: 1.1615 +2024-07-16 16:28:32,550 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 22:48:36, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7325, top5_acc: 0.9475, loss_cls: 1.2194, loss: 1.2194 +2024-07-16 16:28:55,372 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 22:48:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9631, loss_cls: 1.1293, loss: 1.1293 +2024-07-16 16:29:18,236 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 22:47:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 1.1136, loss: 1.1136 +2024-07-16 16:29:41,086 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 22:46:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9700, loss_cls: 1.0322, loss: 1.0322 +2024-07-16 16:30:03,942 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 22:46:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9706, loss_cls: 1.0910, loss: 1.0910 +2024-07-16 16:30:26,770 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 22:45:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9631, loss_cls: 1.1062, loss: 1.1062 +2024-07-16 16:30:49,600 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 22:45:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 1.1930, loss: 1.1930 +2024-07-16 16:31:12,430 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 22:44:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9644, loss_cls: 1.1146, loss: 1.1146 +2024-07-16 16:31:35,319 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 22:44:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 1.0770, loss: 1.0770 +2024-07-16 16:31:58,247 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 22:43:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7556, top5_acc: 0.9675, loss_cls: 1.0980, loss: 1.0980 +2024-07-16 16:32:21,184 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 22:43:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9581, loss_cls: 1.1504, loss: 1.1504 +2024-07-16 16:32:44,092 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 22:42:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 1.0743, loss: 1.0743 +2024-07-16 16:33:06,979 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 22:42:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9563, loss_cls: 1.1467, loss: 1.1467 +2024-07-16 16:33:29,934 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 22:41:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9613, loss_cls: 1.1377, loss: 1.1377 +2024-07-16 16:33:52,999 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 22:41:06, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9594, loss_cls: 1.1030, loss: 1.1030 +2024-07-16 16:34:15,999 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 22:40:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9544, loss_cls: 1.1935, loss: 1.1935 +2024-07-16 16:34:39,005 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 22:40:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 1.1195, loss: 1.1195 +2024-07-16 16:35:02,095 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 22:39:36, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 1.0900, loss: 1.0900 +2024-07-16 16:35:25,087 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 22:39:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9656, loss_cls: 1.0699, loss: 1.0699 +2024-07-16 16:35:26,926 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-07-16 16:36:44,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:36:44,527 - pyskl - INFO - +top1_acc 0.5590 +top5_acc 0.8647 +2024-07-16 16:36:44,529 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.5590, top5_acc: 0.8647 +2024-07-16 16:37:25,167 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 22:41:40, time: 0.406, data_time: 0.178, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 1.0435, loss: 1.0435 +2024-07-16 16:37:48,026 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 22:41:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9606, loss_cls: 1.1396, loss: 1.1396 +2024-07-16 16:38:10,861 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 22:40:35, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 1.1512, loss: 1.1512 +2024-07-16 16:38:33,651 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 22:40:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7594, top5_acc: 0.9650, loss_cls: 1.1061, loss: 1.1061 +2024-07-16 16:38:56,439 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 22:39:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 1.0658, loss: 1.0658 +2024-07-16 16:39:19,293 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 22:38:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 1.0577, loss: 1.0577 +2024-07-16 16:39:42,127 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 22:38:24, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 1.0454, loss: 1.0454 +2024-07-16 16:40:04,968 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 22:37:52, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 1.0888, loss: 1.0888 +2024-07-16 16:40:27,776 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 22:37:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 1.1131, loss: 1.1131 +2024-07-16 16:40:50,622 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 22:36:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9600, loss_cls: 1.0952, loss: 1.0952 +2024-07-16 16:41:13,588 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 22:36:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 1.0845, loss: 1.0845 +2024-07-16 16:41:36,587 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 22:35:46, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9587, loss_cls: 1.0815, loss: 1.0815 +2024-07-16 16:41:59,529 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 22:35:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9600, loss_cls: 1.0880, loss: 1.0880 +2024-07-16 16:42:22,470 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 22:34:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9606, loss_cls: 1.1075, loss: 1.1075 +2024-07-16 16:42:45,404 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 22:34:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7212, top5_acc: 0.9556, loss_cls: 1.2194, loss: 1.2194 +2024-07-16 16:43:08,366 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 22:33:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 1.0506, loss: 1.0506 +2024-07-16 16:43:31,263 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 22:33:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9656, loss_cls: 1.1211, loss: 1.1211 +2024-07-16 16:43:54,241 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 22:32:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 1.1075, loss: 1.1075 +2024-07-16 16:44:17,184 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 22:32:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9600, loss_cls: 1.1350, loss: 1.1350 +2024-07-16 16:44:40,160 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 22:31:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9700, loss_cls: 1.0305, loss: 1.0305 +2024-07-16 16:45:03,291 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 22:31:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9581, loss_cls: 1.1311, loss: 1.1311 +2024-07-16 16:45:26,342 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 22:30:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9637, loss_cls: 1.1208, loss: 1.1208 +2024-07-16 16:45:49,401 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 22:30:14, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9681, loss_cls: 1.1218, loss: 1.1218 +2024-07-16 16:46:12,696 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 22:29:47, time: 0.233, data_time: 0.000, memory: 6429, top1_acc: 0.7644, top5_acc: 0.9750, loss_cls: 1.0340, loss: 1.0340 +2024-07-16 16:46:35,669 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 22:29:17, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 1.0843, loss: 1.0843 +2024-07-16 16:46:37,555 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-07-16 16:47:55,110 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:47:55,180 - pyskl - INFO - +top1_acc 0.7152 +top5_acc 0.9421 +2024-07-16 16:47:55,182 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7152, top5_acc: 0.9421 +2024-07-16 16:48:35,236 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 22:31:30, time: 0.400, data_time: 0.173, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9563, loss_cls: 1.0854, loss: 1.0854 +2024-07-16 16:48:57,983 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 22:30:57, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 1.0710, loss: 1.0710 +2024-07-16 16:49:20,744 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 22:30:25, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.0509, loss: 1.0509 +2024-07-16 16:49:43,669 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 22:29:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 1.0893, loss: 1.0893 +2024-07-16 16:50:06,522 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 22:29:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9656, loss_cls: 1.0110, loss: 1.0110 +2024-07-16 16:50:29,377 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 22:28:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9650, loss_cls: 1.0760, loss: 1.0760 +2024-07-16 16:50:52,350 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 22:28:21, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 1.0626, loss: 1.0626 +2024-07-16 16:51:15,254 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 22:27:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9631, loss_cls: 1.1149, loss: 1.1149 +2024-07-16 16:51:38,089 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 22:27:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 1.1283, loss: 1.1283 +2024-07-16 16:52:00,937 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 22:26:47, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9656, loss_cls: 1.0423, loss: 1.0423 +2024-07-16 16:52:23,793 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 22:26:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 1.0947, loss: 1.0947 +2024-07-16 16:52:46,647 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 22:25:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.0730, loss: 1.0730 +2024-07-16 16:53:09,501 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 22:25:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9613, loss_cls: 1.0854, loss: 1.0854 +2024-07-16 16:53:32,335 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 22:24:42, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9619, loss_cls: 1.1329, loss: 1.1329 +2024-07-16 16:53:55,165 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 22:24:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 1.0671, loss: 1.0671 +2024-07-16 16:54:18,078 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 22:23:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9631, loss_cls: 1.0319, loss: 1.0319 +2024-07-16 16:54:41,073 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 22:23:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9663, loss_cls: 1.0438, loss: 1.0438 +2024-07-16 16:55:04,107 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 22:22:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9644, loss_cls: 1.0454, loss: 1.0454 +2024-07-16 16:55:26,986 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 22:22:11, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9563, loss_cls: 1.1514, loss: 1.1514 +2024-07-16 16:55:49,888 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 22:21:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9700, loss_cls: 1.1187, loss: 1.1187 +2024-07-16 16:56:12,811 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 22:21:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9537, loss_cls: 1.1508, loss: 1.1508 +2024-07-16 16:56:35,813 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 22:20:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9663, loss_cls: 1.0524, loss: 1.0524 +2024-07-16 16:56:58,827 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 22:20:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9663, loss_cls: 1.0726, loss: 1.0726 +2024-07-16 16:57:22,323 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 22:19:48, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9581, loss_cls: 1.0765, loss: 1.0765 +2024-07-16 16:57:45,366 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 22:19:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9631, loss_cls: 1.1231, loss: 1.1231 +2024-07-16 16:57:47,258 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-07-16 16:59:04,997 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 16:59:05,068 - pyskl - INFO - +top1_acc 0.7186 +top5_acc 0.9512 +2024-07-16 16:59:05,070 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7186, top5_acc: 0.9512 +2024-07-16 16:59:45,574 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 22:21:24, time: 0.405, data_time: 0.177, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 1.0859, loss: 1.0859 +2024-07-16 17:00:08,381 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 22:20:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 1.0939, loss: 1.0939 +2024-07-16 17:00:31,276 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 22:20:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9738, loss_cls: 1.0333, loss: 1.0333 +2024-07-16 17:00:54,182 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 22:19:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9594, loss_cls: 1.0816, loss: 1.0816 +2024-07-16 17:01:17,020 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 22:19:20, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9475, loss_cls: 1.1364, loss: 1.1364 +2024-07-16 17:01:39,903 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 22:18:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.1122, loss: 1.1122 +2024-07-16 17:02:02,765 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 22:18:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9631, loss_cls: 1.0213, loss: 1.0213 +2024-07-16 17:02:25,687 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 22:17:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 1.0861, loss: 1.0861 +2024-07-16 17:02:48,632 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 22:17:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9688, loss_cls: 1.0214, loss: 1.0214 +2024-07-16 17:03:11,549 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 22:16:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9681, loss_cls: 1.0248, loss: 1.0248 +2024-07-16 17:03:34,477 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 22:16:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9619, loss_cls: 1.0673, loss: 1.0673 +2024-07-16 17:03:57,379 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 22:15:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9688, loss_cls: 1.0699, loss: 1.0699 +2024-07-16 17:04:20,214 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 22:15:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.1180, loss: 1.1180 +2024-07-16 17:04:43,076 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 22:14:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7519, top5_acc: 0.9613, loss_cls: 1.1058, loss: 1.1058 +2024-07-16 17:05:05,967 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 22:14:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 1.1085, loss: 1.1085 +2024-07-16 17:05:28,915 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 22:13:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.0056, loss: 1.0056 +2024-07-16 17:05:51,953 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 22:13:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.0525, loss: 1.0525 +2024-07-16 17:06:14,865 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 22:12:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 1.0420, loss: 1.0420 +2024-07-16 17:06:37,782 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 22:12:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9631, loss_cls: 1.0607, loss: 1.0607 +2024-07-16 17:07:00,647 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 22:11:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9613, loss_cls: 1.0304, loss: 1.0304 +2024-07-16 17:07:23,450 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 22:11:19, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7625, top5_acc: 0.9681, loss_cls: 1.0973, loss: 1.0973 +2024-07-16 17:07:46,425 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 22:10:50, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 1.0091, loss: 1.0091 +2024-07-16 17:08:09,383 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 22:10:20, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9644, loss_cls: 1.1012, loss: 1.1012 +2024-07-16 17:08:32,480 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 22:09:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 1.0877, loss: 1.0877 +2024-07-16 17:08:55,493 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 22:09:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7400, top5_acc: 0.9587, loss_cls: 1.1250, loss: 1.1250 +2024-07-16 17:08:57,305 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-07-16 17:10:14,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:10:15,036 - pyskl - INFO - +top1_acc 0.7356 +top5_acc 0.9520 +2024-07-16 17:10:15,040 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_11.pth was removed +2024-07-16 17:10:15,165 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. +2024-07-16 17:10:15,165 - pyskl - INFO - Best top1_acc is 0.7356 at 15 epoch. +2024-07-16 17:10:15,167 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7356, top5_acc: 0.9520 +2024-07-16 17:10:55,744 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 22:11:19, time: 0.406, data_time: 0.178, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 1.0280, loss: 1.0280 +2024-07-16 17:11:18,609 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 22:10:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 1.0352, loss: 1.0352 +2024-07-16 17:11:41,500 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 22:10:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9656, loss_cls: 1.0381, loss: 1.0381 +2024-07-16 17:12:04,428 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 22:09:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9688, loss_cls: 1.0431, loss: 1.0431 +2024-07-16 17:12:27,317 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 22:09:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 1.0764, loss: 1.0764 +2024-07-16 17:12:50,248 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 22:08:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9719, loss_cls: 1.0026, loss: 1.0026 +2024-07-16 17:13:13,083 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 22:08:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 1.0787, loss: 1.0787 +2024-07-16 17:13:35,978 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 22:07:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 1.0531, loss: 1.0531 +2024-07-16 17:13:58,853 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 22:07:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.0494, loss: 1.0494 +2024-07-16 17:14:21,763 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 22:06:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 1.0380, loss: 1.0380 +2024-07-16 17:14:44,690 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 22:06:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 1.0155, loss: 1.0155 +2024-07-16 17:15:07,605 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 22:05:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 1.0105, loss: 1.0105 +2024-07-16 17:15:30,527 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 22:05:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9656, loss_cls: 1.0505, loss: 1.0505 +2024-07-16 17:15:53,478 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 22:04:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9637, loss_cls: 1.1479, loss: 1.1479 +2024-07-16 17:16:16,428 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 22:04:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9525, loss_cls: 1.1991, loss: 1.1991 +2024-07-16 17:16:39,337 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 22:03:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9525, loss_cls: 1.2137, loss: 1.2137 +2024-07-16 17:17:02,245 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 22:03:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9606, loss_cls: 1.1540, loss: 1.1540 +2024-07-16 17:17:25,132 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 22:02:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9625, loss_cls: 1.0935, loss: 1.0935 +2024-07-16 17:17:47,936 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 22:02:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9625, loss_cls: 1.1205, loss: 1.1205 +2024-07-16 17:18:10,796 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 22:01:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9631, loss_cls: 1.0282, loss: 1.0282 +2024-07-16 17:18:33,670 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 22:01:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 1.1015, loss: 1.1015 +2024-07-16 17:18:56,603 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 22:00:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9700, loss_cls: 1.0471, loss: 1.0471 +2024-07-16 17:19:19,672 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 22:00:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 1.0415, loss: 1.0415 +2024-07-16 17:19:42,688 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 21:59:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 1.0213, loss: 1.0213 +2024-07-16 17:20:05,756 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 21:59:31, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9625, loss_cls: 1.1326, loss: 1.1326 +2024-07-16 17:20:07,564 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-07-16 17:21:25,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:21:25,135 - pyskl - INFO - +top1_acc 0.7066 +top5_acc 0.9341 +2024-07-16 17:21:25,137 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7066, top5_acc: 0.9341 +2024-07-16 17:22:05,402 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 22:01:13, time: 0.403, data_time: 0.175, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9756, loss_cls: 0.9762, loss: 0.9762 +2024-07-16 17:22:28,168 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 22:00:43, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9663, loss_cls: 1.0707, loss: 1.0707 +2024-07-16 17:22:50,879 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 22:00:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.0889, loss: 1.0889 +2024-07-16 17:23:13,627 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 21:59:41, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9663, loss_cls: 1.0432, loss: 1.0432 +2024-07-16 17:23:36,397 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 21:59:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 1.0285, loss: 1.0285 +2024-07-16 17:23:59,194 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 21:58:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9681, loss_cls: 1.0510, loss: 1.0510 +2024-07-16 17:24:21,966 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 21:58:10, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 1.0489, loss: 1.0489 +2024-07-16 17:24:44,769 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 21:57:39, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9750, loss_cls: 0.9697, loss: 0.9697 +2024-07-16 17:25:07,672 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 21:57:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9706, loss_cls: 1.0375, loss: 1.0375 +2024-07-16 17:25:30,544 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 21:56:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 1.0086, loss: 1.0086 +2024-07-16 17:25:53,378 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 21:56:11, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 1.0961, loss: 1.0961 +2024-07-16 17:26:16,231 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 21:55:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9637, loss_cls: 1.0457, loss: 1.0457 +2024-07-16 17:26:39,079 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 21:55:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9669, loss_cls: 1.0524, loss: 1.0524 +2024-07-16 17:27:02,225 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 21:54:44, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9719, loss_cls: 1.0209, loss: 1.0209 +2024-07-16 17:27:25,180 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 21:54:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9587, loss_cls: 1.0289, loss: 1.0289 +2024-07-16 17:27:48,202 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 21:53:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7475, top5_acc: 0.9700, loss_cls: 1.0927, loss: 1.0927 +2024-07-16 17:28:11,180 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 21:53:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.1135, loss: 1.1135 +2024-07-16 17:28:34,181 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 21:52:51, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7588, top5_acc: 0.9656, loss_cls: 1.0883, loss: 1.0883 +2024-07-16 17:28:57,103 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 21:52:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 1.0224, loss: 1.0224 +2024-07-16 17:29:20,018 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 21:51:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9637, loss_cls: 0.9572, loss: 0.9572 +2024-07-16 17:29:42,870 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 21:51:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9650, loss_cls: 1.0761, loss: 1.0761 +2024-07-16 17:30:05,731 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 21:50:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 1.0285, loss: 1.0285 +2024-07-16 17:30:28,878 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 21:50:28, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9694, loss_cls: 1.0252, loss: 1.0252 +2024-07-16 17:30:51,984 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 21:50:00, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 1.0585, loss: 1.0585 +2024-07-16 17:31:15,049 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 21:49:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9631, loss_cls: 1.0112, loss: 1.0112 +2024-07-16 17:31:16,873 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-07-16 17:32:34,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:32:34,512 - pyskl - INFO - +top1_acc 0.7187 +top5_acc 0.9416 +2024-07-16 17:32:34,514 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7187, top5_acc: 0.9416 +2024-07-16 17:33:14,961 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 21:51:08, time: 0.404, data_time: 0.176, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 1.0481, loss: 1.0481 +2024-07-16 17:33:37,969 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 21:50:40, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.0364, loss: 1.0364 +2024-07-16 17:34:00,922 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 21:50:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 0.9745, loss: 0.9745 +2024-07-16 17:34:23,867 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 21:49:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9725, loss_cls: 0.9880, loss: 0.9880 +2024-07-16 17:34:46,819 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 21:49:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 1.0290, loss: 1.0290 +2024-07-16 17:35:09,627 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 21:48:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 1.0379, loss: 1.0379 +2024-07-16 17:35:32,440 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 21:48:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 1.0070, loss: 1.0070 +2024-07-16 17:35:55,383 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 21:47:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 1.0636, loss: 1.0636 +2024-07-16 17:36:18,263 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 21:47:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 0.9886, loss: 0.9886 +2024-07-16 17:36:41,172 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 21:46:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9694, loss_cls: 1.0183, loss: 1.0183 +2024-07-16 17:37:04,084 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 21:46:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 1.0116, loss: 1.0116 +2024-07-16 17:37:26,925 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 21:45:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9700, loss_cls: 0.9813, loss: 0.9813 +2024-07-16 17:37:49,830 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 21:45:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 1.0741, loss: 1.0741 +2024-07-16 17:38:12,767 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 21:44:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9675, loss_cls: 1.0154, loss: 1.0154 +2024-07-16 17:38:35,713 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 21:44:24, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 1.1193, loss: 1.1193 +2024-07-16 17:38:58,753 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 21:43:56, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9719, loss_cls: 1.0061, loss: 1.0061 +2024-07-16 17:39:21,829 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 21:43:29, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 1.0730, loss: 1.0730 +2024-07-16 17:39:44,801 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 21:43:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9681, loss_cls: 1.0088, loss: 1.0088 +2024-07-16 17:40:07,821 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 21:42:33, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9606, loss_cls: 1.0254, loss: 1.0254 +2024-07-16 17:40:30,792 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 21:42:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 0.9910, loss: 0.9910 +2024-07-16 17:40:53,729 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 21:41:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9719, loss_cls: 1.0104, loss: 1.0104 +2024-07-16 17:41:16,731 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 21:41:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 1.0242, loss: 1.0242 +2024-07-16 17:41:39,567 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 21:40:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9694, loss_cls: 1.0123, loss: 1.0123 +2024-07-16 17:42:02,618 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 21:40:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 1.0183, loss: 1.0183 +2024-07-16 17:42:25,639 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 21:39:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 1.0995, loss: 1.0995 +2024-07-16 17:42:27,506 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-07-16 17:43:44,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:43:45,033 - pyskl - INFO - +top1_acc 0.6924 +top5_acc 0.9322 +2024-07-16 17:43:45,035 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.6924, top5_acc: 0.9322 +2024-07-16 17:44:25,792 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 21:41:15, time: 0.408, data_time: 0.179, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 1.0104, loss: 1.0104 +2024-07-16 17:44:48,651 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 21:40:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9675, loss_cls: 1.0543, loss: 1.0543 +2024-07-16 17:45:11,537 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 21:40:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9731, loss_cls: 0.9481, loss: 0.9481 +2024-07-16 17:45:34,412 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 21:39:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9694, loss_cls: 1.0392, loss: 1.0392 +2024-07-16 17:45:57,283 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 21:39:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 1.0335, loss: 1.0335 +2024-07-16 17:46:20,228 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 21:38:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 1.0174, loss: 1.0174 +2024-07-16 17:46:43,229 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 21:38:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.0622, loss: 1.0622 +2024-07-16 17:47:06,211 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 21:37:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.0334, loss: 1.0334 +2024-07-16 17:47:29,106 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 21:37:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9688, loss_cls: 1.0078, loss: 1.0078 +2024-07-16 17:47:51,962 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 21:36:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 1.0320, loss: 1.0320 +2024-07-16 17:48:14,816 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 21:36:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9719, loss_cls: 0.9656, loss: 0.9656 +2024-07-16 17:48:37,702 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 21:36:00, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.0091, loss: 1.0091 +2024-07-16 17:49:00,613 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 21:35:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9712, loss_cls: 1.0131, loss: 1.0131 +2024-07-16 17:49:23,537 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 21:35:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 1.0711, loss: 1.0711 +2024-07-16 17:49:46,391 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 21:34:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.0416, loss: 1.0416 +2024-07-16 17:50:09,298 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 21:34:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9625, loss_cls: 1.0545, loss: 1.0545 +2024-07-16 17:50:32,301 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 21:33:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.9607, loss: 0.9607 +2024-07-16 17:50:55,200 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 21:33:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 0.9892, loss: 0.9892 +2024-07-16 17:51:18,110 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 21:32:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 1.0181, loss: 1.0181 +2024-07-16 17:51:40,956 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 21:32:13, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9700, loss_cls: 1.0242, loss: 1.0242 +2024-07-16 17:52:03,794 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 21:31:44, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9656, loss_cls: 1.0051, loss: 1.0051 +2024-07-16 17:52:26,660 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 21:31:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9706, loss_cls: 1.0472, loss: 1.0472 +2024-07-16 17:52:49,539 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 21:30:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 0.9358, loss: 0.9358 +2024-07-16 17:53:12,382 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 21:30:18, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 0.9908, loss: 0.9908 +2024-07-16 17:53:35,281 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 21:29:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 1.0393, loss: 1.0393 +2024-07-16 17:53:37,147 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-07-16 17:54:54,775 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 17:54:54,843 - pyskl - INFO - +top1_acc 0.6931 +top5_acc 0.9339 +2024-07-16 17:54:54,845 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.6931, top5_acc: 0.9339 +2024-07-16 17:55:35,107 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 21:31:10, time: 0.403, data_time: 0.174, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.0077, loss: 1.0077 +2024-07-16 17:55:58,269 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 21:30:43, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9700, loss_cls: 1.0145, loss: 1.0145 +2024-07-16 17:56:21,272 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 21:30:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9756, loss_cls: 0.9537, loss: 0.9537 +2024-07-16 17:56:44,176 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 21:29:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.8989, loss: 0.8989 +2024-07-16 17:57:07,080 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 21:29:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 0.9666, loss: 0.9666 +2024-07-16 17:57:29,896 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 21:28:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 0.9849, loss: 0.9849 +2024-07-16 17:57:52,929 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 21:28:23, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 1.0246, loss: 1.0246 +2024-07-16 17:58:15,813 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 21:27:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 0.9976, loss: 0.9976 +2024-07-16 17:58:38,868 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 21:27:27, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9706, loss_cls: 0.9768, loss: 0.9768 +2024-07-16 17:59:01,849 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 21:26:59, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 1.0213, loss: 1.0213 +2024-07-16 17:59:24,744 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 21:26:31, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9744, loss_cls: 1.0050, loss: 1.0050 +2024-07-16 17:59:47,926 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 21:26:04, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 0.9635, loss: 0.9635 +2024-07-16 18:00:11,084 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 21:25:38, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9669, loss_cls: 0.9887, loss: 0.9887 +2024-07-16 18:00:33,980 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 21:25:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 1.0473, loss: 1.0473 +2024-07-16 18:00:56,841 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 21:24:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 0.9631, loss: 0.9631 +2024-07-16 18:01:19,761 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 21:24:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9700, loss_cls: 1.0411, loss: 1.0411 +2024-07-16 18:01:42,645 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 21:23:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9669, loss_cls: 1.0259, loss: 1.0259 +2024-07-16 18:02:05,473 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 21:23:16, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 0.9760, loss: 0.9760 +2024-07-16 18:02:28,476 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 21:22:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9637, loss_cls: 1.0697, loss: 1.0697 +2024-07-16 18:02:51,349 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 21:22:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 0.9613, loss: 0.9613 +2024-07-16 18:03:14,336 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 21:21:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9669, loss_cls: 1.0276, loss: 1.0276 +2024-07-16 18:03:37,256 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 21:21:25, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9694, loss_cls: 1.0304, loss: 1.0304 +2024-07-16 18:04:00,136 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 21:20:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9731, loss_cls: 0.9877, loss: 0.9877 +2024-07-16 18:04:23,074 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 21:20:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 1.0901, loss: 1.0901 +2024-07-16 18:04:46,126 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 21:20:03, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9731, loss_cls: 0.9937, loss: 0.9937 +2024-07-16 18:04:47,989 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-07-16 18:06:05,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:06:05,464 - pyskl - INFO - +top1_acc 0.7015 +top5_acc 0.9411 +2024-07-16 18:06:05,469 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7015, top5_acc: 0.9411 +2024-07-16 18:06:46,146 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 21:21:19, time: 0.407, data_time: 0.178, memory: 6429, top1_acc: 0.7788, top5_acc: 0.9669, loss_cls: 1.0355, loss: 1.0355 +2024-07-16 18:07:09,025 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 21:20:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9762, loss_cls: 0.9436, loss: 0.9436 +2024-07-16 18:07:31,918 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 21:20:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 0.9417, loss: 0.9417 +2024-07-16 18:07:54,845 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 21:19:55, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 0.9798, loss: 0.9798 +2024-07-16 18:08:17,656 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 21:19:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9694, loss_cls: 1.0089, loss: 1.0089 +2024-07-16 18:08:40,535 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 21:18:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7612, top5_acc: 0.9563, loss_cls: 1.0568, loss: 1.0568 +2024-07-16 18:09:03,376 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 21:18:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 0.9734, loss: 0.9734 +2024-07-16 18:09:26,264 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 21:18:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 0.9416, loss: 0.9416 +2024-07-16 18:09:49,112 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 21:17:33, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 1.0307, loss: 1.0307 +2024-07-16 18:10:11,991 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 21:17:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 0.9596, loss: 0.9596 +2024-07-16 18:10:34,895 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 21:16:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 0.9012, loss: 0.9012 +2024-07-16 18:10:57,734 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 21:16:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9706, loss_cls: 1.0328, loss: 1.0328 +2024-07-16 18:11:20,667 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 21:15:41, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 1.0072, loss: 1.0072 +2024-07-16 18:11:43,568 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 21:15:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 0.9314, loss: 0.9314 +2024-07-16 18:12:06,481 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 21:14:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9587, loss_cls: 1.0350, loss: 1.0350 +2024-07-16 18:12:29,388 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 21:14:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9575, loss_cls: 1.0218, loss: 1.0218 +2024-07-16 18:12:52,326 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 21:13:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9631, loss_cls: 1.0003, loss: 1.0003 +2024-07-16 18:13:15,218 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 21:13:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 0.9999, loss: 0.9999 +2024-07-16 18:13:38,135 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 21:12:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9762, loss_cls: 0.9325, loss: 0.9325 +2024-07-16 18:14:01,040 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 21:12:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 0.9883, loss: 0.9883 +2024-07-16 18:14:23,952 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 21:11:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 1.0363, loss: 1.0363 +2024-07-16 18:14:47,056 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 21:11:32, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 1.0219, loss: 1.0219 +2024-07-16 18:15:10,146 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 21:11:05, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9675, loss_cls: 1.0372, loss: 1.0372 +2024-07-16 18:15:33,170 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 21:10:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9681, loss_cls: 0.9990, loss: 0.9990 +2024-07-16 18:15:56,232 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 21:10:12, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 0.9746, loss: 0.9746 +2024-07-16 18:15:58,126 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-07-16 18:17:15,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:17:15,590 - pyskl - INFO - +top1_acc 0.7246 +top5_acc 0.9396 +2024-07-16 18:17:15,592 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7246, top5_acc: 0.9396 +2024-07-16 18:17:55,724 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 21:11:19, time: 0.401, data_time: 0.174, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 0.9092, loss: 0.9092 +2024-07-16 18:18:18,565 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 21:10:51, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9675, loss_cls: 1.0706, loss: 1.0706 +2024-07-16 18:18:41,392 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 21:10:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9738, loss_cls: 0.9867, loss: 0.9867 +2024-07-16 18:19:04,186 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 21:09:54, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9712, loss_cls: 0.9384, loss: 0.9384 +2024-07-16 18:19:26,986 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 21:09:26, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 0.9807, loss: 0.9807 +2024-07-16 18:19:49,785 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 21:08:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9700, loss_cls: 0.9742, loss: 0.9742 +2024-07-16 18:20:12,634 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 21:08:29, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 0.9425, loss: 0.9425 +2024-07-16 18:20:35,521 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 21:08:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9581, loss_cls: 1.0356, loss: 1.0356 +2024-07-16 18:20:58,455 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 21:07:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9669, loss_cls: 0.9793, loss: 0.9793 +2024-07-16 18:21:21,338 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 21:07:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 0.9916, loss: 0.9916 +2024-07-16 18:21:44,244 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 21:06:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7781, top5_acc: 0.9719, loss_cls: 1.0019, loss: 1.0019 +2024-07-16 18:22:07,135 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 21:06:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 1.0317, loss: 1.0317 +2024-07-16 18:22:30,055 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 21:05:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 0.9546, loss: 0.9546 +2024-07-16 18:22:52,967 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 21:05:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 0.9965, loss: 0.9965 +2024-07-16 18:23:15,863 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 21:04:48, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.9010, loss: 0.9010 +2024-07-16 18:23:38,798 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 21:04:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9762, loss_cls: 0.9599, loss: 0.9599 +2024-07-16 18:24:01,743 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 21:03:53, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9644, loss_cls: 1.0044, loss: 1.0044 +2024-07-16 18:24:24,695 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 21:03:26, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 1.0417, loss: 1.0417 +2024-07-16 18:24:47,584 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 21:02:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 0.9783, loss: 0.9783 +2024-07-16 18:25:10,472 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 21:02:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9644, loss_cls: 1.0211, loss: 1.0211 +2024-07-16 18:25:33,393 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 21:02:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9650, loss_cls: 1.0333, loss: 1.0333 +2024-07-16 18:25:56,373 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 21:01:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 1.0045, loss: 1.0045 +2024-07-16 18:26:19,201 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 21:01:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.0131, loss: 1.0131 +2024-07-16 18:26:42,115 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 21:00:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 0.9722, loss: 0.9722 +2024-07-16 18:27:05,163 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 21:00:14, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 0.9952, loss: 0.9952 +2024-07-16 18:27:07,011 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-07-16 18:28:24,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:28:24,823 - pyskl - INFO - +top1_acc 0.5200 +top5_acc 0.8448 +2024-07-16 18:28:24,825 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.5200, top5_acc: 0.8448 +2024-07-16 18:29:05,250 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 21:01:18, time: 0.404, data_time: 0.177, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 0.9509, loss: 0.9509 +2024-07-16 18:29:28,037 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 21:00:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9725, loss_cls: 0.9384, loss: 0.9384 +2024-07-16 18:29:50,821 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 21:00:22, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 1.0422, loss: 1.0422 +2024-07-16 18:30:13,588 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 20:59:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9712, loss_cls: 1.0042, loss: 1.0042 +2024-07-16 18:30:36,414 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 20:59:25, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9681, loss_cls: 1.0402, loss: 1.0402 +2024-07-16 18:30:59,252 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 20:58:57, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 0.9016, loss: 0.9016 +2024-07-16 18:31:22,133 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 20:58:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9650, loss_cls: 1.0650, loss: 1.0650 +2024-07-16 18:31:45,052 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 20:58:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 0.9746, loss: 0.9746 +2024-07-16 18:32:07,943 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 20:57:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.8786, loss: 0.8786 +2024-07-16 18:32:30,838 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 20:57:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 0.9593, loss: 0.9593 +2024-07-16 18:32:53,714 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 20:56:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9681, loss_cls: 1.0054, loss: 1.0054 +2024-07-16 18:33:16,550 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 20:56:12, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9731, loss_cls: 0.9737, loss: 0.9737 +2024-07-16 18:33:39,421 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 20:55:44, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 0.9585, loss: 0.9585 +2024-07-16 18:34:02,318 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 20:55:16, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 0.9883, loss: 0.9883 +2024-07-16 18:34:25,230 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 20:54:49, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 0.9566, loss: 0.9566 +2024-07-16 18:34:48,115 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 20:54:22, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9663, loss_cls: 1.0309, loss: 1.0309 +2024-07-16 18:35:11,026 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 20:53:54, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 0.9839, loss: 0.9839 +2024-07-16 18:35:33,881 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 20:53:27, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9706, loss_cls: 0.9995, loss: 0.9995 +2024-07-16 18:35:56,796 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 20:52:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9644, loss_cls: 1.0097, loss: 1.0097 +2024-07-16 18:36:19,607 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 20:52:31, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 0.9935, loss: 0.9935 +2024-07-16 18:36:42,551 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 20:52:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 0.9480, loss: 0.9480 +2024-07-16 18:37:05,545 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 20:51:38, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 1.0138, loss: 1.0138 +2024-07-16 18:37:28,400 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 20:51:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9688, loss_cls: 0.9997, loss: 0.9997 +2024-07-16 18:37:51,335 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 20:50:43, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 0.9550, loss: 0.9550 +2024-07-16 18:38:14,427 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 20:50:17, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 0.9096, loss: 0.9096 +2024-07-16 18:38:16,234 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-07-16 18:39:33,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:39:33,802 - pyskl - INFO - +top1_acc 0.7282 +top5_acc 0.9441 +2024-07-16 18:39:33,804 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7282, top5_acc: 0.9441 +2024-07-16 18:40:14,398 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 20:51:18, time: 0.406, data_time: 0.178, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9794, loss_cls: 0.8957, loss: 0.8957 +2024-07-16 18:40:37,310 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 20:50:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 0.9300, loss: 0.9300 +2024-07-16 18:41:00,245 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 20:50:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 0.9568, loss: 0.9568 +2024-07-16 18:41:23,182 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 20:49:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 0.9293, loss: 0.9293 +2024-07-16 18:41:46,080 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 20:49:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9669, loss_cls: 0.9491, loss: 0.9491 +2024-07-16 18:42:09,013 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 20:49:01, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.0415, loss: 1.0415 +2024-07-16 18:42:31,932 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 20:48:34, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 0.9083, loss: 0.9083 +2024-07-16 18:42:54,820 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 20:48:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 0.9389, loss: 0.9389 +2024-07-16 18:43:17,717 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 20:47:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 0.9794, loss: 0.9794 +2024-07-16 18:43:40,631 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 20:47:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 0.9671, loss: 0.9671 +2024-07-16 18:44:03,618 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 20:46:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9700, loss_cls: 0.9622, loss: 0.9622 +2024-07-16 18:44:26,545 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 20:46:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 0.9756, loss: 0.9756 +2024-07-16 18:44:49,476 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 20:45:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.0298, loss: 1.0298 +2024-07-16 18:45:12,429 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 20:45:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9731, loss_cls: 0.9691, loss: 0.9691 +2024-07-16 18:45:35,344 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 20:44:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9681, loss_cls: 1.0085, loss: 1.0085 +2024-07-16 18:45:58,264 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 20:44:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 0.9215, loss: 0.9215 +2024-07-16 18:46:21,193 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 20:44:03, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9744, loss_cls: 0.9736, loss: 0.9736 +2024-07-16 18:46:44,166 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 20:43:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 0.9807, loss: 0.9807 +2024-07-16 18:47:07,185 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 20:43:09, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9656, loss_cls: 0.9914, loss: 0.9914 +2024-07-16 18:47:30,176 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 20:42:43, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 0.9914, loss: 0.9914 +2024-07-16 18:47:53,184 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 20:42:16, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9731, loss_cls: 0.9406, loss: 0.9406 +2024-07-16 18:48:16,263 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 20:41:50, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 0.9669, loss: 0.9669 +2024-07-16 18:48:39,169 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 20:41:23, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 0.9475, loss: 0.9475 +2024-07-16 18:49:02,100 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 20:40:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9681, loss_cls: 0.9830, loss: 0.9830 +2024-07-16 18:49:25,069 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 20:40:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9637, loss_cls: 1.0638, loss: 1.0638 +2024-07-16 18:49:26,910 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-07-16 18:50:44,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 18:50:44,536 - pyskl - INFO - +top1_acc 0.5610 +top5_acc 0.8561 +2024-07-16 18:50:44,539 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.5610, top5_acc: 0.8561 +2024-07-16 18:51:25,280 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 20:41:27, time: 0.407, data_time: 0.179, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9812, loss_cls: 0.8537, loss: 0.8537 +2024-07-16 18:51:48,176 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 20:40:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9744, loss_cls: 0.8932, loss: 0.8932 +2024-07-16 18:52:11,131 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 20:40:32, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 0.9232, loss: 0.9232 +2024-07-16 18:52:34,073 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 20:40:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 1.0166, loss: 1.0166 +2024-07-16 18:52:57,080 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 20:39:39, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 0.9393, loss: 0.9393 +2024-07-16 18:53:20,088 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 20:39:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 1.0414, loss: 1.0414 +2024-07-16 18:53:43,069 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 20:38:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 1.0270, loss: 1.0270 +2024-07-16 18:54:05,978 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 20:38:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 0.9619, loss: 0.9619 +2024-07-16 18:54:28,852 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 20:37:51, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 1.0568, loss: 1.0568 +2024-07-16 18:54:51,690 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 20:37:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 0.9216, loss: 0.9216 +2024-07-16 18:55:14,509 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 20:36:56, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 0.9394, loss: 0.9394 +2024-07-16 18:55:37,489 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 20:36:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9625, loss_cls: 1.0414, loss: 1.0414 +2024-07-16 18:56:00,304 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 20:36:02, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 0.9390, loss: 0.9390 +2024-07-16 18:56:23,206 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 20:35:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 0.9424, loss: 0.9424 +2024-07-16 18:56:46,077 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 20:35:07, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.9066, loss: 0.9066 +2024-07-16 18:57:08,888 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 20:34:40, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 0.9561, loss: 0.9561 +2024-07-16 18:57:31,620 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 20:34:12, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 0.9300, loss: 0.9300 +2024-07-16 18:57:54,452 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 20:33:45, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 0.9420, loss: 0.9420 +2024-07-16 18:58:17,311 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 20:33:17, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9563, loss_cls: 1.0688, loss: 1.0688 +2024-07-16 18:58:40,146 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 20:32:50, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9637, loss_cls: 0.9663, loss: 0.9663 +2024-07-16 18:59:02,980 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 20:32:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9656, loss_cls: 1.0256, loss: 1.0256 +2024-07-16 18:59:25,874 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 20:31:56, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9712, loss_cls: 0.9579, loss: 0.9579 +2024-07-16 18:59:48,852 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 20:31:29, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9681, loss_cls: 1.0397, loss: 1.0397 +2024-07-16 19:00:11,896 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 20:31:03, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9794, loss_cls: 0.9336, loss: 0.9336 +2024-07-16 19:00:34,979 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 20:30:37, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 0.9484, loss: 0.9484 +2024-07-16 19:00:36,861 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-07-16 19:01:54,169 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:01:54,235 - pyskl - INFO - +top1_acc 0.7348 +top5_acc 0.9509 +2024-07-16 19:01:54,237 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7348, top5_acc: 0.9509 +2024-07-16 19:02:34,929 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 20:31:30, time: 0.407, data_time: 0.179, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 0.9333, loss: 0.9333 +2024-07-16 19:02:57,770 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 20:31:03, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.8674, loss: 0.8674 +2024-07-16 19:03:20,682 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 20:30:36, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9731, loss_cls: 0.9546, loss: 0.9546 +2024-07-16 19:03:43,543 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 20:30:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.9212, loss: 0.9212 +2024-07-16 19:04:06,420 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 20:29:42, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 0.9482, loss: 0.9482 +2024-07-16 19:04:29,283 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 20:29:14, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.9204, loss: 0.9204 +2024-07-16 19:04:52,180 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 20:28:47, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7700, top5_acc: 0.9637, loss_cls: 1.0082, loss: 1.0082 +2024-07-16 19:05:15,033 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 20:28:20, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9762, loss_cls: 0.9466, loss: 0.9466 +2024-07-16 19:05:37,883 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 20:27:53, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9725, loss_cls: 0.9821, loss: 0.9821 +2024-07-16 19:06:00,789 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 20:27:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 0.9585, loss: 0.9585 +2024-07-16 19:06:23,712 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 20:26:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 0.9521, loss: 0.9521 +2024-07-16 19:06:46,598 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 20:26:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 0.9490, loss: 0.9490 +2024-07-16 19:07:09,526 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 20:26:05, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 0.9665, loss: 0.9665 +2024-07-16 19:07:32,404 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 20:25:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 0.9427, loss: 0.9427 +2024-07-16 19:07:55,360 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 20:25:12, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9738, loss_cls: 0.9455, loss: 0.9455 +2024-07-16 19:08:18,257 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 20:24:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 0.9709, loss: 0.9709 +2024-07-16 19:08:41,208 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 20:24:18, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 1.0034, loss: 1.0034 +2024-07-16 19:09:04,164 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 20:23:52, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 0.9650, loss: 0.9650 +2024-07-16 19:09:27,117 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 20:23:25, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9675, loss_cls: 0.9873, loss: 0.9873 +2024-07-16 19:09:50,059 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 20:22:58, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 0.9735, loss: 0.9735 +2024-07-16 19:10:13,162 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 20:22:33, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.9462, loss: 0.9462 +2024-07-16 19:10:36,175 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 20:22:06, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9750, loss_cls: 0.9602, loss: 0.9602 +2024-07-16 19:10:59,075 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 20:21:40, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9694, loss_cls: 0.9451, loss: 0.9451 +2024-07-16 19:11:22,076 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 20:21:13, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9712, loss_cls: 0.9869, loss: 0.9869 +2024-07-16 19:11:44,851 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 20:20:46, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.9541, loss: 0.9541 +2024-07-16 19:11:46,696 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-07-16 19:13:04,340 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:13:04,406 - pyskl - INFO - +top1_acc 0.7138 +top5_acc 0.9417 +2024-07-16 19:13:04,408 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.7138, top5_acc: 0.9417 +2024-07-16 19:13:45,057 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 20:21:35, time: 0.406, data_time: 0.179, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9794, loss_cls: 0.8824, loss: 0.8824 +2024-07-16 19:14:07,859 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 20:21:08, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 0.8670, loss: 0.8670 +2024-07-16 19:14:30,816 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 20:20:41, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9744, loss_cls: 0.9053, loss: 0.9053 +2024-07-16 19:14:53,723 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 20:20:15, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 0.9618, loss: 0.9618 +2024-07-16 19:15:16,717 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 20:19:48, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 0.9519, loss: 0.9519 +2024-07-16 19:15:39,619 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 20:19:21, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9756, loss_cls: 0.9413, loss: 0.9413 +2024-07-16 19:16:02,634 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 20:18:55, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 0.8962, loss: 0.8962 +2024-07-16 19:16:25,597 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 20:18:28, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9744, loss_cls: 0.9105, loss: 0.9105 +2024-07-16 19:16:48,497 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 20:18:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9719, loss_cls: 0.9592, loss: 0.9592 +2024-07-16 19:17:11,446 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 20:17:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9656, loss_cls: 1.0020, loss: 1.0020 +2024-07-16 19:17:34,352 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 20:17:08, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 0.9306, loss: 0.9306 +2024-07-16 19:17:57,331 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 20:16:42, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.8982, loss: 0.8982 +2024-07-16 19:18:20,299 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 20:16:15, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.8897, loss: 0.8897 +2024-07-16 19:18:43,289 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 20:15:49, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 0.9493, loss: 0.9493 +2024-07-16 19:19:06,356 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 20:15:23, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 0.9503, loss: 0.9503 +2024-07-16 19:19:29,418 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 20:14:57, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 0.9458, loss: 0.9458 +2024-07-16 19:19:52,413 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 20:14:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9681, loss_cls: 0.9803, loss: 0.9803 +2024-07-16 19:20:15,231 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 20:14:04, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 1.0417, loss: 1.0417 +2024-07-16 19:20:38,119 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 20:13:37, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 0.9932, loss: 0.9932 +2024-07-16 19:21:01,004 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 20:13:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9794, loss_cls: 0.9131, loss: 0.9131 +2024-07-16 19:21:23,679 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 20:12:43, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.8708, loss: 0.8708 +2024-07-16 19:21:46,436 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 20:12:15, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 0.9702, loss: 0.9702 +2024-07-16 19:22:09,282 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 20:11:48, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9731, loss_cls: 1.0097, loss: 1.0097 +2024-07-16 19:22:32,690 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 20:11:24, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 0.9222, loss: 0.9222 +2024-07-16 19:22:55,839 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 20:10:58, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 0.9534, loss: 0.9534 +2024-07-16 19:22:57,716 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-07-16 19:24:15,245 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:24:15,312 - pyskl - INFO - +top1_acc 0.7400 +top5_acc 0.9528 +2024-07-16 19:24:15,316 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_15.pth was removed +2024-07-16 19:24:15,440 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2024-07-16 19:24:15,441 - pyskl - INFO - Best top1_acc is 0.7400 at 27 epoch. +2024-07-16 19:24:15,443 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.7400, top5_acc: 0.9528 +2024-07-16 19:24:56,038 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 20:11:44, time: 0.406, data_time: 0.177, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.8809, loss: 0.8809 +2024-07-16 19:25:18,771 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 20:11:17, time: 0.227, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 0.9723, loss: 0.9723 +2024-07-16 19:25:41,667 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 20:10:50, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9744, loss_cls: 0.9198, loss: 0.9198 +2024-07-16 19:26:04,645 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 20:10:24, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9688, loss_cls: 0.9157, loss: 0.9157 +2024-07-16 19:26:27,635 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 20:09:58, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 0.8786, loss: 0.8786 +2024-07-16 19:26:50,595 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 20:09:31, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9738, loss_cls: 0.9227, loss: 0.9227 +2024-07-16 19:27:13,576 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 20:09:05, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.8995, loss: 0.8995 +2024-07-16 19:27:36,526 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 20:08:38, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 0.9390, loss: 0.9390 +2024-07-16 19:27:59,471 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 20:08:12, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9637, loss_cls: 1.0014, loss: 1.0014 +2024-07-16 19:28:22,404 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 20:07:45, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 0.9952, loss: 0.9952 +2024-07-16 19:28:45,352 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 20:07:19, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9738, loss_cls: 0.9642, loss: 0.9642 +2024-07-16 19:29:08,267 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 20:06:52, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 0.9865, loss: 0.9865 +2024-07-16 19:29:31,184 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 20:06:26, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.9288, loss: 0.9288 +2024-07-16 19:29:54,099 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 20:05:59, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 0.9483, loss: 0.9483 +2024-07-16 19:30:16,963 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 20:05:32, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 1.0140, loss: 1.0140 +2024-07-16 19:30:39,874 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 20:05:06, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 0.9570, loss: 0.9570 +2024-07-16 19:31:02,808 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 20:04:39, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.8861, loss: 0.8861 +2024-07-16 19:31:25,740 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 20:04:13, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9794, loss_cls: 0.8746, loss: 0.8746 +2024-07-16 19:31:48,656 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 20:03:46, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9719, loss_cls: 0.9350, loss: 0.9350 +2024-07-16 19:32:11,731 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 20:03:21, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 0.9483, loss: 0.9483 +2024-07-16 19:32:34,693 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 20:02:54, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9594, loss_cls: 1.0317, loss: 1.0317 +2024-07-16 19:32:57,638 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 20:02:28, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 0.9247, loss: 0.9247 +2024-07-16 19:33:20,546 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 20:02:02, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 0.9036, loss: 0.9036 +2024-07-16 19:33:43,476 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 20:01:35, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 0.9464, loss: 0.9464 +2024-07-16 19:34:06,336 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 20:01:09, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 0.9205, loss: 0.9205 +2024-07-16 19:34:08,201 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-07-16 19:35:25,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:35:26,022 - pyskl - INFO - +top1_acc 0.7503 +top5_acc 0.9492 +2024-07-16 19:35:26,026 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_27.pth was removed +2024-07-16 19:35:26,154 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2024-07-16 19:35:26,154 - pyskl - INFO - Best top1_acc is 0.7503 at 28 epoch. +2024-07-16 19:35:26,157 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7503, top5_acc: 0.9492 +2024-07-16 19:36:06,535 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 20:01:50, time: 0.404, data_time: 0.174, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9769, loss_cls: 0.8801, loss: 0.8801 +2024-07-16 19:36:29,354 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 20:01:23, time: 0.228, data_time: 0.000, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 0.9377, loss: 0.9377 +2024-07-16 19:36:52,262 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 20:00:57, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.8828, loss: 0.8828 +2024-07-16 19:37:15,136 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 20:00:30, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 0.9277, loss: 0.9277 +2024-07-16 19:37:38,052 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 20:00:04, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.9167, loss: 0.9167 +2024-07-16 19:38:01,009 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 19:59:37, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 0.9193, loss: 0.9193 +2024-07-16 19:38:24,013 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 19:59:11, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 0.9366, loss: 0.9366 +2024-07-16 19:38:47,029 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 19:58:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 0.9374, loss: 0.9374 +2024-07-16 19:39:10,054 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 19:58:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 0.9296, loss: 0.9296 +2024-07-16 19:39:33,089 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 19:57:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 0.9706, loss: 0.9706 +2024-07-16 19:39:56,097 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 19:57:27, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 0.9469, loss: 0.9469 +2024-07-16 19:40:19,088 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 19:57:01, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 0.9093, loss: 0.9093 +2024-07-16 19:40:42,453 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 19:56:37, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 0.9402, loss: 0.9402 +2024-07-16 19:41:05,554 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 19:56:11, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 0.9599, loss: 0.9599 +2024-07-16 19:41:28,585 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 19:55:45, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 0.9273, loss: 0.9273 +2024-07-16 19:41:51,592 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 19:55:19, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9744, loss_cls: 0.9689, loss: 0.9689 +2024-07-16 19:42:14,652 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 19:54:53, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 0.9866, loss: 0.9866 +2024-07-16 19:42:37,830 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 19:54:28, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 0.9579, loss: 0.9579 +2024-07-16 19:43:00,896 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 19:54:02, time: 0.231, data_time: 0.000, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 0.9761, loss: 0.9761 +2024-07-16 19:43:23,941 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 19:53:36, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 0.9029, loss: 0.9029 +2024-07-16 19:43:46,880 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 19:53:10, time: 0.229, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 0.9204, loss: 0.9204 +2024-07-16 19:44:09,873 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 19:52:44, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9756, loss_cls: 0.9279, loss: 0.9279 +2024-07-16 19:44:33,112 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 19:52:19, time: 0.232, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 0.9260, loss: 0.9260 +2024-07-16 19:44:56,125 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 19:51:53, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.8961, loss: 0.8961 +2024-07-16 19:45:19,079 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 19:51:27, time: 0.230, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 0.9346, loss: 0.9346 +2024-07-16 19:45:20,877 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-07-16 19:46:38,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:46:38,435 - pyskl - INFO - +top1_acc 0.3707 +top5_acc 0.7433 +2024-07-16 19:46:38,437 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.3707, top5_acc: 0.7433 +2024-07-16 19:47:19,405 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 19:52:08, time: 0.410, data_time: 0.174, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.8557, loss: 0.8557 +2024-07-16 19:47:43,038 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 19:51:45, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 0.9825, loss: 0.9825 +2024-07-16 19:48:06,586 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 19:51:21, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9731, loss_cls: 0.9678, loss: 0.9678 +2024-07-16 19:48:30,119 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 19:50:57, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9631, loss_cls: 0.9765, loss: 0.9765 +2024-07-16 19:48:53,702 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 19:50:34, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.9281, loss: 0.9281 +2024-07-16 19:49:17,178 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 19:50:10, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9706, loss_cls: 0.9365, loss: 0.9365 +2024-07-16 19:49:40,666 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 19:49:46, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.8812, loss: 0.8812 +2024-07-16 19:50:04,224 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 19:49:22, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.8914, loss: 0.8914 +2024-07-16 19:50:27,782 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 19:48:58, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9738, loss_cls: 0.8794, loss: 0.8794 +2024-07-16 19:50:51,313 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 19:48:34, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.9181, loss: 0.9181 +2024-07-16 19:51:14,840 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 19:48:10, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 0.9438, loss: 0.9438 +2024-07-16 19:51:38,313 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 19:47:46, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 0.9113, loss: 0.9113 +2024-07-16 19:52:01,761 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 19:47:22, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 0.9166, loss: 0.9166 +2024-07-16 19:52:25,246 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 19:46:58, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 0.9768, loss: 0.9768 +2024-07-16 19:52:48,777 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 19:46:34, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.8771, loss: 0.8771 +2024-07-16 19:53:12,282 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 19:46:10, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 0.8542, loss: 0.8542 +2024-07-16 19:53:35,731 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 19:45:46, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9794, loss_cls: 0.8895, loss: 0.8895 +2024-07-16 19:53:59,224 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 19:45:22, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 1.0011, loss: 1.0011 +2024-07-16 19:54:22,744 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 19:44:58, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9719, loss_cls: 0.9275, loss: 0.9275 +2024-07-16 19:54:46,267 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 19:44:34, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9637, loss_cls: 0.8956, loss: 0.8956 +2024-07-16 19:55:09,733 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 19:44:10, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9675, loss_cls: 0.8701, loss: 0.8701 +2024-07-16 19:55:33,345 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 19:43:46, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 0.9120, loss: 0.9120 +2024-07-16 19:55:56,906 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 19:43:23, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9656, loss_cls: 1.0158, loss: 1.0158 +2024-07-16 19:56:20,446 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 19:42:59, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9712, loss_cls: 0.9582, loss: 0.9582 +2024-07-16 19:56:44,002 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 19:42:35, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.8904, loss: 0.8904 +2024-07-16 19:56:45,804 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-07-16 19:58:03,760 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 19:58:03,828 - pyskl - INFO - +top1_acc 0.6720 +top5_acc 0.9204 +2024-07-16 19:58:03,830 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.6720, top5_acc: 0.9204 +2024-07-16 19:58:44,949 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 19:43:14, time: 0.411, data_time: 0.176, memory: 6430, top1_acc: 0.7869, top5_acc: 0.9725, loss_cls: 1.0413, loss: 1.0413 +2024-07-16 19:59:08,180 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 19:42:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.9270, loss: 0.9270 +2024-07-16 19:59:31,410 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 19:42:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.9317, loss: 0.9317 +2024-07-16 19:59:54,641 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 19:41:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7894, top5_acc: 0.9706, loss_cls: 0.9985, loss: 0.9985 +2024-07-16 20:00:17,883 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 19:41:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9769, loss_cls: 1.0014, loss: 1.0014 +2024-07-16 20:00:41,101 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 19:41:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7963, top5_acc: 0.9719, loss_cls: 1.0050, loss: 1.0050 +2024-07-16 20:01:04,335 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 19:40:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7863, top5_acc: 0.9706, loss_cls: 1.0415, loss: 1.0415 +2024-07-16 20:01:27,606 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 19:40:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9258, loss: 0.9258 +2024-07-16 20:01:50,879 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 19:39:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7950, top5_acc: 0.9650, loss_cls: 1.0447, loss: 1.0447 +2024-07-16 20:02:14,293 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 19:39:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7850, top5_acc: 0.9725, loss_cls: 1.0084, loss: 1.0084 +2024-07-16 20:02:37,656 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 19:39:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 1.0043, loss: 1.0043 +2024-07-16 20:03:00,985 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 19:38:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 1.0660, loss: 1.0660 +2024-07-16 20:03:24,311 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 19:38:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.9696, loss: 0.9696 +2024-07-16 20:03:47,623 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 19:37:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 0.9630, loss: 0.9630 +2024-07-16 20:04:10,951 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 19:37:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 1.0527, loss: 1.0527 +2024-07-16 20:04:34,293 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 19:37:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.9535, loss: 0.9535 +2024-07-16 20:04:57,639 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 19:36:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7844, top5_acc: 0.9725, loss_cls: 1.0441, loss: 1.0441 +2024-07-16 20:05:20,972 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 19:36:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7969, top5_acc: 0.9675, loss_cls: 1.0072, loss: 1.0072 +2024-07-16 20:05:44,265 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 19:35:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.9682, loss: 0.9682 +2024-07-16 20:06:07,524 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 19:35:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7913, top5_acc: 0.9669, loss_cls: 1.0321, loss: 1.0321 +2024-07-16 20:06:30,797 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 19:34:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 0.9998, loss: 0.9998 +2024-07-16 20:06:54,083 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 19:34:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.9799, loss: 0.9799 +2024-07-16 20:07:17,356 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 19:34:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7944, top5_acc: 0.9700, loss_cls: 0.9862, loss: 0.9862 +2024-07-16 20:07:40,545 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 19:33:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7906, top5_acc: 0.9744, loss_cls: 1.0258, loss: 1.0258 +2024-07-16 20:08:03,749 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 19:33:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 1.0349, loss: 1.0349 +2024-07-16 20:08:05,596 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-07-16 20:09:23,060 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:09:23,128 - pyskl - INFO - +top1_acc 0.7273 +top5_acc 0.9445 +2024-07-16 20:09:23,130 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7273, top5_acc: 0.9445 +2024-07-16 20:10:04,372 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 19:33:54, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9794, loss_cls: 0.8932, loss: 0.8932 +2024-07-16 20:10:27,665 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 19:33:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7850, top5_acc: 0.9731, loss_cls: 1.0666, loss: 1.0666 +2024-07-16 20:10:50,947 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 19:33:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9656, loss_cls: 0.9774, loss: 0.9774 +2024-07-16 20:11:14,237 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 19:32:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7919, top5_acc: 0.9700, loss_cls: 1.0078, loss: 1.0078 +2024-07-16 20:11:37,514 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 19:32:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7762, top5_acc: 0.9694, loss_cls: 1.0290, loss: 1.0290 +2024-07-16 20:12:00,922 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 19:31:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 0.9819, loss: 0.9819 +2024-07-16 20:12:24,258 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 19:31:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7950, top5_acc: 0.9781, loss_cls: 0.9915, loss: 0.9915 +2024-07-16 20:12:47,576 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 19:31:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.9946, loss: 0.9946 +2024-07-16 20:13:10,822 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 19:30:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.9384, loss: 0.9384 +2024-07-16 20:13:34,054 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 19:30:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.0104, loss: 1.0104 +2024-07-16 20:13:57,262 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 19:29:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 1.0055, loss: 1.0055 +2024-07-16 20:14:20,483 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 19:29:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8050, top5_acc: 0.9606, loss_cls: 1.0002, loss: 1.0002 +2024-07-16 20:14:43,673 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 19:28:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 0.9868, loss: 0.9868 +2024-07-16 20:15:06,886 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 19:28:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 0.9705, loss: 0.9705 +2024-07-16 20:15:30,084 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 19:28:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 0.9081, loss: 0.9081 +2024-07-16 20:15:53,313 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 19:27:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 0.9739, loss: 0.9739 +2024-07-16 20:16:16,548 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 19:27:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8044, top5_acc: 0.9694, loss_cls: 0.9859, loss: 0.9859 +2024-07-16 20:16:39,780 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 19:26:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7956, top5_acc: 0.9663, loss_cls: 1.0032, loss: 1.0032 +2024-07-16 20:17:03,091 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 19:26:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.9111, loss: 0.9111 +2024-07-16 20:17:26,351 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 19:25:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 1.0089, loss: 1.0089 +2024-07-16 20:17:49,638 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 19:25:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.9407, loss: 0.9407 +2024-07-16 20:18:12,925 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 19:25:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.9435, loss: 0.9435 +2024-07-16 20:18:36,218 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 19:24:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 0.9795, loss: 0.9795 +2024-07-16 20:18:59,586 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 19:24:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.9787, loss: 0.9787 +2024-07-16 20:19:22,889 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 19:23:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.9681, loss: 0.9681 +2024-07-16 20:19:24,709 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-07-16 20:20:42,052 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:20:42,119 - pyskl - INFO - +top1_acc 0.5783 +top5_acc 0.8786 +2024-07-16 20:20:42,121 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.5783, top5_acc: 0.8786 +2024-07-16 20:21:23,495 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 19:24:31, time: 0.414, data_time: 0.178, memory: 6430, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 0.9536, loss: 0.9536 +2024-07-16 20:21:46,716 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 19:24:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9781, loss_cls: 0.9350, loss: 0.9350 +2024-07-16 20:22:09,973 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 19:23:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 0.9890, loss: 0.9890 +2024-07-16 20:22:33,254 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 19:23:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 1.0085, loss: 1.0085 +2024-07-16 20:22:56,524 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 19:22:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9725, loss_cls: 0.9695, loss: 0.9695 +2024-07-16 20:23:19,863 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 19:22:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 0.9899, loss: 0.9899 +2024-07-16 20:23:43,504 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 19:22:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9650, loss_cls: 1.0355, loss: 1.0355 +2024-07-16 20:24:07,214 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 19:21:39, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7925, top5_acc: 0.9700, loss_cls: 0.9887, loss: 0.9887 +2024-07-16 20:24:30,935 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 19:21:16, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.8968, loss: 0.8968 +2024-07-16 20:24:54,661 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 19:20:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.9878, loss: 0.9878 +2024-07-16 20:25:18,254 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 19:20:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8044, top5_acc: 0.9769, loss_cls: 0.9446, loss: 0.9446 +2024-07-16 20:25:41,846 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 19:20:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 0.9609, loss: 0.9609 +2024-07-16 20:26:05,218 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 19:19:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 0.9816, loss: 0.9816 +2024-07-16 20:26:28,575 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 19:19:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7900, top5_acc: 0.9738, loss_cls: 1.0221, loss: 1.0221 +2024-07-16 20:26:51,997 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 19:18:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.9193, loss: 0.9193 +2024-07-16 20:27:15,730 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 19:18:28, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 1.0944, loss: 1.0944 +2024-07-16 20:27:39,258 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 19:18:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 0.9793, loss: 0.9793 +2024-07-16 20:28:02,662 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 19:17:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7913, top5_acc: 0.9663, loss_cls: 1.0136, loss: 1.0136 +2024-07-16 20:28:26,179 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 19:17:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 1.0216, loss: 1.0216 +2024-07-16 20:28:49,500 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 19:16:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.9207, loss: 0.9207 +2024-07-16 20:29:12,755 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 19:16:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.0074, loss: 1.0074 +2024-07-16 20:29:36,082 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 19:16:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 0.9698, loss: 0.9698 +2024-07-16 20:29:59,336 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 19:15:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9794, loss_cls: 0.9015, loss: 0.9015 +2024-07-16 20:30:22,611 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 19:15:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7987, top5_acc: 0.9750, loss_cls: 0.9485, loss: 0.9485 +2024-07-16 20:30:45,867 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 19:14:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.9297, loss: 0.9297 +2024-07-16 20:30:47,745 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-07-16 20:32:05,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:32:05,070 - pyskl - INFO - +top1_acc 0.7167 +top5_acc 0.9358 +2024-07-16 20:32:05,072 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.7167, top5_acc: 0.9358 +2024-07-16 20:32:46,370 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 19:15:18, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.9348, loss: 0.9348 +2024-07-16 20:33:09,646 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 19:14:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9725, loss_cls: 0.8752, loss: 0.8752 +2024-07-16 20:33:32,905 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 19:14:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.9621, loss: 0.9621 +2024-07-16 20:33:56,169 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 19:14:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9769, loss_cls: 0.9657, loss: 0.9657 +2024-07-16 20:34:19,385 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 19:13:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 1.0167, loss: 1.0167 +2024-07-16 20:34:42,599 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 19:13:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.9030, loss: 0.9030 +2024-07-16 20:35:05,895 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 19:12:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 0.9818, loss: 0.9818 +2024-07-16 20:35:29,260 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 19:12:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 0.9843, loss: 0.9843 +2024-07-16 20:35:52,653 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 19:11:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9756, loss_cls: 0.9752, loss: 0.9752 +2024-07-16 20:36:15,933 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 19:11:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.9480, loss: 0.9480 +2024-07-16 20:36:39,174 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 19:11:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.9726, loss: 0.9726 +2024-07-16 20:37:02,356 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 19:10:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 0.9952, loss: 0.9952 +2024-07-16 20:37:25,584 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 19:10:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 0.9231, loss: 0.9231 +2024-07-16 20:37:48,806 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 19:09:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 0.9136, loss: 0.9136 +2024-07-16 20:38:12,039 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 19:09:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 0.9788, loss: 0.9788 +2024-07-16 20:38:35,287 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 19:09:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 0.9285, loss: 0.9285 +2024-07-16 20:38:58,506 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 19:08:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7975, top5_acc: 0.9613, loss_cls: 1.0354, loss: 1.0354 +2024-07-16 20:39:21,806 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 19:08:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7931, top5_acc: 0.9681, loss_cls: 0.9898, loss: 0.9898 +2024-07-16 20:39:45,123 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 19:07:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9788, loss_cls: 0.9376, loss: 0.9376 +2024-07-16 20:40:08,459 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 19:07:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7944, top5_acc: 0.9644, loss_cls: 1.0198, loss: 1.0198 +2024-07-16 20:40:31,732 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 19:06:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.9025, loss: 0.9025 +2024-07-16 20:40:55,177 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 19:06:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 1.0255, loss: 1.0255 +2024-07-16 20:41:18,557 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 19:06:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 0.9856, loss: 0.9856 +2024-07-16 20:41:41,856 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 19:05:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 0.9595, loss: 0.9595 +2024-07-16 20:42:05,156 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 19:05:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 0.9766, loss: 0.9766 +2024-07-16 20:42:07,003 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-07-16 20:43:24,812 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:43:24,879 - pyskl - INFO - +top1_acc 0.7127 +top5_acc 0.9350 +2024-07-16 20:43:24,881 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.7127, top5_acc: 0.9350 +2024-07-16 20:44:06,087 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 19:05:51, time: 0.412, data_time: 0.177, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 0.9014, loss: 0.9014 +2024-07-16 20:44:29,326 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 19:05:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 0.9159, loss: 0.9159 +2024-07-16 20:44:52,636 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 19:05:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.9049, loss: 0.9049 +2024-07-16 20:45:15,942 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 19:04:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9788, loss_cls: 0.8929, loss: 0.8929 +2024-07-16 20:45:39,201 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 19:04:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7812, top5_acc: 0.9706, loss_cls: 1.0392, loss: 1.0392 +2024-07-16 20:46:02,448 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 19:03:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7875, top5_acc: 0.9788, loss_cls: 0.9682, loss: 0.9682 +2024-07-16 20:46:25,699 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 19:03:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9637, loss_cls: 0.9751, loss: 0.9751 +2024-07-16 20:46:49,007 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 19:02:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.9487, loss: 0.9487 +2024-07-16 20:47:12,287 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 19:02:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 0.9520, loss: 0.9520 +2024-07-16 20:47:35,554 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 19:02:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9756, loss_cls: 0.9576, loss: 0.9576 +2024-07-16 20:47:58,808 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 19:01:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 0.9504, loss: 0.9504 +2024-07-16 20:48:22,048 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 19:01:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 0.9387, loss: 0.9387 +2024-07-16 20:48:45,294 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 19:00:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 0.9945, loss: 0.9945 +2024-07-16 20:49:08,573 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 19:00:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 0.9199, loss: 0.9199 +2024-07-16 20:49:31,832 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 19:00:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7987, top5_acc: 0.9769, loss_cls: 0.9949, loss: 0.9949 +2024-07-16 20:49:55,082 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 18:59:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.9610, loss: 0.9610 +2024-07-16 20:50:18,321 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 18:59:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 0.9566, loss: 0.9566 +2024-07-16 20:50:41,609 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 18:58:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7906, top5_acc: 0.9694, loss_cls: 1.0076, loss: 1.0076 +2024-07-16 20:51:04,981 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 18:58:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8044, top5_acc: 0.9725, loss_cls: 0.9826, loss: 0.9826 +2024-07-16 20:51:28,222 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 18:57:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 0.9762, loss: 0.9762 +2024-07-16 20:51:51,507 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 18:57:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.9837, loss: 0.9837 +2024-07-16 20:52:14,878 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 18:57:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9681, loss_cls: 0.9222, loss: 0.9222 +2024-07-16 20:52:38,169 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 18:56:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 0.9102, loss: 0.9102 +2024-07-16 20:53:01,449 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 18:56:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 0.9968, loss: 0.9968 +2024-07-16 20:53:24,726 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 18:55:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9762, loss_cls: 0.9371, loss: 0.9371 +2024-07-16 20:53:26,542 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-07-16 20:54:43,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 20:54:44,004 - pyskl - INFO - +top1_acc 0.7623 +top5_acc 0.9534 +2024-07-16 20:54:44,008 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_28.pth was removed +2024-07-16 20:54:44,137 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_35.pth. +2024-07-16 20:54:44,138 - pyskl - INFO - Best top1_acc is 0.7623 at 35 epoch. +2024-07-16 20:54:44,140 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.7623, top5_acc: 0.9534 +2024-07-16 20:55:25,049 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 18:56:20, time: 0.409, data_time: 0.173, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 0.9464, loss: 0.9464 +2024-07-16 20:55:48,262 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 18:55:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9800, loss_cls: 0.9035, loss: 0.9035 +2024-07-16 20:56:11,463 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 18:55:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8744, loss: 0.8744 +2024-07-16 20:56:34,707 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 18:55:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.8554, loss: 0.8554 +2024-07-16 20:56:58,082 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 18:54:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 0.9552, loss: 0.9552 +2024-07-16 20:57:21,481 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 18:54:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 0.9893, loss: 0.9893 +2024-07-16 20:57:44,682 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 18:53:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 1.0177, loss: 1.0177 +2024-07-16 20:58:08,067 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 18:53:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.9240, loss: 0.9240 +2024-07-16 20:58:31,672 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 18:53:01, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 0.9448, loss: 0.9448 +2024-07-16 20:58:55,035 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 18:52:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9712, loss_cls: 0.9342, loss: 0.9342 +2024-07-16 20:59:18,268 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 18:52:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 1.0227, loss: 1.0227 +2024-07-16 20:59:41,496 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 18:51:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 0.9810, loss: 0.9810 +2024-07-16 21:00:04,664 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 18:51:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9478, loss: 0.9478 +2024-07-16 21:00:27,841 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 18:50:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 0.9825, loss: 0.9825 +2024-07-16 21:00:51,005 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 18:50:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 0.8712, loss: 0.8712 +2024-07-16 21:01:14,177 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 18:50:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8050, top5_acc: 0.9744, loss_cls: 0.9703, loss: 0.9703 +2024-07-16 21:01:37,336 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 18:49:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 0.8908, loss: 0.8908 +2024-07-16 21:02:00,599 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 18:49:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.9321, loss: 0.9321 +2024-07-16 21:02:23,904 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 18:48:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 0.9849, loss: 0.9849 +2024-07-16 21:02:47,209 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 18:48:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 0.9811, loss: 0.9811 +2024-07-16 21:03:10,519 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 18:48:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7844, top5_acc: 0.9688, loss_cls: 1.0255, loss: 1.0255 +2024-07-16 21:03:33,856 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 18:47:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9806, loss_cls: 0.9349, loss: 0.9349 +2024-07-16 21:03:57,156 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 18:47:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.9715, loss: 0.9715 +2024-07-16 21:04:20,436 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 18:46:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8478, loss: 0.8478 +2024-07-16 21:04:43,692 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 18:46:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.9859, loss: 0.9859 +2024-07-16 21:04:45,542 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-07-16 21:06:02,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:06:02,886 - pyskl - INFO - +top1_acc 0.7453 +top5_acc 0.9549 +2024-07-16 21:06:02,889 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.7453, top5_acc: 0.9549 +2024-07-16 21:06:44,144 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 18:46:48, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8822, loss: 0.8822 +2024-07-16 21:07:07,368 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 18:46:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.9132, loss: 0.9132 +2024-07-16 21:07:30,613 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 18:45:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.9419, loss: 0.9419 +2024-07-16 21:07:53,804 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 18:45:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9838, loss_cls: 0.8295, loss: 0.8295 +2024-07-16 21:08:17,068 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 18:45:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9719, loss_cls: 0.9247, loss: 0.9247 +2024-07-16 21:08:40,447 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 18:44:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8471, loss: 0.8471 +2024-07-16 21:09:03,750 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 18:44:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 0.9514, loss: 0.9514 +2024-07-16 21:09:27,073 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 18:43:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8000, top5_acc: 0.9744, loss_cls: 0.9579, loss: 0.9579 +2024-07-16 21:09:50,413 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 18:43:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9688, loss_cls: 0.9592, loss: 0.9592 +2024-07-16 21:10:13,728 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 18:43:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7987, top5_acc: 0.9800, loss_cls: 0.9456, loss: 0.9456 +2024-07-16 21:10:37,014 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 18:42:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9756, loss_cls: 0.9633, loss: 0.9633 +2024-07-16 21:11:00,318 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 18:42:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.8607, loss: 0.8607 +2024-07-16 21:11:23,571 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 18:41:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 1.0003, loss: 1.0003 +2024-07-16 21:11:46,829 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 18:41:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 0.9944, loss: 0.9944 +2024-07-16 21:12:10,099 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 18:41:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.9239, loss: 0.9239 +2024-07-16 21:12:33,341 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 18:40:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9663, loss_cls: 0.9604, loss: 0.9604 +2024-07-16 21:12:56,602 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 18:40:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.9499, loss: 0.9499 +2024-07-16 21:13:19,942 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 18:39:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7994, top5_acc: 0.9812, loss_cls: 0.9478, loss: 0.9478 +2024-07-16 21:13:43,238 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 18:39:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9744, loss_cls: 0.9320, loss: 0.9320 +2024-07-16 21:14:06,477 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 18:38:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7987, top5_acc: 0.9700, loss_cls: 0.9728, loss: 0.9728 +2024-07-16 21:14:29,755 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 18:38:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.8840, loss: 0.8840 +2024-07-16 21:14:53,027 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 18:38:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 0.9770, loss: 0.9770 +2024-07-16 21:15:16,259 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 18:37:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 0.9490, loss: 0.9490 +2024-07-16 21:15:39,470 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 18:37:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9744, loss_cls: 0.9524, loss: 0.9524 +2024-07-16 21:16:02,722 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 18:36:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 0.9800, loss: 0.9800 +2024-07-16 21:16:04,546 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-07-16 21:17:22,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:17:22,393 - pyskl - INFO - +top1_acc 0.7377 +top5_acc 0.9475 +2024-07-16 21:17:22,395 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.7377, top5_acc: 0.9475 +2024-07-16 21:18:03,381 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 18:37:14, time: 0.410, data_time: 0.174, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 0.9484, loss: 0.9484 +2024-07-16 21:18:26,593 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 18:36:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7931, top5_acc: 0.9725, loss_cls: 0.9555, loss: 0.9555 +2024-07-16 21:18:49,827 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 18:36:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 0.9088, loss: 0.9088 +2024-07-16 21:19:13,085 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 18:35:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9794, loss_cls: 0.8814, loss: 0.8814 +2024-07-16 21:19:36,332 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 18:35:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.8478, loss: 0.8478 +2024-07-16 21:19:59,644 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 18:35:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.9007, loss: 0.9007 +2024-07-16 21:20:22,990 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 18:34:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9812, loss_cls: 0.9250, loss: 0.9250 +2024-07-16 21:20:46,281 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 18:34:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9775, loss_cls: 0.9373, loss: 0.9373 +2024-07-16 21:21:09,602 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 18:33:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.9079, loss: 0.9079 +2024-07-16 21:21:32,984 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 18:33:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9769, loss_cls: 0.9253, loss: 0.9253 +2024-07-16 21:21:56,478 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 18:33:06, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9769, loss_cls: 0.9472, loss: 0.9472 +2024-07-16 21:22:19,894 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 18:32:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 0.9724, loss: 0.9724 +2024-07-16 21:22:43,277 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 18:32:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 1.0010, loss: 1.0010 +2024-07-16 21:23:06,654 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 18:31:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.9539, loss: 0.9539 +2024-07-16 21:23:29,907 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 18:31:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 1.0034, loss: 1.0034 +2024-07-16 21:23:53,094 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 18:31:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.9388, loss: 0.9388 +2024-07-16 21:24:16,301 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 18:30:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.9157, loss: 0.9157 +2024-07-16 21:24:39,883 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 18:30:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 0.9946, loss: 0.9946 +2024-07-16 21:25:03,253 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 18:29:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 0.9623, loss: 0.9623 +2024-07-16 21:25:26,595 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 18:29:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.9054, loss: 0.9054 +2024-07-16 21:25:49,925 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 18:28:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.9452, loss: 0.9452 +2024-07-16 21:26:13,152 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 18:28:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.8999, loss: 0.8999 +2024-07-16 21:26:36,413 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 18:28:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 0.8851, loss: 0.8851 +2024-07-16 21:26:59,672 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 18:27:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7950, top5_acc: 0.9719, loss_cls: 1.0062, loss: 1.0062 +2024-07-16 21:27:22,974 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 18:27:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.9110, loss: 0.9110 +2024-07-16 21:27:24,807 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-07-16 21:28:42,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:28:42,295 - pyskl - INFO - +top1_acc 0.7846 +top5_acc 0.9627 +2024-07-16 21:28:42,299 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_35.pth was removed +2024-07-16 21:28:42,426 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_38.pth. +2024-07-16 21:28:42,426 - pyskl - INFO - Best top1_acc is 0.7846 at 38 epoch. +2024-07-16 21:28:42,429 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7846, top5_acc: 0.9627 +2024-07-16 21:29:23,280 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 18:27:41, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.8639, loss: 0.8639 +2024-07-16 21:29:46,446 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 18:27:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.8657, loss: 0.8657 +2024-07-16 21:30:09,625 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 18:26:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7937, top5_acc: 0.9694, loss_cls: 1.0034, loss: 1.0034 +2024-07-16 21:30:32,825 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 18:26:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7944, top5_acc: 0.9731, loss_cls: 0.9159, loss: 0.9159 +2024-07-16 21:30:55,998 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 18:26:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 0.8511, loss: 0.8511 +2024-07-16 21:31:19,196 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 18:25:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9806, loss_cls: 0.9097, loss: 0.9097 +2024-07-16 21:31:42,434 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 18:25:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 0.9348, loss: 0.9348 +2024-07-16 21:32:05,628 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 18:24:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 0.9328, loss: 0.9328 +2024-07-16 21:32:28,791 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 18:24:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9700, loss_cls: 0.9222, loss: 0.9222 +2024-07-16 21:32:51,986 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 18:23:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.8472, loss: 0.8472 +2024-07-16 21:33:15,325 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 18:23:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.9020, loss: 0.9020 +2024-07-16 21:33:38,680 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 18:23:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8534, loss: 0.8534 +2024-07-16 21:34:02,029 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 18:22:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 0.9229, loss: 0.9229 +2024-07-16 21:34:25,396 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 18:22:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.9489, loss: 0.9489 +2024-07-16 21:34:48,712 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 18:21:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9731, loss_cls: 1.0079, loss: 1.0079 +2024-07-16 21:35:12,118 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 18:21:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8013, top5_acc: 0.9731, loss_cls: 0.9774, loss: 0.9774 +2024-07-16 21:35:35,676 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 18:21:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 0.9428, loss: 0.9428 +2024-07-16 21:35:59,008 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 18:20:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8629, loss: 0.8629 +2024-07-16 21:36:22,331 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 18:20:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7969, top5_acc: 0.9775, loss_cls: 0.9766, loss: 0.9766 +2024-07-16 21:36:45,953 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 18:19:50, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 0.9525, loss: 0.9525 +2024-07-16 21:37:09,292 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 18:19:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 0.8948, loss: 0.8948 +2024-07-16 21:37:32,632 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 18:19:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 0.9451, loss: 0.9451 +2024-07-16 21:37:55,867 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 18:18:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.9083, loss: 0.9083 +2024-07-16 21:38:19,107 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 18:18:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.9950, loss: 0.9950 +2024-07-16 21:38:42,382 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 18:17:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 0.9958, loss: 0.9958 +2024-07-16 21:38:44,231 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-07-16 21:40:01,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:40:01,959 - pyskl - INFO - +top1_acc 0.7376 +top5_acc 0.9525 +2024-07-16 21:40:01,961 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.7376, top5_acc: 0.9525 +2024-07-16 21:40:42,814 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 18:18:05, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.9597, loss: 0.9597 +2024-07-16 21:41:06,067 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 18:17:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 0.9482, loss: 0.9482 +2024-07-16 21:41:29,377 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 18:17:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.8961, loss: 0.8961 +2024-07-16 21:41:52,616 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 18:16:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.9170, loss: 0.9170 +2024-07-16 21:42:15,891 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 18:16:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 0.8608, loss: 0.8608 +2024-07-16 21:42:39,138 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 18:16:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8832, loss: 0.8832 +2024-07-16 21:43:02,409 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 18:15:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.9716, loss: 0.9716 +2024-07-16 21:43:25,677 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 18:15:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.8860, loss: 0.8860 +2024-07-16 21:43:48,901 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 18:14:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 0.9854, loss: 0.9854 +2024-07-16 21:44:12,155 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 18:14:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7900, top5_acc: 0.9663, loss_cls: 0.9981, loss: 0.9981 +2024-07-16 21:44:35,444 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 18:13:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.9170, loss: 0.9170 +2024-07-16 21:44:58,909 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 18:13:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 0.9129, loss: 0.9129 +2024-07-16 21:45:22,277 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 18:13:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.8459, loss: 0.8459 +2024-07-16 21:45:45,635 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 18:12:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 0.9387, loss: 0.9387 +2024-07-16 21:46:08,990 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 18:12:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.8624, loss: 0.8624 +2024-07-16 21:46:32,355 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 18:11:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 0.8935, loss: 0.8935 +2024-07-16 21:46:55,756 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 18:11:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7981, top5_acc: 0.9744, loss_cls: 0.9734, loss: 0.9734 +2024-07-16 21:47:19,023 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 18:11:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 0.9342, loss: 0.9342 +2024-07-16 21:47:42,253 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 18:10:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.8595, loss: 0.8595 +2024-07-16 21:48:05,483 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 18:10:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 0.9395, loss: 0.9395 +2024-07-16 21:48:28,748 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 18:09:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 0.8998, loss: 0.8998 +2024-07-16 21:48:51,983 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 18:09:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 0.9734, loss: 0.9734 +2024-07-16 21:49:15,236 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 18:09:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 0.9302, loss: 0.9302 +2024-07-16 21:49:38,472 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 18:08:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 0.9690, loss: 0.9690 +2024-07-16 21:50:01,739 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 18:08:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.8390, loss: 0.8390 +2024-07-16 21:50:03,605 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-07-16 21:51:21,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 21:51:21,244 - pyskl - INFO - +top1_acc 0.7714 +top5_acc 0.9580 +2024-07-16 21:51:21,246 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.7714, top5_acc: 0.9580 +2024-07-16 21:52:02,069 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 18:08:28, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9794, loss_cls: 0.7982, loss: 0.7982 +2024-07-16 21:52:25,287 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 18:08:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 0.8980, loss: 0.8980 +2024-07-16 21:52:48,538 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 18:07:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 0.8778, loss: 0.8778 +2024-07-16 21:53:11,823 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 18:07:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.8187, loss: 0.8187 +2024-07-16 21:53:35,101 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 18:06:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9669, loss_cls: 0.9210, loss: 0.9210 +2024-07-16 21:53:58,375 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 18:06:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9812, loss_cls: 0.9158, loss: 0.9158 +2024-07-16 21:54:21,636 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 18:05:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7925, top5_acc: 0.9719, loss_cls: 0.9483, loss: 0.9483 +2024-07-16 21:54:44,892 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 18:05:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.8889, loss: 0.8889 +2024-07-16 21:55:08,212 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 18:05:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 0.9385, loss: 0.9385 +2024-07-16 21:55:31,509 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 18:04:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.9110, loss: 0.9110 +2024-07-16 21:55:54,808 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 18:04:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 0.9078, loss: 0.9078 +2024-07-16 21:56:18,122 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 18:03:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 0.9357, loss: 0.9357 +2024-07-16 21:56:41,445 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 18:03:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 0.9122, loss: 0.9122 +2024-07-16 21:57:04,718 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 18:03:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9781, loss_cls: 0.9062, loss: 0.9062 +2024-07-16 21:57:28,062 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 18:02:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.8781, loss: 0.8781 +2024-07-16 21:57:51,415 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 18:02:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.8958, loss: 0.8958 +2024-07-16 21:58:14,783 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 18:01:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 0.9841, loss: 0.9841 +2024-07-16 21:58:38,052 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 18:01:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9756, loss_cls: 0.9421, loss: 0.9421 +2024-07-16 21:59:01,370 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 18:01:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.9352, loss: 0.9352 +2024-07-16 21:59:24,625 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 18:00:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8725, loss: 0.8725 +2024-07-16 21:59:47,941 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 18:00:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.9326, loss: 0.9326 +2024-07-16 22:00:11,272 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 17:59:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 0.9620, loss: 0.9620 +2024-07-16 22:00:34,574 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 17:59:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7931, top5_acc: 0.9644, loss_cls: 1.0149, loss: 1.0149 +2024-07-16 22:00:57,846 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 17:58:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 0.9181, loss: 0.9181 +2024-07-16 22:01:21,130 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 17:58:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 1.0084, loss: 1.0084 +2024-07-16 22:01:22,999 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-07-16 22:02:40,530 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:02:40,600 - pyskl - INFO - +top1_acc 0.7602 +top5_acc 0.9509 +2024-07-16 22:02:40,603 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.7602, top5_acc: 0.9509 +2024-07-16 22:03:21,653 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 17:58:50, time: 0.410, data_time: 0.174, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 0.9227, loss: 0.9227 +2024-07-16 22:03:44,948 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 17:58:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9825, loss_cls: 0.8310, loss: 0.8310 +2024-07-16 22:04:08,266 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 17:58:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.8484, loss: 0.8484 +2024-07-16 22:04:31,555 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 17:57:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9844, loss_cls: 0.8123, loss: 0.8123 +2024-07-16 22:04:54,877 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 17:57:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.8301, loss: 0.8301 +2024-07-16 22:05:18,251 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 17:56:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.9118, loss: 0.9118 +2024-07-16 22:05:41,560 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 17:56:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.8966, loss: 0.8966 +2024-07-16 22:06:04,851 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 17:55:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 0.9119, loss: 0.9119 +2024-07-16 22:06:28,172 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 17:55:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 0.9616, loss: 0.9616 +2024-07-16 22:06:51,565 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 17:55:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 0.8983, loss: 0.8983 +2024-07-16 22:07:14,870 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 17:54:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.9504, loss: 0.9504 +2024-07-16 22:07:38,130 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 17:54:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.8984, loss: 0.8984 +2024-07-16 22:08:01,429 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 17:53:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9304, loss: 0.9304 +2024-07-16 22:08:24,819 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 17:53:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.7994, top5_acc: 0.9712, loss_cls: 0.9383, loss: 0.9383 +2024-07-16 22:08:48,023 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 17:53:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 0.9329, loss: 0.9329 +2024-07-16 22:09:11,219 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 17:52:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 0.8971, loss: 0.8971 +2024-07-16 22:09:34,657 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 17:52:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9700, loss_cls: 0.9124, loss: 0.9124 +2024-07-16 22:09:57,986 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 17:51:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 0.9274, loss: 0.9274 +2024-07-16 22:10:21,254 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 17:51:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.9391, loss: 0.9391 +2024-07-16 22:10:44,541 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 17:51:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9738, loss_cls: 0.9323, loss: 0.9323 +2024-07-16 22:11:07,797 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 17:50:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9738, loss_cls: 0.9190, loss: 0.9190 +2024-07-16 22:11:31,043 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 17:50:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.9601, loss: 0.9601 +2024-07-16 22:11:54,268 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 17:49:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9788, loss_cls: 0.8919, loss: 0.8919 +2024-07-16 22:12:17,453 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 17:49:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.8921, loss: 0.8921 +2024-07-16 22:12:40,651 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 17:48:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 0.8789, loss: 0.8789 +2024-07-16 22:12:42,485 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-07-16 22:13:59,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:13:59,946 - pyskl - INFO - +top1_acc 0.7446 +top5_acc 0.9464 +2024-07-16 22:13:59,948 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.7446, top5_acc: 0.9464 +2024-07-16 22:14:40,799 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 17:49:11, time: 0.408, data_time: 0.173, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.8687, loss: 0.8687 +2024-07-16 22:15:04,048 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 17:48:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 0.9028, loss: 0.9028 +2024-07-16 22:15:27,399 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 17:48:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 0.8773, loss: 0.8773 +2024-07-16 22:15:50,814 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 17:47:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 0.8968, loss: 0.8968 +2024-07-16 22:16:14,205 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 17:47:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.8635, loss: 0.8635 +2024-07-16 22:16:37,612 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 17:47:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8685, loss: 0.8685 +2024-07-16 22:17:01,008 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 17:46:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 0.8914, loss: 0.8914 +2024-07-16 22:17:24,304 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 17:46:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 0.8812, loss: 0.8812 +2024-07-16 22:17:47,584 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 17:45:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9762, loss_cls: 0.9142, loss: 0.9142 +2024-07-16 22:18:10,872 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 17:45:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9712, loss_cls: 0.8600, loss: 0.8600 +2024-07-16 22:18:34,154 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 17:45:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 0.9008, loss: 0.9008 +2024-07-16 22:18:57,389 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 17:44:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.8306, loss: 0.8306 +2024-07-16 22:19:20,641 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 17:44:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 0.8338, loss: 0.8338 +2024-07-16 22:19:43,929 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 17:43:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 0.9218, loss: 0.9218 +2024-07-16 22:20:07,168 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 17:43:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9606, loss_cls: 0.9822, loss: 0.9822 +2024-07-16 22:20:30,445 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 17:43:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 0.9244, loss: 0.9244 +2024-07-16 22:20:53,842 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 17:42:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 0.9265, loss: 0.9265 +2024-07-16 22:21:17,137 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 17:42:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 0.9553, loss: 0.9553 +2024-07-16 22:21:40,485 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 17:41:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.9519, loss: 0.9519 +2024-07-16 22:22:03,936 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 17:41:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 0.9128, loss: 0.9128 +2024-07-16 22:22:27,183 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 17:40:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 0.8985, loss: 0.8985 +2024-07-16 22:22:50,387 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 17:40:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.8750, loss: 0.8750 +2024-07-16 22:23:13,571 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 17:40:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8615, loss: 0.8615 +2024-07-16 22:23:36,744 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 17:39:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9663, loss_cls: 0.9642, loss: 0.9642 +2024-07-16 22:23:59,938 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 17:39:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.9197, loss: 0.9197 +2024-07-16 22:24:01,795 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-07-16 22:25:19,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:25:19,148 - pyskl - INFO - +top1_acc 0.7597 +top5_acc 0.9531 +2024-07-16 22:25:19,150 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.7597, top5_acc: 0.9531 +2024-07-16 22:26:00,540 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 17:39:33, time: 0.414, data_time: 0.176, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 0.8877, loss: 0.8877 +2024-07-16 22:26:23,915 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 17:39:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.8276, loss: 0.8276 +2024-07-16 22:26:47,164 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 17:38:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.7826, loss: 0.7826 +2024-07-16 22:27:10,360 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 17:38:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.8987, loss: 0.8987 +2024-07-16 22:27:33,547 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 17:37:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.9193, loss: 0.9193 +2024-07-16 22:27:56,764 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 17:37:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9775, loss_cls: 0.9255, loss: 0.9255 +2024-07-16 22:28:19,932 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 17:37:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8031, top5_acc: 0.9812, loss_cls: 0.9212, loss: 0.9212 +2024-07-16 22:28:43,220 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 17:36:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.8626, loss: 0.8626 +2024-07-16 22:29:06,441 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 17:36:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 0.9348, loss: 0.9348 +2024-07-16 22:29:29,598 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 17:35:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9681, loss_cls: 0.9399, loss: 0.9399 +2024-07-16 22:29:52,863 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 17:35:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 0.9294, loss: 0.9294 +2024-07-16 22:30:16,238 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 17:34:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.8640, loss: 0.8640 +2024-07-16 22:30:39,610 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 17:34:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9762, loss_cls: 0.9452, loss: 0.9452 +2024-07-16 22:31:02,948 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 17:34:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 0.8754, loss: 0.8754 +2024-07-16 22:31:26,174 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 17:33:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 0.9063, loss: 0.9063 +2024-07-16 22:31:49,395 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 17:33:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 0.9085, loss: 0.9085 +2024-07-16 22:32:12,684 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 17:32:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.9528, loss: 0.9528 +2024-07-16 22:32:35,971 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 17:32:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9781, loss_cls: 0.9291, loss: 0.9291 +2024-07-16 22:32:59,252 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 17:32:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 0.9235, loss: 0.9235 +2024-07-16 22:33:22,569 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 17:31:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 0.9804, loss: 0.9804 +2024-07-16 22:33:45,850 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 17:31:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9781, loss_cls: 0.9092, loss: 0.9092 +2024-07-16 22:34:09,137 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 17:30:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 0.8662, loss: 0.8662 +2024-07-16 22:34:32,371 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 17:30:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.9277, loss: 0.9277 +2024-07-16 22:34:55,610 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 17:30:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.8977, loss: 0.8977 +2024-07-16 22:35:18,845 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 17:29:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.9273, loss: 0.9273 +2024-07-16 22:35:20,674 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-07-16 22:36:37,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:36:38,034 - pyskl - INFO - +top1_acc 0.7561 +top5_acc 0.9521 +2024-07-16 22:36:38,036 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.7561, top5_acc: 0.9521 +2024-07-16 22:37:19,514 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 17:29:51, time: 0.415, data_time: 0.174, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9838, loss_cls: 0.8540, loss: 0.8540 +2024-07-16 22:37:42,992 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 17:29:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.8405, loss: 0.8405 +2024-07-16 22:38:06,244 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 17:29:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8178, loss: 0.8178 +2024-07-16 22:38:29,492 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 17:28:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 0.9348, loss: 0.9348 +2024-07-16 22:38:52,714 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 17:28:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 0.9232, loss: 0.9232 +2024-07-16 22:39:15,951 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 17:27:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 0.9068, loss: 0.9068 +2024-07-16 22:39:39,174 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 17:27:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.9161, loss: 0.9161 +2024-07-16 22:40:02,395 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 17:26:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.9253, loss: 0.9253 +2024-07-16 22:40:25,619 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 17:26:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 0.8657, loss: 0.8657 +2024-07-16 22:40:48,887 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 17:26:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.9267, loss: 0.9267 +2024-07-16 22:41:12,178 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 17:25:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.8609, loss: 0.8609 +2024-07-16 22:41:35,579 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 17:25:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 0.9557, loss: 0.9557 +2024-07-16 22:41:58,942 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 17:24:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 0.9224, loss: 0.9224 +2024-07-16 22:42:22,275 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 17:24:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 0.9171, loss: 0.9171 +2024-07-16 22:42:45,596 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 17:24:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9788, loss_cls: 0.8882, loss: 0.8882 +2024-07-16 22:43:08,920 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 17:23:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7685, loss: 0.7685 +2024-07-16 22:43:32,262 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 17:23:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.9114, loss: 0.9114 +2024-07-16 22:43:55,498 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 17:22:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.9402, loss: 0.9402 +2024-07-16 22:44:18,644 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 17:22:26, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 0.9445, loss: 0.9445 +2024-07-16 22:44:42,028 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 17:22:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 0.8902, loss: 0.8902 +2024-07-16 22:45:05,401 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 17:21:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9675, loss_cls: 0.9082, loss: 0.9082 +2024-07-16 22:45:28,766 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 17:21:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.8778, loss: 0.8778 +2024-07-16 22:45:52,095 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 17:20:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9631, loss_cls: 0.9409, loss: 0.9409 +2024-07-16 22:46:15,399 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 17:20:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8507, loss: 0.8507 +2024-07-16 22:46:38,717 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 17:19:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 0.8900, loss: 0.8900 +2024-07-16 22:46:40,569 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-07-16 22:47:58,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:47:58,282 - pyskl - INFO - +top1_acc 0.7654 +top5_acc 0.9557 +2024-07-16 22:47:58,284 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.7654, top5_acc: 0.9557 +2024-07-16 22:48:39,214 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 17:20:10, time: 0.409, data_time: 0.174, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.8000, loss: 0.8000 +2024-07-16 22:49:02,429 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 17:19:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.8848, loss: 0.8848 +2024-07-16 22:49:25,693 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 17:19:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.9038, loss: 0.9038 +2024-07-16 22:49:48,965 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 17:18:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.8564, loss: 0.8564 +2024-07-16 22:50:12,247 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 17:18:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9806, loss_cls: 0.8521, loss: 0.8521 +2024-07-16 22:50:35,495 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 17:18:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 0.9050, loss: 0.9050 +2024-07-16 22:50:58,780 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 17:17:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 0.9194, loss: 0.9194 +2024-07-16 22:51:22,039 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 17:17:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.8844, loss: 0.8844 +2024-07-16 22:51:45,258 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 17:16:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.8207, loss: 0.8207 +2024-07-16 22:52:08,509 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 17:16:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.9380, loss: 0.9380 +2024-07-16 22:52:31,774 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 17:16:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8925, loss: 0.8925 +2024-07-16 22:52:55,032 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 17:15:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9712, loss_cls: 0.9007, loss: 0.9007 +2024-07-16 22:53:18,625 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 17:15:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 0.8849, loss: 0.8849 +2024-07-16 22:53:41,898 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 17:14:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.8633, loss: 0.8633 +2024-07-16 22:54:05,156 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 17:14:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9806, loss_cls: 0.8501, loss: 0.8501 +2024-07-16 22:54:28,432 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 17:13:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7969, top5_acc: 0.9744, loss_cls: 0.9480, loss: 0.9480 +2024-07-16 22:54:51,691 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 17:13:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 0.9142, loss: 0.9142 +2024-07-16 22:55:14,907 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 17:13:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 0.9072, loss: 0.9072 +2024-07-16 22:55:38,118 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 17:12:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 0.9324, loss: 0.9324 +2024-07-16 22:56:01,596 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 17:12:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.8793, loss: 0.8793 +2024-07-16 22:56:24,951 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 17:11:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 0.9452, loss: 0.9452 +2024-07-16 22:56:48,246 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 17:11:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.8663, loss: 0.8663 +2024-07-16 22:57:11,571 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 17:11:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.8807, loss: 0.8807 +2024-07-16 22:57:34,832 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 17:10:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8888, loss: 0.8888 +2024-07-16 22:57:58,100 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 17:10:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 0.8658, loss: 0.8658 +2024-07-16 22:57:59,930 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-07-16 22:59:17,340 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 22:59:17,407 - pyskl - INFO - +top1_acc 0.7573 +top5_acc 0.9503 +2024-07-16 22:59:17,409 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.7573, top5_acc: 0.9503 +2024-07-16 22:59:58,517 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 17:10:27, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9694, loss_cls: 0.8794, loss: 0.8794 +2024-07-16 23:00:21,905 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 17:10:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9700, loss_cls: 0.8407, loss: 0.8407 +2024-07-16 23:00:45,111 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 17:09:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 0.8652, loss: 0.8652 +2024-07-16 23:01:08,307 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 17:09:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8339, loss: 0.8339 +2024-07-16 23:01:31,540 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 17:08:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.8442, loss: 0.8442 +2024-07-16 23:01:54,760 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 17:08:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.8784, loss: 0.8784 +2024-07-16 23:02:18,017 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 17:07:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.9092, loss: 0.9092 +2024-07-16 23:02:41,264 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 17:07:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8466, loss: 0.8466 +2024-07-16 23:03:04,502 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 17:07:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.9038, loss: 0.9038 +2024-07-16 23:03:27,721 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 17:06:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8521, loss: 0.8521 +2024-07-16 23:03:50,950 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 17:06:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.8892, loss: 0.8892 +2024-07-16 23:04:14,172 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 17:05:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8626, loss: 0.8626 +2024-07-16 23:04:37,625 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 17:05:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8880, loss: 0.8880 +2024-07-16 23:05:01,326 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 17:05:06, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9812, loss_cls: 0.8441, loss: 0.8441 +2024-07-16 23:05:24,948 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 17:04:42, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.8808, loss: 0.8808 +2024-07-16 23:05:48,439 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 17:04:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8477, loss: 0.8477 +2024-07-16 23:06:11,884 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 17:03:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.9079, loss: 0.9079 +2024-07-16 23:06:35,585 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 17:03:30, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.9000, loss: 0.9000 +2024-07-16 23:06:59,144 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 17:03:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9756, loss_cls: 0.9082, loss: 0.9082 +2024-07-16 23:07:22,672 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 17:02:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.8774, loss: 0.8774 +2024-07-16 23:07:46,133 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 17:02:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 0.9102, loss: 0.9102 +2024-07-16 23:08:09,476 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 17:01:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.9108, loss: 0.9108 +2024-07-16 23:08:32,825 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 17:01:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 0.8611, loss: 0.8611 +2024-07-16 23:08:56,106 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 17:01:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.9011, loss: 0.9011 +2024-07-16 23:09:19,346 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 17:00:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9781, loss_cls: 0.9201, loss: 0.9201 +2024-07-16 23:09:21,185 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-07-16 23:10:38,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:10:38,828 - pyskl - INFO - +top1_acc 0.7812 +top5_acc 0.9631 +2024-07-16 23:10:38,830 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.7812, top5_acc: 0.9631 +2024-07-16 23:11:20,008 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 17:00:49, time: 0.412, data_time: 0.174, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.8477, loss: 0.8477 +2024-07-16 23:11:43,388 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 17:00:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8333, loss: 0.8333 +2024-07-16 23:12:06,698 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 16:59:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8764, loss: 0.8764 +2024-07-16 23:12:29,950 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 16:59:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9762, loss_cls: 0.9196, loss: 0.9196 +2024-07-16 23:12:53,193 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 16:59:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.7868, loss: 0.7868 +2024-07-16 23:13:16,450 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 16:58:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.8509, loss: 0.8509 +2024-07-16 23:13:39,695 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 16:58:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.8212, loss: 0.8212 +2024-07-16 23:14:02,923 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 16:57:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 0.8860, loss: 0.8860 +2024-07-16 23:14:26,159 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 16:57:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.8413, loss: 0.8413 +2024-07-16 23:14:49,392 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 16:57:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9706, loss_cls: 0.9086, loss: 0.9086 +2024-07-16 23:15:12,632 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 16:56:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9719, loss_cls: 0.8541, loss: 0.8541 +2024-07-16 23:15:36,047 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 16:56:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 0.9070, loss: 0.9070 +2024-07-16 23:15:59,511 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 16:55:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8343, loss: 0.8343 +2024-07-16 23:16:22,840 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 16:55:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.9130, loss: 0.9130 +2024-07-16 23:16:46,146 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 16:55:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.8386, loss: 0.8386 +2024-07-16 23:17:09,528 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 16:54:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9806, loss_cls: 0.9039, loss: 0.9039 +2024-07-16 23:17:32,881 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 16:54:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.8869, loss: 0.8869 +2024-07-16 23:17:56,203 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 16:53:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9788, loss_cls: 0.8521, loss: 0.8521 +2024-07-16 23:18:19,710 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 16:53:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8006, top5_acc: 0.9769, loss_cls: 0.9214, loss: 0.9214 +2024-07-16 23:18:43,052 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 16:53:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9769, loss_cls: 0.8825, loss: 0.8825 +2024-07-16 23:19:06,316 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 16:52:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.9055, loss: 0.9055 +2024-07-16 23:19:29,558 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 16:52:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 0.9664, loss: 0.9664 +2024-07-16 23:19:52,812 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 16:51:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9806, loss_cls: 0.8529, loss: 0.8529 +2024-07-16 23:20:16,063 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 16:51:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 0.8360, loss: 0.8360 +2024-07-16 23:20:39,304 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 16:50:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8144, top5_acc: 0.9669, loss_cls: 0.9462, loss: 0.9462 +2024-07-16 23:20:41,129 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-07-16 23:21:58,564 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:21:58,631 - pyskl - INFO - +top1_acc 0.7823 +top5_acc 0.9591 +2024-07-16 23:21:58,633 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.7823, top5_acc: 0.9591 +2024-07-16 23:22:39,706 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 16:51:05, time: 0.411, data_time: 0.175, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8534, loss: 0.8534 +2024-07-16 23:23:02,857 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 16:50:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.8060, loss: 0.8060 +2024-07-16 23:23:26,050 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 16:50:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.8260, loss: 0.8260 +2024-07-16 23:23:49,229 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 16:49:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.8356, loss: 0.8356 +2024-07-16 23:24:12,641 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 16:49:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8363, loss: 0.8363 +2024-07-16 23:24:35,981 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 16:49:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9706, loss_cls: 0.8856, loss: 0.8856 +2024-07-16 23:24:59,304 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 16:48:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 0.8482, loss: 0.8482 +2024-07-16 23:25:22,626 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 16:48:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.7966, loss: 0.7966 +2024-07-16 23:25:45,941 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 16:47:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 0.9528, loss: 0.9528 +2024-07-16 23:26:09,216 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 16:47:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9637, loss_cls: 0.9203, loss: 0.9203 +2024-07-16 23:26:32,410 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 16:46:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8488, loss: 0.8488 +2024-07-16 23:26:55,612 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 16:46:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 0.9222, loss: 0.9222 +2024-07-16 23:27:18,786 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 16:46:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.8891, loss: 0.8891 +2024-07-16 23:27:42,053 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 16:45:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9819, loss_cls: 0.8579, loss: 0.8579 +2024-07-16 23:28:05,345 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 16:45:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.8224, loss: 0.8224 +2024-07-16 23:28:28,656 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 16:44:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9788, loss_cls: 0.9070, loss: 0.9070 +2024-07-16 23:28:51,929 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 16:44:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.8594, loss: 0.8594 +2024-07-16 23:29:15,257 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 16:44:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9825, loss_cls: 0.8084, loss: 0.8084 +2024-07-16 23:29:38,489 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 16:43:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 0.8375, loss: 0.8375 +2024-07-16 23:30:01,703 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 16:43:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.8793, loss: 0.8793 +2024-07-16 23:30:25,017 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 16:42:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.8648, loss: 0.8648 +2024-07-16 23:30:48,411 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 16:42:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8391, loss: 0.8391 +2024-07-16 23:31:11,641 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 16:42:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9831, loss_cls: 0.8173, loss: 0.8173 +2024-07-16 23:31:34,855 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 16:41:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9750, loss_cls: 0.9190, loss: 0.9190 +2024-07-16 23:31:58,061 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 16:41:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8324, loss: 0.8324 +2024-07-16 23:31:59,892 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-07-16 23:33:17,283 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:33:17,350 - pyskl - INFO - +top1_acc 0.7678 +top5_acc 0.9604 +2024-07-16 23:33:17,352 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.7678, top5_acc: 0.9604 +2024-07-16 23:33:58,489 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 16:41:20, time: 0.411, data_time: 0.174, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 0.8329, loss: 0.8329 +2024-07-16 23:34:21,745 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 16:40:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9919, loss_cls: 0.7534, loss: 0.7534 +2024-07-16 23:34:44,951 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 16:40:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 0.8655, loss: 0.8655 +2024-07-16 23:35:08,151 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 16:40:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.8502, loss: 0.8502 +2024-07-16 23:35:31,365 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 16:39:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.7934, loss: 0.7934 +2024-07-16 23:35:54,543 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 16:39:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 0.8261, loss: 0.8261 +2024-07-16 23:36:17,720 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 16:38:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 0.9015, loss: 0.9015 +2024-07-16 23:36:40,884 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 16:38:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.8549, loss: 0.8549 +2024-07-16 23:37:04,022 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 16:38:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.8442, loss: 0.8442 +2024-07-16 23:37:27,154 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 16:37:36, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.8941, loss: 0.8941 +2024-07-16 23:37:50,309 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 16:37:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8501, loss: 0.8501 +2024-07-16 23:38:13,463 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 16:36:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.8647, loss: 0.8647 +2024-07-16 23:38:36,613 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 16:36:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 0.8775, loss: 0.8775 +2024-07-16 23:38:59,780 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 16:35:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.8782, loss: 0.8782 +2024-07-16 23:39:23,016 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 16:35:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.8558, loss: 0.8558 +2024-07-16 23:39:46,323 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 16:35:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.8361, loss: 0.8361 +2024-07-16 23:40:09,497 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 16:34:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.9167, loss: 0.9167 +2024-07-16 23:40:32,805 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 16:34:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8395, loss: 0.8395 +2024-07-16 23:40:56,364 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 16:33:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.9232, loss: 0.9232 +2024-07-16 23:41:19,634 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 16:33:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9831, loss_cls: 0.8993, loss: 0.8993 +2024-07-16 23:41:42,840 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 16:33:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.9051, loss: 0.9051 +2024-07-16 23:42:06,028 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 16:32:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.8804, loss: 0.8804 +2024-07-16 23:42:29,214 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 16:32:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.8706, loss: 0.8706 +2024-07-16 23:42:52,394 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 16:31:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.8920, loss: 0.8920 +2024-07-16 23:43:15,576 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 16:31:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8646, loss: 0.8646 +2024-07-16 23:43:17,412 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-07-16 23:44:35,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:44:35,210 - pyskl - INFO - +top1_acc 0.7689 +top5_acc 0.9581 +2024-07-16 23:44:35,212 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.7689, top5_acc: 0.9581 +2024-07-16 23:45:16,458 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 16:31:31, time: 0.412, data_time: 0.176, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.8270, loss: 0.8270 +2024-07-16 23:45:39,704 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 16:31:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9856, loss_cls: 0.8040, loss: 0.8040 +2024-07-16 23:46:02,952 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 16:30:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9806, loss_cls: 0.8103, loss: 0.8103 +2024-07-16 23:46:26,190 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 16:30:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.8329, loss: 0.8329 +2024-07-16 23:46:49,423 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 16:29:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.8954, loss: 0.8954 +2024-07-16 23:47:12,671 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 16:29:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 0.8489, loss: 0.8489 +2024-07-16 23:47:35,928 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 16:29:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.8392, loss: 0.8392 +2024-07-16 23:47:59,165 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 16:28:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9819, loss_cls: 0.8130, loss: 0.8130 +2024-07-16 23:48:22,394 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 16:28:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8214, loss: 0.8214 +2024-07-16 23:48:45,657 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 16:27:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 0.8806, loss: 0.8806 +2024-07-16 23:49:08,938 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 16:27:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.9108, loss: 0.9108 +2024-07-16 23:49:32,237 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 16:26:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9775, loss_cls: 0.9104, loss: 0.9104 +2024-07-16 23:49:55,503 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 16:26:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 0.8926, loss: 0.8926 +2024-07-16 23:50:18,758 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 16:26:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.8259, loss: 0.8259 +2024-07-16 23:50:42,042 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 16:25:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9800, loss_cls: 0.8033, loss: 0.8033 +2024-07-16 23:51:05,376 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 16:25:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.8969, loss: 0.8969 +2024-07-16 23:51:28,696 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 16:24:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 0.9385, loss: 0.9385 +2024-07-16 23:51:52,010 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 16:24:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8432, loss: 0.8432 +2024-07-16 23:52:15,404 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 16:24:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.8135, loss: 0.8135 +2024-07-16 23:52:38,928 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 16:23:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.8008, loss: 0.8008 +2024-07-16 23:53:02,317 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 16:23:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.8857, loss: 0.8857 +2024-07-16 23:53:25,734 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 16:22:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 0.8883, loss: 0.8883 +2024-07-16 23:53:49,062 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 16:22:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 0.8241, loss: 0.8241 +2024-07-16 23:54:12,265 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 16:22:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 0.8898, loss: 0.8898 +2024-07-16 23:54:35,465 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 16:21:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.8737, loss: 0.8737 +2024-07-16 23:54:37,370 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-07-16 23:55:54,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-16 23:55:54,806 - pyskl - INFO - +top1_acc 0.7786 +top5_acc 0.9622 +2024-07-16 23:55:54,808 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.7786, top5_acc: 0.9622 +2024-07-16 23:56:35,822 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 16:21:45, time: 0.410, data_time: 0.175, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9800, loss_cls: 0.8403, loss: 0.8403 +2024-07-16 23:56:59,024 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 16:21:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7461, loss: 0.7461 +2024-07-16 23:57:22,250 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 16:20:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.7503, loss: 0.7503 +2024-07-16 23:57:45,504 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 16:20:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8526, loss: 0.8526 +2024-07-16 23:58:08,768 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 16:20:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.8135, loss: 0.8135 +2024-07-16 23:58:32,025 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 16:19:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9812, loss_cls: 0.8200, loss: 0.8200 +2024-07-16 23:58:55,292 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 16:19:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.7854, loss: 0.7854 +2024-07-16 23:59:18,552 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 16:18:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9788, loss_cls: 0.8635, loss: 0.8635 +2024-07-16 23:59:41,817 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 16:18:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9694, loss_cls: 0.9144, loss: 0.9144 +2024-07-17 00:00:05,072 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 16:18:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 0.8885, loss: 0.8885 +2024-07-17 00:00:28,330 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 16:17:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 0.8592, loss: 0.8592 +2024-07-17 00:00:51,677 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 16:17:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9712, loss_cls: 0.8328, loss: 0.8328 +2024-07-17 00:01:15,018 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 16:16:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9700, loss_cls: 0.8446, loss: 0.8446 +2024-07-17 00:01:38,322 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 16:16:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.7665, loss: 0.7665 +2024-07-17 00:02:01,614 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 16:16:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.7682, loss: 0.7682 +2024-07-17 00:02:24,901 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 16:15:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 0.8822, loss: 0.8822 +2024-07-17 00:02:48,269 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 16:15:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.8079, loss: 0.8079 +2024-07-17 00:03:11,637 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 16:14:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.8048, loss: 0.8048 +2024-07-17 00:03:35,074 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 16:14:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.8521, loss: 0.8521 +2024-07-17 00:03:58,468 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 16:13:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.9393, loss: 0.9393 +2024-07-17 00:04:21,745 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 16:13:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.8905, loss: 0.8905 +2024-07-17 00:04:44,997 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 16:13:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.8300, loss: 0.8300 +2024-07-17 00:05:08,235 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 16:12:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 0.9233, loss: 0.9233 +2024-07-17 00:05:31,471 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 16:12:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.9405, loss: 0.9405 +2024-07-17 00:05:54,727 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 16:11:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 1.0556, loss: 1.0556 +2024-07-17 00:05:56,612 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-07-17 00:07:13,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:07:13,581 - pyskl - INFO - +top1_acc 0.7509 +top5_acc 0.9566 +2024-07-17 00:07:13,583 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.7509, top5_acc: 0.9566 +2024-07-17 00:07:54,244 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 16:11:58, time: 0.407, data_time: 0.170, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7985, loss: 0.7985 +2024-07-17 00:08:17,496 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 16:11:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 0.8148, loss: 0.8148 +2024-07-17 00:08:40,779 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 16:11:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.8685, loss: 0.8685 +2024-07-17 00:09:04,068 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 16:10:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.8151, loss: 0.8151 +2024-07-17 00:09:27,382 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 16:10:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 0.8507, loss: 0.8507 +2024-07-17 00:09:50,700 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 16:09:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.8059, loss: 0.8059 +2024-07-17 00:10:14,017 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 16:09:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.8384, loss: 0.8384 +2024-07-17 00:10:37,368 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 16:09:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8504, loss: 0.8504 +2024-07-17 00:11:00,714 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 16:08:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.8241, loss: 0.8241 +2024-07-17 00:11:24,062 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 16:08:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9825, loss_cls: 0.8049, loss: 0.8049 +2024-07-17 00:11:47,380 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 16:07:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 0.8738, loss: 0.8738 +2024-07-17 00:12:10,762 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 16:07:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9819, loss_cls: 0.8213, loss: 0.8213 +2024-07-17 00:12:34,080 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 16:07:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7786, loss: 0.7786 +2024-07-17 00:12:57,353 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 16:06:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.9039, loss: 0.9039 +2024-07-17 00:13:20,686 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 16:06:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8310, loss: 0.8310 +2024-07-17 00:13:43,930 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 16:05:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 0.8592, loss: 0.8592 +2024-07-17 00:14:07,236 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 16:05:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.8758, loss: 0.8758 +2024-07-17 00:14:30,505 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 16:05:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.8722, loss: 0.8722 +2024-07-17 00:14:53,686 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 16:04:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 0.8852, loss: 0.8852 +2024-07-17 00:15:16,850 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 16:04:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8716, loss: 0.8716 +2024-07-17 00:15:40,088 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 16:03:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9769, loss_cls: 0.8636, loss: 0.8636 +2024-07-17 00:16:03,314 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 16:03:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.8656, loss: 0.8656 +2024-07-17 00:16:26,583 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 16:02:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8390, loss: 0.8390 +2024-07-17 00:16:49,880 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 16:02:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9838, loss_cls: 0.7896, loss: 0.7896 +2024-07-17 00:17:13,158 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 16:02:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 0.8487, loss: 0.8487 +2024-07-17 00:17:14,992 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-07-17 00:18:32,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:18:32,340 - pyskl - INFO - +top1_acc 0.6512 +top5_acc 0.8893 +2024-07-17 00:18:32,343 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.6512, top5_acc: 0.8893 +2024-07-17 00:19:13,597 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 16:02:12, time: 0.412, data_time: 0.175, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 0.8059, loss: 0.8059 +2024-07-17 00:19:36,871 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 16:01:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 0.7513, loss: 0.7513 +2024-07-17 00:20:00,171 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 16:01:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.8745, loss: 0.8745 +2024-07-17 00:20:23,466 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 16:00:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.8056, loss: 0.8056 +2024-07-17 00:20:46,742 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 16:00:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.7993, loss: 0.7993 +2024-07-17 00:21:10,036 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 16:00:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 0.8861, loss: 0.8861 +2024-07-17 00:21:33,385 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 15:59:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7862, loss: 0.7862 +2024-07-17 00:21:56,640 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 15:59:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9794, loss_cls: 0.8285, loss: 0.8285 +2024-07-17 00:22:19,950 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 15:58:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 0.8523, loss: 0.8523 +2024-07-17 00:22:43,248 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 15:58:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 0.8318, loss: 0.8318 +2024-07-17 00:23:06,507 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 15:58:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9806, loss_cls: 0.8225, loss: 0.8225 +2024-07-17 00:23:29,732 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 15:57:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.7657, loss: 0.7657 +2024-07-17 00:23:52,961 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 15:57:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.8330, loss: 0.8330 +2024-07-17 00:24:16,189 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 15:56:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.8223, loss: 0.8223 +2024-07-17 00:24:39,546 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 15:56:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.8897, loss: 0.8897 +2024-07-17 00:25:02,866 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 15:56:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9762, loss_cls: 0.9010, loss: 0.9010 +2024-07-17 00:25:26,296 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 15:55:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.8623, loss: 0.8623 +2024-07-17 00:25:49,736 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 15:55:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9744, loss_cls: 0.8031, loss: 0.8031 +2024-07-17 00:26:13,282 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 15:54:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.8166, loss: 0.8166 +2024-07-17 00:26:36,588 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 15:54:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 0.8280, loss: 0.8280 +2024-07-17 00:26:59,954 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 15:54:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8380, loss: 0.8380 +2024-07-17 00:27:23,278 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 15:53:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9781, loss_cls: 0.8567, loss: 0.8567 +2024-07-17 00:27:46,546 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 15:53:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9731, loss_cls: 0.8239, loss: 0.8239 +2024-07-17 00:28:09,796 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 15:52:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.8732, loss: 0.8732 +2024-07-17 00:28:33,078 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 15:52:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8643, loss: 0.8643 +2024-07-17 00:28:34,919 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-07-17 00:29:52,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:29:52,937 - pyskl - INFO - +top1_acc 0.7556 +top5_acc 0.9537 +2024-07-17 00:29:52,939 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.7556, top5_acc: 0.9537 +2024-07-17 00:30:34,206 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 15:52:26, time: 0.413, data_time: 0.174, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 0.7277, loss: 0.7277 +2024-07-17 00:30:57,529 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 15:52:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 0.8085, loss: 0.8085 +2024-07-17 00:31:20,726 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 15:51:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7747, loss: 0.7747 +2024-07-17 00:31:43,906 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 15:51:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9844, loss_cls: 0.8072, loss: 0.8072 +2024-07-17 00:32:07,149 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 15:50:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8495, loss: 0.8495 +2024-07-17 00:32:30,372 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 15:50:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.8690, loss: 0.8690 +2024-07-17 00:32:53,578 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 15:49:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.7902, loss: 0.7902 +2024-07-17 00:33:16,810 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 15:49:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.7797, loss: 0.7797 +2024-07-17 00:33:40,061 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 15:49:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8554, loss: 0.8554 +2024-07-17 00:34:03,296 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 15:48:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9819, loss_cls: 0.8241, loss: 0.8241 +2024-07-17 00:34:26,532 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 15:48:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.8024, loss: 0.8024 +2024-07-17 00:34:49,798 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 15:47:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9688, loss_cls: 0.8540, loss: 0.8540 +2024-07-17 00:35:13,026 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 15:47:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.8295, loss: 0.8295 +2024-07-17 00:35:36,279 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 15:47:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7715, loss: 0.7715 +2024-07-17 00:35:59,858 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 15:46:41, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 0.9042, loss: 0.9042 +2024-07-17 00:36:23,293 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 15:46:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.8365, loss: 0.8365 +2024-07-17 00:36:46,576 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 15:45:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.8086, loss: 0.8086 +2024-07-17 00:37:09,890 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 15:45:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.7944, loss: 0.7944 +2024-07-17 00:37:33,662 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 15:45:03, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.8583, loss: 0.8583 +2024-07-17 00:37:57,436 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 15:44:40, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.8790, loss: 0.8790 +2024-07-17 00:38:20,822 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 15:44:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.8566, loss: 0.8566 +2024-07-17 00:38:44,290 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 15:43:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.8357, loss: 0.8357 +2024-07-17 00:39:07,576 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 15:43:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8609, loss: 0.8609 +2024-07-17 00:39:30,844 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 15:43:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.8318, loss: 0.8318 +2024-07-17 00:39:54,110 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 15:42:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 0.8645, loss: 0.8645 +2024-07-17 00:39:55,924 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-07-17 00:41:13,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:41:13,485 - pyskl - INFO - +top1_acc 0.7679 +top5_acc 0.9504 +2024-07-17 00:41:13,487 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.7679, top5_acc: 0.9504 +2024-07-17 00:41:54,871 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 15:42:40, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.6909, loss: 0.6909 +2024-07-17 00:42:18,212 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 15:42:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 0.8167, loss: 0.8167 +2024-07-17 00:42:41,480 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 15:41:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9875, loss_cls: 0.8154, loss: 0.8154 +2024-07-17 00:43:04,802 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 15:41:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7885, loss: 0.7885 +2024-07-17 00:43:28,138 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 15:41:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.6913, loss: 0.6913 +2024-07-17 00:43:51,451 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 15:40:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.7862, loss: 0.7862 +2024-07-17 00:44:14,777 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 15:40:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 0.8030, loss: 0.8030 +2024-07-17 00:44:38,074 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 15:39:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.8431, loss: 0.8431 +2024-07-17 00:45:01,384 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 15:39:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.9145, loss: 0.9145 +2024-07-17 00:45:24,658 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 15:38:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 0.8038, loss: 0.8038 +2024-07-17 00:45:47,898 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 15:38:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.8918, loss: 0.8918 +2024-07-17 00:46:11,153 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 15:38:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.8164, loss: 0.8164 +2024-07-17 00:46:34,416 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 15:37:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 0.8084, loss: 0.8084 +2024-07-17 00:46:57,671 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 15:37:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.8749, loss: 0.8749 +2024-07-17 00:47:21,285 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 15:36:56, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.8069, loss: 0.8069 +2024-07-17 00:47:44,814 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 15:36:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.8067, loss: 0.8067 +2024-07-17 00:48:08,164 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 15:36:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.7809, loss: 0.7809 +2024-07-17 00:48:31,541 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 15:35:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 0.7996, loss: 0.7996 +2024-07-17 00:48:54,862 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 15:35:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.7374, loss: 0.7374 +2024-07-17 00:49:18,127 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 15:34:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9688, loss_cls: 0.8412, loss: 0.8412 +2024-07-17 00:49:41,404 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 15:34:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.9200, loss: 0.9200 +2024-07-17 00:50:04,752 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 15:34:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.8776, loss: 0.8776 +2024-07-17 00:50:28,061 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 15:33:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.8567, loss: 0.8567 +2024-07-17 00:50:51,385 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 15:33:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.8384, loss: 0.8384 +2024-07-17 00:51:14,675 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 15:32:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.8095, loss: 0.8095 +2024-07-17 00:51:16,458 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-07-17 00:52:34,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 00:52:34,147 - pyskl - INFO - +top1_acc 0.7814 +top5_acc 0.9623 +2024-07-17 00:52:34,153 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.7814, top5_acc: 0.9623 +2024-07-17 00:53:16,078 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 15:32:55, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.7979, loss: 0.7979 +2024-07-17 00:53:39,306 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 15:32:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.7660, loss: 0.7660 +2024-07-17 00:54:02,572 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 15:32:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7297, loss: 0.7297 +2024-07-17 00:54:25,897 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 15:31:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8572, loss: 0.8572 +2024-07-17 00:54:49,198 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 15:31:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.7945, loss: 0.7945 +2024-07-17 00:55:12,517 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 15:30:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 0.8221, loss: 0.8221 +2024-07-17 00:55:35,820 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 15:30:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.7904, loss: 0.7904 +2024-07-17 00:55:59,170 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 15:30:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.8148, loss: 0.8148 +2024-07-17 00:56:22,493 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 15:29:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 0.7372, loss: 0.7372 +2024-07-17 00:56:45,832 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 15:29:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.8275, loss: 0.8275 +2024-07-17 00:57:09,187 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 15:28:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.8571, loss: 0.8571 +2024-07-17 00:57:32,517 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 15:28:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.7670, loss: 0.7670 +2024-07-17 00:57:55,867 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 15:28:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.8008, loss: 0.8008 +2024-07-17 00:58:19,229 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 15:27:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9725, loss_cls: 0.8452, loss: 0.8452 +2024-07-17 00:58:42,527 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 15:27:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.8918, loss: 0.8918 +2024-07-17 00:59:05,729 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 15:26:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.8119, loss: 0.8119 +2024-07-17 00:59:28,960 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 15:26:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.8058, loss: 0.8058 +2024-07-17 00:59:52,302 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 15:25:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.8439, loss: 0.8439 +2024-07-17 01:00:15,577 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 15:25:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.8485, loss: 0.8485 +2024-07-17 01:00:39,104 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 15:25:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8212, loss: 0.8212 +2024-07-17 01:01:02,542 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 15:24:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9806, loss_cls: 0.8837, loss: 0.8837 +2024-07-17 01:01:25,847 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 15:24:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.8761, loss: 0.8761 +2024-07-17 01:01:49,154 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 15:23:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.7670, loss: 0.7670 +2024-07-17 01:02:12,379 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 15:23:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.8624, loss: 0.8624 +2024-07-17 01:02:35,586 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 15:23:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7778, loss: 0.7778 +2024-07-17 01:02:37,394 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-07-17 01:03:54,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:03:54,806 - pyskl - INFO - +top1_acc 0.7966 +top5_acc 0.9636 +2024-07-17 01:03:54,810 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_38.pth was removed +2024-07-17 01:03:54,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2024-07-17 01:03:54,943 - pyskl - INFO - Best top1_acc is 0.7966 at 57 epoch. +2024-07-17 01:03:54,946 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.7966, top5_acc: 0.9636 +2024-07-17 01:04:36,360 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 15:23:07, time: 0.414, data_time: 0.179, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9838, loss_cls: 0.7743, loss: 0.7743 +2024-07-17 01:04:59,645 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 15:22:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.8054, loss: 0.8054 +2024-07-17 01:05:22,914 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 15:22:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7637, loss: 0.7637 +2024-07-17 01:05:46,090 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 15:21:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8514, loss: 0.8514 +2024-07-17 01:06:09,293 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 15:21:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9725, loss_cls: 0.8147, loss: 0.8147 +2024-07-17 01:06:32,487 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 15:21:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.7862, loss: 0.7862 +2024-07-17 01:06:55,848 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 15:20:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.7852, loss: 0.7852 +2024-07-17 01:07:19,008 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 15:20:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.7646, loss: 0.7646 +2024-07-17 01:07:42,316 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 15:19:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9719, loss_cls: 0.9331, loss: 0.9331 +2024-07-17 01:08:05,550 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 15:19:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.8574, loss: 0.8574 +2024-07-17 01:08:28,805 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 15:19:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7919, loss: 0.7919 +2024-07-17 01:08:52,227 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 15:18:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.8125, loss: 0.8125 +2024-07-17 01:09:15,456 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 15:18:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.8095, loss: 0.8095 +2024-07-17 01:09:38,868 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 15:17:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7309, loss: 0.7309 +2024-07-17 01:10:02,292 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 15:17:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.8109, loss: 0.8109 +2024-07-17 01:10:25,720 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 15:16:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 0.8710, loss: 0.8710 +2024-07-17 01:10:49,086 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 15:16:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9769, loss_cls: 0.8044, loss: 0.8044 +2024-07-17 01:11:12,388 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 15:16:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.8261, loss: 0.8261 +2024-07-17 01:11:35,652 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 15:15:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.8310, loss: 0.8310 +2024-07-17 01:11:58,859 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 15:15:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.7830, loss: 0.7830 +2024-07-17 01:12:22,241 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 15:14:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9831, loss_cls: 0.8216, loss: 0.8216 +2024-07-17 01:12:45,592 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 15:14:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9762, loss_cls: 0.8526, loss: 0.8526 +2024-07-17 01:13:08,959 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 15:14:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.7732, loss: 0.7732 +2024-07-17 01:13:32,396 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 15:13:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.8156, loss: 0.8156 +2024-07-17 01:13:55,727 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 15:13:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8081, loss: 0.8081 +2024-07-17 01:13:57,559 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-07-17 01:15:15,062 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:15:15,129 - pyskl - INFO - +top1_acc 0.7175 +top5_acc 0.9341 +2024-07-17 01:15:15,131 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.7175, top5_acc: 0.9341 +2024-07-17 01:15:57,203 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 15:13:20, time: 0.421, data_time: 0.184, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.7837, loss: 0.7837 +2024-07-17 01:16:20,488 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 15:12:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.6826, loss: 0.6826 +2024-07-17 01:16:43,773 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 15:12:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9788, loss_cls: 0.7992, loss: 0.7992 +2024-07-17 01:17:06,998 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 15:12:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.7758, loss: 0.7758 +2024-07-17 01:17:30,213 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 15:11:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 0.8216, loss: 0.8216 +2024-07-17 01:17:53,465 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 15:11:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.8172, loss: 0.8172 +2024-07-17 01:18:16,721 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 15:10:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.7367, loss: 0.7367 +2024-07-17 01:18:39,970 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 15:10:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 0.8161, loss: 0.8161 +2024-07-17 01:19:03,228 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 15:10:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 0.7851, loss: 0.7851 +2024-07-17 01:19:26,461 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 15:09:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.8843, loss: 0.8843 +2024-07-17 01:19:49,793 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 15:09:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7628, loss: 0.7628 +2024-07-17 01:20:13,035 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 15:08:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.7911, loss: 0.7911 +2024-07-17 01:20:36,280 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 15:08:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 0.7555, loss: 0.7555 +2024-07-17 01:20:59,570 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 15:08:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.8190, loss: 0.8190 +2024-07-17 01:21:22,826 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 15:07:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.8616, loss: 0.8616 +2024-07-17 01:21:46,061 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:07:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.8124, loss: 0.8124 +2024-07-17 01:22:09,318 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:06:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7433, loss: 0.7433 +2024-07-17 01:22:32,544 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:06:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.8259, loss: 0.8259 +2024-07-17 01:22:55,748 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 15:05:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.7726, loss: 0.7726 +2024-07-17 01:23:18,954 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 15:05:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 0.7604, loss: 0.7604 +2024-07-17 01:23:42,199 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 15:05:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.8348, loss: 0.8348 +2024-07-17 01:24:05,449 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 15:04:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.8677, loss: 0.8677 +2024-07-17 01:24:28,657 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 15:04:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7865, loss: 0.7865 +2024-07-17 01:24:51,918 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 15:03:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7929, loss: 0.7929 +2024-07-17 01:25:15,204 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 15:03:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 0.7954, loss: 0.7954 +2024-07-17 01:25:17,020 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-07-17 01:26:34,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:26:34,771 - pyskl - INFO - +top1_acc 0.8004 +top5_acc 0.9661 +2024-07-17 01:26:34,775 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_57.pth was removed +2024-07-17 01:26:34,905 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_59.pth. +2024-07-17 01:26:34,906 - pyskl - INFO - Best top1_acc is 0.8004 at 59 epoch. +2024-07-17 01:26:34,908 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8004, top5_acc: 0.9661 +2024-07-17 01:27:16,865 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 15:03:31, time: 0.420, data_time: 0.182, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 0.7419, loss: 0.7419 +2024-07-17 01:27:40,112 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 15:03:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8150, top5_acc: 0.9756, loss_cls: 0.8568, loss: 0.8568 +2024-07-17 01:28:03,484 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 15:02:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.7939, loss: 0.7939 +2024-07-17 01:28:26,888 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 15:02:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7697, loss: 0.7697 +2024-07-17 01:28:50,225 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 15:01:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.7730, loss: 0.7730 +2024-07-17 01:29:13,511 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 15:01:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.8025, loss: 0.8025 +2024-07-17 01:29:36,767 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 15:01:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9806, loss_cls: 0.7680, loss: 0.7680 +2024-07-17 01:30:00,252 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 15:00:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.7173, loss: 0.7173 +2024-07-17 01:30:23,953 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 15:00:15, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.7929, loss: 0.7929 +2024-07-17 01:30:47,637 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 14:59:52, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.8069, loss: 0.8069 +2024-07-17 01:31:11,140 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 14:59:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7406, loss: 0.7406 +2024-07-17 01:31:34,485 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 14:59:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 0.7095, loss: 0.7095 +2024-07-17 01:31:57,834 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 14:58:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 0.7348, loss: 0.7348 +2024-07-17 01:32:21,240 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 14:58:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.7961, loss: 0.7961 +2024-07-17 01:32:44,605 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 14:57:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8478, loss: 0.8478 +2024-07-17 01:33:07,945 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 14:57:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.8306, loss: 0.8306 +2024-07-17 01:33:31,395 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 14:57:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.8027, loss: 0.8027 +2024-07-17 01:33:54,771 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 14:56:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.7971, loss: 0.7971 +2024-07-17 01:34:18,143 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 14:56:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7663, loss: 0.7663 +2024-07-17 01:34:41,459 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 14:55:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 0.7960, loss: 0.7960 +2024-07-17 01:35:04,772 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 14:55:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 0.8322, loss: 0.8322 +2024-07-17 01:35:28,363 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 14:54:59, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9756, loss_cls: 0.8504, loss: 0.8504 +2024-07-17 01:35:51,765 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 14:54:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7974, loss: 0.7974 +2024-07-17 01:36:15,070 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 14:54:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.8588, loss: 0.8588 +2024-07-17 01:36:38,368 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 14:53:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7442, loss: 0.7442 +2024-07-17 01:36:40,207 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-07-17 01:37:57,981 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:37:58,048 - pyskl - INFO - +top1_acc 0.7574 +top5_acc 0.9546 +2024-07-17 01:37:58,051 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.7574, top5_acc: 0.9546 +2024-07-17 01:38:39,784 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 14:53:45, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.7588, loss: 0.7588 +2024-07-17 01:39:03,185 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 14:53:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7811, loss: 0.7811 +2024-07-17 01:39:26,536 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 14:52:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 0.8180, loss: 0.8180 +2024-07-17 01:39:49,854 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 14:52:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.7156, loss: 0.7156 +2024-07-17 01:40:13,207 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 14:52:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 0.7315, loss: 0.7315 +2024-07-17 01:40:36,527 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 14:51:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9825, loss_cls: 0.8140, loss: 0.8140 +2024-07-17 01:40:59,833 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 14:51:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 0.8531, loss: 0.8531 +2024-07-17 01:41:23,144 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 14:50:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.8038, loss: 0.8038 +2024-07-17 01:41:46,491 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 14:50:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7762, loss: 0.7762 +2024-07-17 01:42:09,849 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 14:50:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9769, loss_cls: 0.7454, loss: 0.7454 +2024-07-17 01:42:33,075 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 14:49:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9831, loss_cls: 0.7949, loss: 0.7949 +2024-07-17 01:42:56,369 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 14:49:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.7507, loss: 0.7507 +2024-07-17 01:43:19,814 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 14:48:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.7690, loss: 0.7690 +2024-07-17 01:43:43,311 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 14:48:28, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 0.8424, loss: 0.8424 +2024-07-17 01:44:06,682 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 14:48:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.7886, loss: 0.7886 +2024-07-17 01:44:30,008 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 14:47:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.7807, loss: 0.7807 +2024-07-17 01:44:53,331 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 14:47:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 0.7790, loss: 0.7790 +2024-07-17 01:45:16,608 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 14:46:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.8180, loss: 0.8180 +2024-07-17 01:45:39,902 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 14:46:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8261, loss: 0.8261 +2024-07-17 01:46:03,175 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 14:46:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9706, loss_cls: 0.8566, loss: 0.8566 +2024-07-17 01:46:26,477 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 14:45:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9856, loss_cls: 0.7970, loss: 0.7970 +2024-07-17 01:46:49,766 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 14:45:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.8031, loss: 0.8031 +2024-07-17 01:47:12,996 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 14:44:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.8051, loss: 0.8051 +2024-07-17 01:47:36,160 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 14:44:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.7431, loss: 0.7431 +2024-07-17 01:47:59,365 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 14:43:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 0.7419, loss: 0.7419 +2024-07-17 01:48:01,213 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-07-17 01:49:18,779 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 01:49:18,847 - pyskl - INFO - +top1_acc 0.7733 +top5_acc 0.9607 +2024-07-17 01:49:18,849 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.7733, top5_acc: 0.9607 +2024-07-17 01:50:00,584 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 14:43:57, time: 0.417, data_time: 0.182, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 0.6877, loss: 0.6877 +2024-07-17 01:50:23,852 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 14:43:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.7555, loss: 0.7555 +2024-07-17 01:50:47,319 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 14:43:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6650, loss: 0.6650 +2024-07-17 01:51:10,685 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 14:42:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.7394, loss: 0.7394 +2024-07-17 01:51:33,960 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 14:42:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 0.7536, loss: 0.7536 +2024-07-17 01:51:57,181 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 14:41:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.8002, loss: 0.8002 +2024-07-17 01:52:20,422 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 14:41:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.7564, loss: 0.7564 +2024-07-17 01:52:43,642 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 14:41:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8362, loss: 0.8362 +2024-07-17 01:53:06,866 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 14:40:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.8732, loss: 0.8732 +2024-07-17 01:53:30,255 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 14:40:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.7582, loss: 0.7582 +2024-07-17 01:53:53,579 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 14:39:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8613, loss: 0.8613 +2024-07-17 01:54:16,930 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 14:39:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9694, loss_cls: 0.8534, loss: 0.8534 +2024-07-17 01:54:40,304 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 14:39:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.7431, loss: 0.7431 +2024-07-17 01:55:03,650 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 14:38:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7244, loss: 0.7244 +2024-07-17 01:55:26,970 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 14:38:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.7899, loss: 0.7899 +2024-07-17 01:55:50,334 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 14:37:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9738, loss_cls: 0.7743, loss: 0.7743 +2024-07-17 01:56:13,580 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 14:37:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9819, loss_cls: 0.8675, loss: 0.8675 +2024-07-17 01:56:36,809 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 14:37:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.7720, loss: 0.7720 +2024-07-17 01:57:00,031 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 14:36:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7316, loss: 0.7316 +2024-07-17 01:57:23,224 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 14:36:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.7917, loss: 0.7917 +2024-07-17 01:57:46,432 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 14:35:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.8725, loss: 0.8725 +2024-07-17 01:58:09,641 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 14:35:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9781, loss_cls: 0.7803, loss: 0.7803 +2024-07-17 01:58:32,872 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 14:34:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7538, loss: 0.7538 +2024-07-17 01:58:56,260 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 14:34:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.7600, loss: 0.7600 +2024-07-17 01:59:19,731 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 14:34:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9831, loss_cls: 0.7694, loss: 0.7694 +2024-07-17 01:59:21,602 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-07-17 02:00:39,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:00:39,577 - pyskl - INFO - +top1_acc 0.7664 +top5_acc 0.9571 +2024-07-17 02:00:39,579 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.7664, top5_acc: 0.9571 +2024-07-17 02:01:21,279 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 14:34:07, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.7259, loss: 0.7259 +2024-07-17 02:01:44,571 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 14:33:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.8011, loss: 0.8011 +2024-07-17 02:02:07,830 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 14:33:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.7179, loss: 0.7179 +2024-07-17 02:02:31,099 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 14:32:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.7125, loss: 0.7125 +2024-07-17 02:02:54,359 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 14:32:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7349, loss: 0.7349 +2024-07-17 02:03:17,611 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 14:32:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7369, loss: 0.7369 +2024-07-17 02:03:40,838 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 14:31:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.7756, loss: 0.7756 +2024-07-17 02:04:04,074 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 14:31:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.8023, loss: 0.8023 +2024-07-17 02:04:27,331 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 14:30:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.8175, loss: 0.8175 +2024-07-17 02:04:50,580 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 14:30:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 0.8238, loss: 0.8238 +2024-07-17 02:05:13,839 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 14:30:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.7561, loss: 0.7561 +2024-07-17 02:05:37,101 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 14:29:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 0.7290, loss: 0.7290 +2024-07-17 02:06:00,433 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 14:29:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.7874, loss: 0.7874 +2024-07-17 02:06:23,837 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 14:28:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.8223, loss: 0.8223 +2024-07-17 02:06:47,160 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 14:28:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.7695, loss: 0.7695 +2024-07-17 02:07:10,503 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 14:28:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.8174, loss: 0.8174 +2024-07-17 02:07:33,710 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 14:27:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8150, loss: 0.8150 +2024-07-17 02:07:56,934 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 14:27:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.7629, loss: 0.7629 +2024-07-17 02:08:20,151 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 14:26:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.7445, loss: 0.7445 +2024-07-17 02:08:43,377 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 14:26:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.7367, loss: 0.7367 +2024-07-17 02:09:06,569 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 14:25:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.7163, loss: 0.7163 +2024-07-17 02:09:29,801 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 14:25:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7609, loss: 0.7609 +2024-07-17 02:09:52,998 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 14:25:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.7990, loss: 0.7990 +2024-07-17 02:10:16,241 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 14:24:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.7630, loss: 0.7630 +2024-07-17 02:10:39,548 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 14:24:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.7974, loss: 0.7974 +2024-07-17 02:10:41,408 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-07-17 02:11:59,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:11:59,397 - pyskl - INFO - +top1_acc 0.7963 +top5_acc 0.9630 +2024-07-17 02:11:59,400 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.7963, top5_acc: 0.9630 +2024-07-17 02:12:40,933 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 14:24:16, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9862, loss_cls: 0.7556, loss: 0.7556 +2024-07-17 02:13:04,250 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 14:23:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7764, loss: 0.7764 +2024-07-17 02:13:27,559 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 14:23:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.8154, loss: 0.8154 +2024-07-17 02:13:50,853 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 14:23:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.7249, loss: 0.7249 +2024-07-17 02:14:14,020 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 14:22:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 0.7683, loss: 0.7683 +2024-07-17 02:14:37,167 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 14:22:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9888, loss_cls: 0.7582, loss: 0.7582 +2024-07-17 02:15:00,277 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 14:21:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 0.7775, loss: 0.7775 +2024-07-17 02:15:23,388 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 14:21:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9844, loss_cls: 0.7693, loss: 0.7693 +2024-07-17 02:15:46,533 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 14:20:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.7812, loss: 0.7812 +2024-07-17 02:16:09,646 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 14:20:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9856, loss_cls: 0.7412, loss: 0.7412 +2024-07-17 02:16:32,814 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 14:20:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.8145, loss: 0.8145 +2024-07-17 02:16:55,977 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 14:19:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 0.7660, loss: 0.7660 +2024-07-17 02:17:19,387 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 14:19:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 0.8461, loss: 0.8461 +2024-07-17 02:17:42,682 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 14:18:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7503, loss: 0.7503 +2024-07-17 02:18:05,988 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 14:18:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.7484, loss: 0.7484 +2024-07-17 02:18:29,287 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 14:18:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 0.7926, loss: 0.7926 +2024-07-17 02:18:52,464 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 14:17:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 0.8076, loss: 0.8076 +2024-07-17 02:19:15,657 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 14:17:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7509, loss: 0.7509 +2024-07-17 02:19:38,852 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 14:16:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.7865, loss: 0.7865 +2024-07-17 02:20:02,027 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 14:16:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.8057, loss: 0.8057 +2024-07-17 02:20:25,203 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 14:16:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.7655, loss: 0.7655 +2024-07-17 02:20:48,382 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 14:15:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7257, loss: 0.7257 +2024-07-17 02:21:11,589 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 14:15:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.7735, loss: 0.7735 +2024-07-17 02:21:34,775 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 14:14:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.7819, loss: 0.7819 +2024-07-17 02:21:58,071 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 14:14:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.7988, loss: 0.7988 +2024-07-17 02:21:59,912 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-07-17 02:23:18,423 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:23:18,495 - pyskl - INFO - +top1_acc 0.7770 +top5_acc 0.9602 +2024-07-17 02:23:18,497 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.7770, top5_acc: 0.9602 +2024-07-17 02:24:01,470 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 14:14:25, time: 0.430, data_time: 0.189, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 0.7269, loss: 0.7269 +2024-07-17 02:24:24,913 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 14:14:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.6947, loss: 0.6947 +2024-07-17 02:24:48,369 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 14:13:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.6577, loss: 0.6577 +2024-07-17 02:25:11,700 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 14:13:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.6791, loss: 0.6791 +2024-07-17 02:25:35,020 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 14:12:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9831, loss_cls: 0.7796, loss: 0.7796 +2024-07-17 02:25:58,309 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:12:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 0.8166, loss: 0.8166 +2024-07-17 02:26:21,748 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:11:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.8041, loss: 0.8041 +2024-07-17 02:26:45,020 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:11:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 0.8194, loss: 0.8194 +2024-07-17 02:27:08,285 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:11:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.8238, loss: 0.8238 +2024-07-17 02:27:31,846 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:10:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 0.7303, loss: 0.7303 +2024-07-17 02:27:55,127 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:10:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 0.7466, loss: 0.7466 +2024-07-17 02:28:18,433 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:09:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7212, loss: 0.7212 +2024-07-17 02:28:41,816 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:09:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8256, top5_acc: 0.9825, loss_cls: 0.8510, loss: 0.8510 +2024-07-17 02:29:05,195 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:09:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 0.6930, loss: 0.6930 +2024-07-17 02:29:28,523 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:08:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7973, loss: 0.7973 +2024-07-17 02:29:52,040 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:08:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7071, loss: 0.7071 +2024-07-17 02:30:15,477 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:07:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9775, loss_cls: 0.7614, loss: 0.7614 +2024-07-17 02:30:38,731 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:07:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 0.7999, loss: 0.7999 +2024-07-17 02:31:01,980 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:07:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.7875, loss: 0.7875 +2024-07-17 02:31:25,285 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:06:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8256, loss: 0.8256 +2024-07-17 02:31:48,871 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:06:17, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.6981, loss: 0.6981 +2024-07-17 02:32:12,138 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:05:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.8214, loss: 0.8214 +2024-07-17 02:32:35,379 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:05:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9688, loss_cls: 0.8448, loss: 0.8448 +2024-07-17 02:32:58,737 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:05:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.7058, loss: 0.7058 +2024-07-17 02:33:22,101 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:04:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6748, loss: 0.6748 +2024-07-17 02:33:23,945 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-07-17 02:34:41,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:34:41,923 - pyskl - INFO - +top1_acc 0.7672 +top5_acc 0.9527 +2024-07-17 02:34:41,926 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.7672, top5_acc: 0.9527 +2024-07-17 02:35:24,179 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:04:37, time: 0.422, data_time: 0.185, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7410, loss: 0.7410 +2024-07-17 02:35:47,407 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:04:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.7027, loss: 0.7027 +2024-07-17 02:36:10,893 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:03:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7248, loss: 0.7248 +2024-07-17 02:36:34,231 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:03:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.6603, loss: 0.6603 +2024-07-17 02:36:57,672 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:02:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9762, loss_cls: 0.7191, loss: 0.7191 +2024-07-17 02:37:21,114 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 14:02:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9788, loss_cls: 0.7428, loss: 0.7428 +2024-07-17 02:37:44,545 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 14:02:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7321, loss: 0.7321 +2024-07-17 02:38:07,885 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 14:01:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8339, loss: 0.8339 +2024-07-17 02:38:31,130 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 14:01:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.7533, loss: 0.7533 +2024-07-17 02:38:54,394 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 14:00:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.7421, loss: 0.7421 +2024-07-17 02:39:17,623 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 14:00:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.7451, loss: 0.7451 +2024-07-17 02:39:40,901 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 14:00:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.8086, loss: 0.8086 +2024-07-17 02:40:04,115 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 13:59:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.7364, loss: 0.7364 +2024-07-17 02:40:27,323 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 13:59:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.7397, loss: 0.7397 +2024-07-17 02:40:50,614 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 13:58:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7616, loss: 0.7616 +2024-07-17 02:41:14,085 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 13:58:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7436, loss: 0.7436 +2024-07-17 02:41:37,505 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 13:58:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.7045, loss: 0.7045 +2024-07-17 02:42:00,837 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 13:57:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.8095, loss: 0.8095 +2024-07-17 02:42:24,165 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 13:57:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 0.7920, loss: 0.7920 +2024-07-17 02:42:47,417 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 13:56:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.7034, loss: 0.7034 +2024-07-17 02:43:10,667 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 13:56:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9781, loss_cls: 0.8358, loss: 0.8358 +2024-07-17 02:43:33,926 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 13:56:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9862, loss_cls: 0.7303, loss: 0.7303 +2024-07-17 02:43:57,173 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 13:55:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.7533, loss: 0.7533 +2024-07-17 02:44:20,422 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 13:55:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.7522, loss: 0.7522 +2024-07-17 02:44:43,656 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 13:54:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.7330, loss: 0.7330 +2024-07-17 02:44:45,509 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-07-17 02:46:03,456 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:46:03,532 - pyskl - INFO - +top1_acc 0.7900 +top5_acc 0.9603 +2024-07-17 02:46:03,534 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.7900, top5_acc: 0.9603 +2024-07-17 02:46:46,316 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 13:54:47, time: 0.428, data_time: 0.188, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.6913, loss: 0.6913 +2024-07-17 02:47:09,708 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 13:54:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.6920, loss: 0.6920 +2024-07-17 02:47:33,176 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 13:53:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9788, loss_cls: 0.6806, loss: 0.6806 +2024-07-17 02:47:56,549 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 13:53:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 0.6605, loss: 0.6605 +2024-07-17 02:48:19,837 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 13:53:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.7525, loss: 0.7525 +2024-07-17 02:48:43,155 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 13:52:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7441, loss: 0.7441 +2024-07-17 02:49:06,506 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 13:52:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.7126, loss: 0.7126 +2024-07-17 02:49:29,781 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 13:51:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.7116, loss: 0.7116 +2024-07-17 02:49:53,051 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 13:51:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 0.7909, loss: 0.7909 +2024-07-17 02:50:16,317 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 13:51:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7544, loss: 0.7544 +2024-07-17 02:50:39,545 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 13:50:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7869, loss: 0.7869 +2024-07-17 02:51:02,875 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 13:50:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.7736, loss: 0.7736 +2024-07-17 02:51:26,191 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 13:49:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.8694, loss: 0.8694 +2024-07-17 02:51:49,534 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 13:49:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.7510, loss: 0.7510 +2024-07-17 02:52:12,872 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 13:49:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 0.7656, loss: 0.7656 +2024-07-17 02:52:36,207 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 13:48:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9831, loss_cls: 0.7119, loss: 0.7119 +2024-07-17 02:52:59,535 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 13:48:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.7747, loss: 0.7747 +2024-07-17 02:53:22,872 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 13:47:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.7826, loss: 0.7826 +2024-07-17 02:53:46,214 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 13:47:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.7187, loss: 0.7187 +2024-07-17 02:54:09,535 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 13:47:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.6979, loss: 0.6979 +2024-07-17 02:54:32,889 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 13:46:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 0.7313, loss: 0.7313 +2024-07-17 02:54:56,235 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 13:46:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 0.7707, loss: 0.7707 +2024-07-17 02:55:19,577 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 13:45:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.7519, loss: 0.7519 +2024-07-17 02:55:42,908 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 13:45:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.7744, loss: 0.7744 +2024-07-17 02:56:06,258 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 13:45:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.7445, loss: 0.7445 +2024-07-17 02:56:08,118 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-07-17 02:57:26,472 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 02:57:26,544 - pyskl - INFO - +top1_acc 0.8137 +top5_acc 0.9672 +2024-07-17 02:57:26,548 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_59.pth was removed +2024-07-17 02:57:26,685 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2024-07-17 02:57:26,685 - pyskl - INFO - Best top1_acc is 0.8137 at 67 epoch. +2024-07-17 02:57:26,689 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8137, top5_acc: 0.9672 +2024-07-17 02:58:08,531 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 13:44:57, time: 0.418, data_time: 0.182, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6982, loss: 0.6982 +2024-07-17 02:58:31,756 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 13:44:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7087, loss: 0.7087 +2024-07-17 02:58:55,068 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 13:44:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.6924, loss: 0.6924 +2024-07-17 02:59:18,347 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 13:43:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.7814, loss: 0.7814 +2024-07-17 02:59:41,540 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 13:43:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.7616, loss: 0.7616 +2024-07-17 03:00:04,734 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 13:42:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 0.7240, loss: 0.7240 +2024-07-17 03:00:27,945 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 13:42:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.7679, loss: 0.7679 +2024-07-17 03:00:51,169 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 13:42:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7606, loss: 0.7606 +2024-07-17 03:01:14,485 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 13:41:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 0.8081, loss: 0.8081 +2024-07-17 03:01:37,803 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 13:41:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.6891, loss: 0.6891 +2024-07-17 03:02:01,136 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 13:40:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9869, loss_cls: 0.6774, loss: 0.6774 +2024-07-17 03:02:24,439 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 13:40:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.7253, loss: 0.7253 +2024-07-17 03:02:47,658 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 13:40:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.7463, loss: 0.7463 +2024-07-17 03:03:10,900 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 13:39:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7544, loss: 0.7544 +2024-07-17 03:03:34,182 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 13:39:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.7779, loss: 0.7779 +2024-07-17 03:03:57,431 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 13:38:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 0.7222, loss: 0.7222 +2024-07-17 03:04:20,609 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 13:38:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9788, loss_cls: 0.7555, loss: 0.7555 +2024-07-17 03:04:43,821 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 13:38:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 0.7870, loss: 0.7870 +2024-07-17 03:05:07,014 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 13:37:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7654, loss: 0.7654 +2024-07-17 03:05:30,225 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 13:37:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 0.7911, loss: 0.7911 +2024-07-17 03:05:53,432 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 13:36:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 0.6964, loss: 0.6964 +2024-07-17 03:06:16,624 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 13:36:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.7666, loss: 0.7666 +2024-07-17 03:06:39,811 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 13:35:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 0.7295, loss: 0.7295 +2024-07-17 03:07:03,020 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 13:35:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 0.7411, loss: 0.7411 +2024-07-17 03:07:26,243 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 13:35:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 0.8062, loss: 0.8062 +2024-07-17 03:07:28,069 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-07-17 03:08:45,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:08:45,796 - pyskl - INFO - +top1_acc 0.8111 +top5_acc 0.9694 +2024-07-17 03:08:45,798 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8111, top5_acc: 0.9694 +2024-07-17 03:09:27,686 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 13:35:04, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6773, loss: 0.6773 +2024-07-17 03:09:51,139 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 13:34:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.6295, loss: 0.6295 +2024-07-17 03:10:14,473 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 13:34:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 0.6541, loss: 0.6541 +2024-07-17 03:10:37,699 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 13:33:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 0.7094, loss: 0.7094 +2024-07-17 03:11:00,934 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 13:33:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.7275, loss: 0.7275 +2024-07-17 03:11:24,222 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 13:33:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7358, loss: 0.7358 +2024-07-17 03:11:47,472 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 13:32:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.7814, loss: 0.7814 +2024-07-17 03:12:10,651 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 13:32:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7391, loss: 0.7391 +2024-07-17 03:12:33,823 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 13:31:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.7355, loss: 0.7355 +2024-07-17 03:12:57,043 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 13:31:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7531, loss: 0.7531 +2024-07-17 03:13:20,294 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 13:31:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.7188, loss: 0.7188 +2024-07-17 03:13:43,756 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 13:30:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.7113, loss: 0.7113 +2024-07-17 03:14:07,240 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 13:30:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9750, loss_cls: 0.7329, loss: 0.7329 +2024-07-17 03:14:30,780 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 13:29:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 0.7936, loss: 0.7936 +2024-07-17 03:14:54,086 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 13:29:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.7378, loss: 0.7378 +2024-07-17 03:15:17,366 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 13:28:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9850, loss_cls: 0.7168, loss: 0.7168 +2024-07-17 03:15:40,666 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 13:28:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.7115, loss: 0.7115 +2024-07-17 03:16:03,966 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 13:28:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.7028, loss: 0.7028 +2024-07-17 03:16:27,197 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 13:27:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7381, loss: 0.7381 +2024-07-17 03:16:50,372 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 13:27:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.7065, loss: 0.7065 +2024-07-17 03:17:13,526 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 13:26:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.8214, loss: 0.8214 +2024-07-17 03:17:36,659 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 13:26:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.8190, loss: 0.8190 +2024-07-17 03:17:59,842 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 13:26:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9744, loss_cls: 0.7470, loss: 0.7470 +2024-07-17 03:18:23,059 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 13:25:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.7267, loss: 0.7267 +2024-07-17 03:18:46,276 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 13:25:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.7696, loss: 0.7696 +2024-07-17 03:18:48,157 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-07-17 03:20:05,661 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:20:05,728 - pyskl - INFO - +top1_acc 0.7885 +top5_acc 0.9639 +2024-07-17 03:20:05,730 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.7885, top5_acc: 0.9639 +2024-07-17 03:20:47,763 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 13:25:12, time: 0.420, data_time: 0.182, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9788, loss_cls: 0.7832, loss: 0.7832 +2024-07-17 03:21:11,050 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 13:24:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6204, loss: 0.6204 +2024-07-17 03:21:34,282 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 13:24:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 0.6750, loss: 0.6750 +2024-07-17 03:21:57,556 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 13:23:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7409, loss: 0.7409 +2024-07-17 03:22:20,828 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 13:23:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 0.7376, loss: 0.7376 +2024-07-17 03:22:44,095 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 13:23:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9856, loss_cls: 0.6522, loss: 0.6522 +2024-07-17 03:23:07,339 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 13:22:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7624, loss: 0.7624 +2024-07-17 03:23:30,601 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 13:22:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9825, loss_cls: 0.7478, loss: 0.7478 +2024-07-17 03:23:53,832 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 13:21:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9750, loss_cls: 0.7876, loss: 0.7876 +2024-07-17 03:24:17,197 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 13:21:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7405, loss: 0.7405 +2024-07-17 03:24:40,515 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 13:21:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6722, loss: 0.6722 +2024-07-17 03:25:03,881 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 13:20:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7206, loss: 0.7206 +2024-07-17 03:25:27,180 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 13:20:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.6966, loss: 0.6966 +2024-07-17 03:25:50,447 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 13:19:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7804, loss: 0.7804 +2024-07-17 03:26:13,784 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 13:19:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.7207, loss: 0.7207 +2024-07-17 03:26:37,076 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 13:19:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.6737, loss: 0.6737 +2024-07-17 03:27:00,366 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 13:18:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 0.6900, loss: 0.6900 +2024-07-17 03:27:23,645 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 13:18:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.7547, loss: 0.7547 +2024-07-17 03:27:46,909 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 13:17:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.7495, loss: 0.7495 +2024-07-17 03:28:10,175 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 13:17:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9788, loss_cls: 0.7067, loss: 0.7067 +2024-07-17 03:28:33,442 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 13:17:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9825, loss_cls: 0.7475, loss: 0.7475 +2024-07-17 03:28:56,712 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:16:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 0.7901, loss: 0.7901 +2024-07-17 03:29:20,011 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:16:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7579, loss: 0.7579 +2024-07-17 03:29:43,241 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:15:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.7387, loss: 0.7387 +2024-07-17 03:30:06,466 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:15:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 0.6911, loss: 0.6911 +2024-07-17 03:30:08,321 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-07-17 03:31:26,137 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:31:26,204 - pyskl - INFO - +top1_acc 0.7928 +top5_acc 0.9630 +2024-07-17 03:31:26,206 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.7928, top5_acc: 0.9630 +2024-07-17 03:32:08,233 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:15:20, time: 0.420, data_time: 0.180, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7039, loss: 0.7039 +2024-07-17 03:32:31,565 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:14:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.7247, loss: 0.7247 +2024-07-17 03:32:54,926 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:14:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.7372, loss: 0.7372 +2024-07-17 03:33:18,294 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:14:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9869, loss_cls: 0.6776, loss: 0.6776 +2024-07-17 03:33:41,573 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:13:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.6579, loss: 0.6579 +2024-07-17 03:34:04,785 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:13:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9844, loss_cls: 0.6990, loss: 0.6990 +2024-07-17 03:34:28,033 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:12:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6654, loss: 0.6654 +2024-07-17 03:34:51,534 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:12:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9881, loss_cls: 0.6480, loss: 0.6480 +2024-07-17 03:35:15,206 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:12:05, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6801, loss: 0.6801 +2024-07-17 03:35:38,535 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:11:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.6629, loss: 0.6629 +2024-07-17 03:36:01,879 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:11:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 0.7184, loss: 0.7184 +2024-07-17 03:36:25,158 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:10:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7017, loss: 0.7017 +2024-07-17 03:36:48,376 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:10:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6531, loss: 0.6531 +2024-07-17 03:37:11,730 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:10:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7485, loss: 0.7485 +2024-07-17 03:37:35,116 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:09:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.6819, loss: 0.6819 +2024-07-17 03:37:58,449 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:09:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.7327, loss: 0.7327 +2024-07-17 03:38:21,756 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:08:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7262, loss: 0.7262 +2024-07-17 03:38:45,052 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:08:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.7901, loss: 0.7901 +2024-07-17 03:39:08,339 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:08:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.7153, loss: 0.7153 +2024-07-17 03:39:31,620 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:07:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6595, loss: 0.6595 +2024-07-17 03:39:54,882 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:07:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9825, loss_cls: 0.7233, loss: 0.7233 +2024-07-17 03:40:18,096 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:06:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 0.7408, loss: 0.7408 +2024-07-17 03:40:41,336 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:06:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6787, loss: 0.6787 +2024-07-17 03:41:04,559 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:05:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.7410, loss: 0.7410 +2024-07-17 03:41:27,783 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:05:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 0.7735, loss: 0.7735 +2024-07-17 03:41:29,615 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-07-17 03:42:47,295 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:42:47,368 - pyskl - INFO - +top1_acc 0.8073 +top5_acc 0.9654 +2024-07-17 03:42:47,371 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8073, top5_acc: 0.9654 +2024-07-17 03:43:29,641 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:05:29, time: 0.423, data_time: 0.183, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.6806, loss: 0.6806 +2024-07-17 03:43:53,019 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:05:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.6204, loss: 0.6204 +2024-07-17 03:44:16,510 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:04:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6577, loss: 0.6577 +2024-07-17 03:44:39,895 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:04:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6690, loss: 0.6690 +2024-07-17 03:45:03,306 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 13:03:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.6977, loss: 0.6977 +2024-07-17 03:45:26,613 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 13:03:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 0.6674, loss: 0.6674 +2024-07-17 03:45:49,866 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 13:03:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.7017, loss: 0.7017 +2024-07-17 03:46:13,151 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 13:02:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7155, loss: 0.7155 +2024-07-17 03:46:36,426 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 13:02:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6439, loss: 0.6439 +2024-07-17 03:46:59,776 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 13:01:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.7629, loss: 0.7629 +2024-07-17 03:47:23,070 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 13:01:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.7881, loss: 0.7881 +2024-07-17 03:47:46,322 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 13:01:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 0.6753, loss: 0.6753 +2024-07-17 03:48:09,540 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 13:00:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.7137, loss: 0.7137 +2024-07-17 03:48:32,986 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 13:00:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.6625, loss: 0.6625 +2024-07-17 03:48:56,240 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 12:59:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9812, loss_cls: 0.7277, loss: 0.7277 +2024-07-17 03:49:19,470 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 12:59:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.7325, loss: 0.7325 +2024-07-17 03:49:42,632 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 12:58:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7170, loss: 0.7170 +2024-07-17 03:50:05,821 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 12:58:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.6796, loss: 0.6796 +2024-07-17 03:50:28,994 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 12:58:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.7154, loss: 0.7154 +2024-07-17 03:50:52,192 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 12:57:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9844, loss_cls: 0.7208, loss: 0.7208 +2024-07-17 03:51:15,364 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 12:57:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 0.7319, loss: 0.7319 +2024-07-17 03:51:38,553 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 12:56:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6702, loss: 0.6702 +2024-07-17 03:52:01,721 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 12:56:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.7741, loss: 0.7741 +2024-07-17 03:52:24,894 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 12:56:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 0.7306, loss: 0.7306 +2024-07-17 03:52:48,082 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 12:55:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7644, loss: 0.7644 +2024-07-17 03:52:49,922 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-07-17 03:54:07,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 03:54:07,625 - pyskl - INFO - +top1_acc 0.7884 +top5_acc 0.9654 +2024-07-17 03:54:07,627 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.7884, top5_acc: 0.9654 +2024-07-17 03:54:49,366 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 12:55:35, time: 0.417, data_time: 0.179, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.6867, loss: 0.6867 +2024-07-17 03:55:12,757 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 12:55:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5971, loss: 0.5971 +2024-07-17 03:55:36,283 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 12:54:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 0.6555, loss: 0.6555 +2024-07-17 03:55:59,666 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 12:54:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.7602, loss: 0.7602 +2024-07-17 03:56:23,210 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 12:53:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 0.6948, loss: 0.6948 +2024-07-17 03:56:46,683 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 12:53:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7191, loss: 0.7191 +2024-07-17 03:57:10,137 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 12:53:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 0.6504, loss: 0.6504 +2024-07-17 03:57:33,575 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 12:52:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.6727, loss: 0.6727 +2024-07-17 03:57:56,948 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 12:52:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6563, loss: 0.6563 +2024-07-17 03:58:20,357 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 12:51:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.7158, loss: 0.7158 +2024-07-17 03:58:43,717 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 12:51:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7234, loss: 0.7234 +2024-07-17 03:59:06,991 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 12:51:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.6838, loss: 0.6838 +2024-07-17 03:59:30,305 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 12:50:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 0.7034, loss: 0.7034 +2024-07-17 03:59:53,565 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 12:50:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.7308, loss: 0.7308 +2024-07-17 04:00:16,830 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 12:49:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.6497, loss: 0.6497 +2024-07-17 04:00:40,080 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 12:49:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.7145, loss: 0.7145 +2024-07-17 04:01:03,359 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 12:49:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.7440, loss: 0.7440 +2024-07-17 04:01:26,617 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 12:48:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7170, loss: 0.7170 +2024-07-17 04:01:49,849 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 12:48:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9888, loss_cls: 0.6695, loss: 0.6695 +2024-07-17 04:02:13,128 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 12:47:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7097, loss: 0.7097 +2024-07-17 04:02:36,390 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 12:47:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9881, loss_cls: 0.6810, loss: 0.6810 +2024-07-17 04:02:59,644 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 12:47:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.6923, loss: 0.6923 +2024-07-17 04:03:22,888 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 12:46:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.7305, loss: 0.7305 +2024-07-17 04:03:46,171 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 12:46:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 0.6809, loss: 0.6809 +2024-07-17 04:04:09,461 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 12:45:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.7444, loss: 0.7444 +2024-07-17 04:04:11,325 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-07-17 04:05:29,085 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:05:29,152 - pyskl - INFO - +top1_acc 0.8144 +top5_acc 0.9696 +2024-07-17 04:05:29,156 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_67.pth was removed +2024-07-17 04:05:29,285 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2024-07-17 04:05:29,285 - pyskl - INFO - Best top1_acc is 0.8144 at 73 epoch. +2024-07-17 04:05:29,287 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8144, top5_acc: 0.9696 +2024-07-17 04:06:12,296 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 12:45:45, time: 0.430, data_time: 0.190, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.6593, loss: 0.6593 +2024-07-17 04:06:35,833 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 12:45:21, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.6454, loss: 0.6454 +2024-07-17 04:06:59,354 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 12:44:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 0.6671, loss: 0.6671 +2024-07-17 04:07:22,786 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 12:44:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.6846, loss: 0.6846 +2024-07-17 04:07:46,250 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 12:44:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.6491, loss: 0.6491 +2024-07-17 04:08:09,647 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 12:43:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.6131, loss: 0.6131 +2024-07-17 04:08:33,011 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 12:43:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.7094, loss: 0.7094 +2024-07-17 04:08:56,427 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 12:42:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7250, loss: 0.7250 +2024-07-17 04:09:19,924 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 12:42:31, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7268, loss: 0.7268 +2024-07-17 04:09:43,375 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 12:42:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 0.6872, loss: 0.6872 +2024-07-17 04:10:06,647 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 12:41:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.7228, loss: 0.7228 +2024-07-17 04:10:29,883 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 12:41:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7445, loss: 0.7445 +2024-07-17 04:10:53,191 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 12:40:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6990, loss: 0.6990 +2024-07-17 04:11:16,472 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 12:40:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9894, loss_cls: 0.6595, loss: 0.6595 +2024-07-17 04:11:39,761 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 12:40:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 0.7178, loss: 0.7178 +2024-07-17 04:12:02,988 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 12:39:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.6411, loss: 0.6411 +2024-07-17 04:12:26,240 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 12:39:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 0.6954, loss: 0.6954 +2024-07-17 04:12:49,493 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 12:38:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.7797, loss: 0.7797 +2024-07-17 04:13:12,730 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 12:38:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.6803, loss: 0.6803 +2024-07-17 04:13:36,126 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 12:38:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.6136, loss: 0.6136 +2024-07-17 04:13:59,474 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 12:37:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7149, loss: 0.7149 +2024-07-17 04:14:22,953 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 12:37:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.7846, loss: 0.7846 +2024-07-17 04:14:46,394 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 12:36:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.6979, loss: 0.6979 +2024-07-17 04:15:09,691 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 12:36:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 0.6882, loss: 0.6882 +2024-07-17 04:15:33,011 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 12:36:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6533, loss: 0.6533 +2024-07-17 04:15:34,876 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-07-17 04:16:53,051 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:16:53,125 - pyskl - INFO - +top1_acc 0.8184 +top5_acc 0.9706 +2024-07-17 04:16:53,130 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_73.pth was removed +2024-07-17 04:16:53,272 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_74.pth. +2024-07-17 04:16:53,273 - pyskl - INFO - Best top1_acc is 0.8184 at 74 epoch. +2024-07-17 04:16:53,275 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8184, top5_acc: 0.9706 +2024-07-17 04:17:36,117 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 12:35:55, time: 0.428, data_time: 0.187, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.5933, loss: 0.5933 +2024-07-17 04:17:59,725 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 12:35:31, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5698, loss: 0.5698 +2024-07-17 04:18:23,321 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 12:35:07, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 0.6907, loss: 0.6907 +2024-07-17 04:18:46,705 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 12:34:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9881, loss_cls: 0.6279, loss: 0.6279 +2024-07-17 04:19:10,039 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 12:34:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 0.6234, loss: 0.6234 +2024-07-17 04:19:33,288 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 12:33:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9838, loss_cls: 0.6987, loss: 0.6987 +2024-07-17 04:19:56,556 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 12:33:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6831, loss: 0.6831 +2024-07-17 04:20:19,845 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 12:33:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9869, loss_cls: 0.6834, loss: 0.6834 +2024-07-17 04:20:43,352 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 12:32:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.7213, loss: 0.7213 +2024-07-17 04:21:07,100 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 12:32:17, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.6681, loss: 0.6681 +2024-07-17 04:21:30,693 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 12:31:53, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.6719, loss: 0.6719 +2024-07-17 04:21:53,973 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 12:31:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9856, loss_cls: 0.6320, loss: 0.6320 +2024-07-17 04:22:17,392 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 12:31:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.6184, loss: 0.6184 +2024-07-17 04:22:40,649 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 12:30:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7401, loss: 0.7401 +2024-07-17 04:23:04,184 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 12:30:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.7436, loss: 0.7436 +2024-07-17 04:23:27,607 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 12:29:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.6624, loss: 0.6624 +2024-07-17 04:23:50,981 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 12:29:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.7187, loss: 0.7187 +2024-07-17 04:24:14,295 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 12:29:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.7114, loss: 0.7114 +2024-07-17 04:24:37,591 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 12:28:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.6313, loss: 0.6313 +2024-07-17 04:25:00,924 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 12:28:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.6358, loss: 0.6358 +2024-07-17 04:25:24,231 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 12:27:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.7192, loss: 0.7192 +2024-07-17 04:25:47,517 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 12:27:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.7804, loss: 0.7804 +2024-07-17 04:26:10,836 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 12:27:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 0.6665, loss: 0.6665 +2024-07-17 04:26:34,158 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 12:26:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9825, loss_cls: 0.7072, loss: 0.7072 +2024-07-17 04:26:57,485 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 12:26:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.7079, loss: 0.7079 +2024-07-17 04:26:59,324 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-07-17 04:28:17,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:28:17,159 - pyskl - INFO - +top1_acc 0.8053 +top5_acc 0.9637 +2024-07-17 04:28:17,161 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8053, top5_acc: 0.9637 +2024-07-17 04:28:59,494 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 12:26:04, time: 0.423, data_time: 0.186, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.6174, loss: 0.6174 +2024-07-17 04:29:22,713 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 12:25:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9825, loss_cls: 0.5948, loss: 0.5948 +2024-07-17 04:29:46,302 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 12:25:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.6858, loss: 0.6858 +2024-07-17 04:30:09,739 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 12:24:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.6527, loss: 0.6527 +2024-07-17 04:30:33,226 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 12:24:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9844, loss_cls: 0.6100, loss: 0.6100 +2024-07-17 04:30:56,702 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 12:24:03, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9781, loss_cls: 0.6721, loss: 0.6721 +2024-07-17 04:31:20,058 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 12:23:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.6638, loss: 0.6638 +2024-07-17 04:31:43,385 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 12:23:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9894, loss_cls: 0.6490, loss: 0.6490 +2024-07-17 04:32:06,761 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 12:22:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6830, loss: 0.6830 +2024-07-17 04:32:30,074 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 12:22:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6672, loss: 0.6672 +2024-07-17 04:32:53,305 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 12:22:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9838, loss_cls: 0.6939, loss: 0.6939 +2024-07-17 04:33:16,584 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 12:21:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 0.7094, loss: 0.7094 +2024-07-17 04:33:39,934 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 12:21:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6643, loss: 0.6643 +2024-07-17 04:34:03,176 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:20:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.6604, loss: 0.6604 +2024-07-17 04:34:26,465 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:20:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.7125, loss: 0.7125 +2024-07-17 04:34:49,742 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:20:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 0.6804, loss: 0.6804 +2024-07-17 04:35:12,989 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:19:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.7252, loss: 0.7252 +2024-07-17 04:35:36,274 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:19:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.6790, loss: 0.6790 +2024-07-17 04:35:59,548 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:18:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6550, loss: 0.6550 +2024-07-17 04:36:22,823 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:18:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 0.6985, loss: 0.6985 +2024-07-17 04:36:46,147 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:17:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.6735, loss: 0.6735 +2024-07-17 04:37:09,479 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:17:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9769, loss_cls: 0.6881, loss: 0.6881 +2024-07-17 04:37:32,712 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:17:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9869, loss_cls: 0.6886, loss: 0.6886 +2024-07-17 04:37:55,968 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:16:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 0.6432, loss: 0.6432 +2024-07-17 04:38:19,216 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:16:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.7161, loss: 0.7161 +2024-07-17 04:38:21,126 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-07-17 04:39:39,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:39:39,221 - pyskl - INFO - +top1_acc 0.7920 +top5_acc 0.9559 +2024-07-17 04:39:39,223 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.7920, top5_acc: 0.9559 +2024-07-17 04:40:20,884 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:16:11, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.6335, loss: 0.6335 +2024-07-17 04:40:44,119 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:15:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.6993, loss: 0.6993 +2024-07-17 04:41:07,477 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:15:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9925, loss_cls: 0.5749, loss: 0.5749 +2024-07-17 04:41:30,736 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:14:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 0.6300, loss: 0.6300 +2024-07-17 04:41:54,012 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:14:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 0.6557, loss: 0.6557 +2024-07-17 04:42:17,298 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:14:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6695, loss: 0.6695 +2024-07-17 04:42:40,660 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:13:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.6717, loss: 0.6717 +2024-07-17 04:43:04,003 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:13:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.6719, loss: 0.6719 +2024-07-17 04:43:27,394 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:12:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6644, loss: 0.6644 +2024-07-17 04:43:50,668 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:12:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6606, loss: 0.6606 +2024-07-17 04:44:13,978 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:12:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 0.6714, loss: 0.6714 +2024-07-17 04:44:37,258 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:11:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9812, loss_cls: 0.6785, loss: 0.6785 +2024-07-17 04:45:00,636 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:11:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9794, loss_cls: 0.6241, loss: 0.6241 +2024-07-17 04:45:23,935 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:10:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6325, loss: 0.6325 +2024-07-17 04:45:47,215 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:10:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 0.6966, loss: 0.6966 +2024-07-17 04:46:10,547 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:10:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.6909, loss: 0.6909 +2024-07-17 04:46:33,787 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:09:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9806, loss_cls: 0.6688, loss: 0.6688 +2024-07-17 04:46:57,023 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:09:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6184, loss: 0.6184 +2024-07-17 04:47:20,243 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:08:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.6983, loss: 0.6983 +2024-07-17 04:47:43,467 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:08:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7736, loss: 0.7736 +2024-07-17 04:48:06,639 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:08:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.7067, loss: 0.7067 +2024-07-17 04:48:29,839 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:07:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 0.6972, loss: 0.6972 +2024-07-17 04:48:53,057 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:07:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 0.6742, loss: 0.6742 +2024-07-17 04:49:16,265 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:06:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.6953, loss: 0.6953 +2024-07-17 04:49:39,469 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:06:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.7114, loss: 0.7114 +2024-07-17 04:49:41,286 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-07-17 04:50:59,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 04:50:59,077 - pyskl - INFO - +top1_acc 0.7984 +top5_acc 0.9669 +2024-07-17 04:50:59,079 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.7984, top5_acc: 0.9669 +2024-07-17 04:51:41,190 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:06:17, time: 0.421, data_time: 0.184, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.5806, loss: 0.5806 +2024-07-17 04:52:04,583 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:05:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 0.6865, loss: 0.6865 +2024-07-17 04:52:27,814 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:05:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6211, loss: 0.6211 +2024-07-17 04:52:51,314 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:05:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6336, loss: 0.6336 +2024-07-17 04:53:14,702 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 12:04:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9881, loss_cls: 0.6807, loss: 0.6807 +2024-07-17 04:53:38,100 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 12:04:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9881, loss_cls: 0.6063, loss: 0.6063 +2024-07-17 04:54:01,390 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 12:03:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 0.7080, loss: 0.7080 +2024-07-17 04:54:24,780 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 12:03:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9862, loss_cls: 0.6550, loss: 0.6550 +2024-07-17 04:54:48,420 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 12:03:03, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.6431, loss: 0.6431 +2024-07-17 04:55:11,712 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 12:02:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.6386, loss: 0.6386 +2024-07-17 04:55:34,996 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 12:02:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.7095, loss: 0.7095 +2024-07-17 04:55:58,291 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 12:01:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.6478, loss: 0.6478 +2024-07-17 04:56:21,644 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 12:01:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 0.6569, loss: 0.6569 +2024-07-17 04:56:44,922 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 12:01:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9906, loss_cls: 0.6188, loss: 0.6188 +2024-07-17 04:57:08,217 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 12:00:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6165, loss: 0.6165 +2024-07-17 04:57:31,471 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 12:00:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6379, loss: 0.6379 +2024-07-17 04:57:54,806 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 11:59:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9875, loss_cls: 0.6597, loss: 0.6597 +2024-07-17 04:58:18,147 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 11:59:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.6670, loss: 0.6670 +2024-07-17 04:58:41,428 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 11:59:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.6464, loss: 0.6464 +2024-07-17 04:59:04,703 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 11:58:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.6366, loss: 0.6366 +2024-07-17 04:59:27,979 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 11:58:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7066, loss: 0.7066 +2024-07-17 04:59:51,164 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 11:57:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.6562, loss: 0.6562 +2024-07-17 05:00:14,328 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 11:57:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.6570, loss: 0.6570 +2024-07-17 05:00:37,490 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 11:56:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.7814, loss: 0.7814 +2024-07-17 05:01:00,669 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 11:56:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 0.6871, loss: 0.6871 +2024-07-17 05:01:02,472 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-07-17 05:02:20,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:02:20,337 - pyskl - INFO - +top1_acc 0.8015 +top5_acc 0.9654 +2024-07-17 05:02:20,340 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8015, top5_acc: 0.9654 +2024-07-17 05:03:02,602 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 11:56:24, time: 0.423, data_time: 0.181, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.5640, loss: 0.5640 +2024-07-17 05:03:26,017 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 11:56:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 0.6002, loss: 0.6002 +2024-07-17 05:03:49,338 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 11:55:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6503, loss: 0.6503 +2024-07-17 05:04:12,713 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 11:55:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.6450, loss: 0.6450 +2024-07-17 05:04:36,278 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 11:54:47, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6679, loss: 0.6679 +2024-07-17 05:04:59,700 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 11:54:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 0.6231, loss: 0.6231 +2024-07-17 05:05:23,100 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 11:53:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9862, loss_cls: 0.6927, loss: 0.6927 +2024-07-17 05:05:46,558 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 11:53:34, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 0.6017, loss: 0.6017 +2024-07-17 05:06:09,973 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 11:53:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.6256, loss: 0.6256 +2024-07-17 05:06:33,310 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 11:52:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 0.6492, loss: 0.6492 +2024-07-17 05:06:56,574 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 11:52:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.6630, loss: 0.6630 +2024-07-17 05:07:19,852 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 11:51:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9856, loss_cls: 0.6966, loss: 0.6966 +2024-07-17 05:07:43,132 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 11:51:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6508, loss: 0.6508 +2024-07-17 05:08:06,439 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 11:51:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9856, loss_cls: 0.6512, loss: 0.6512 +2024-07-17 05:08:29,718 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 11:50:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 0.7061, loss: 0.7061 +2024-07-17 05:08:52,987 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 11:50:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.6514, loss: 0.6514 +2024-07-17 05:09:16,266 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 11:49:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6433, loss: 0.6433 +2024-07-17 05:09:39,485 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 11:49:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 0.6425, loss: 0.6425 +2024-07-17 05:10:02,700 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 11:49:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 0.7196, loss: 0.7196 +2024-07-17 05:10:25,902 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 11:48:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.6404, loss: 0.6404 +2024-07-17 05:10:49,068 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 11:48:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 0.6775, loss: 0.6775 +2024-07-17 05:11:12,300 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 11:47:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.6844, loss: 0.6844 +2024-07-17 05:11:35,592 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 11:47:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.6631, loss: 0.6631 +2024-07-17 05:11:58,860 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 11:47:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.6455, loss: 0.6455 +2024-07-17 05:12:22,090 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 11:46:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6569, loss: 0.6569 +2024-07-17 05:12:23,909 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-07-17 05:13:41,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:13:41,504 - pyskl - INFO - +top1_acc 0.7976 +top5_acc 0.9632 +2024-07-17 05:13:41,506 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.7976, top5_acc: 0.9632 +2024-07-17 05:14:23,139 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 11:46:30, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9831, loss_cls: 0.5816, loss: 0.5816 +2024-07-17 05:14:46,323 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 11:46:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 0.5729, loss: 0.5729 +2024-07-17 05:15:09,528 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 11:45:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.6304, loss: 0.6304 +2024-07-17 05:15:32,788 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 11:45:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.5997, loss: 0.5997 +2024-07-17 05:15:56,012 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 11:44:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.6299, loss: 0.6299 +2024-07-17 05:16:19,138 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 11:44:28, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.6448, loss: 0.6448 +2024-07-17 05:16:42,285 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 11:44:03, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.6189, loss: 0.6189 +2024-07-17 05:17:05,491 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 11:43:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5658, loss: 0.5658 +2024-07-17 05:17:28,766 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 11:43:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 0.6428, loss: 0.6428 +2024-07-17 05:17:52,047 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 11:42:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 0.5876, loss: 0.5876 +2024-07-17 05:18:15,321 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 11:42:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.5985, loss: 0.5985 +2024-07-17 05:18:38,652 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 11:42:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.6737, loss: 0.6737 +2024-07-17 05:19:01,870 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 11:41:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 0.6504, loss: 0.6504 +2024-07-17 05:19:25,048 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 11:41:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 0.6684, loss: 0.6684 +2024-07-17 05:19:48,221 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 11:40:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6801, loss: 0.6801 +2024-07-17 05:20:11,431 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 11:40:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.6398, loss: 0.6398 +2024-07-17 05:20:34,651 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 11:40:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.6086, loss: 0.6086 +2024-07-17 05:20:57,863 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 11:39:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.7103, loss: 0.7103 +2024-07-17 05:21:21,062 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 11:39:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.6274, loss: 0.6274 +2024-07-17 05:21:44,302 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 11:38:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9881, loss_cls: 0.6613, loss: 0.6613 +2024-07-17 05:22:07,500 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 11:38:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.6306, loss: 0.6306 +2024-07-17 05:22:30,718 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 11:37:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.6507, loss: 0.6507 +2024-07-17 05:22:53,912 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 11:37:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6660, loss: 0.6660 +2024-07-17 05:23:17,082 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 11:37:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9788, loss_cls: 0.7054, loss: 0.7054 +2024-07-17 05:23:40,259 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 11:36:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.6889, loss: 0.6889 +2024-07-17 05:23:42,085 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-07-17 05:24:59,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:24:59,849 - pyskl - INFO - +top1_acc 0.8131 +top5_acc 0.9672 +2024-07-17 05:24:59,851 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8131, top5_acc: 0.9672 +2024-07-17 05:25:41,354 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 11:36:34, time: 0.415, data_time: 0.179, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.5784, loss: 0.5784 +2024-07-17 05:26:04,592 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 11:36:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 0.5638, loss: 0.5638 +2024-07-17 05:26:27,956 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 11:35:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9869, loss_cls: 0.6177, loss: 0.6177 +2024-07-17 05:26:51,240 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 11:35:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9919, loss_cls: 0.5785, loss: 0.5785 +2024-07-17 05:27:14,540 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 11:34:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 0.5476, loss: 0.5476 +2024-07-17 05:27:37,842 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 11:34:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6134, loss: 0.6134 +2024-07-17 05:28:01,098 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 11:34:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.6853, loss: 0.6853 +2024-07-17 05:28:24,387 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 11:33:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9806, loss_cls: 0.6410, loss: 0.6410 +2024-07-17 05:28:47,623 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 11:33:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 0.5769, loss: 0.5769 +2024-07-17 05:29:10,903 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 11:32:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.6106, loss: 0.6106 +2024-07-17 05:29:34,152 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 11:32:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.6819, loss: 0.6819 +2024-07-17 05:29:57,469 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 11:32:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9919, loss_cls: 0.6304, loss: 0.6304 +2024-07-17 05:30:20,766 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 11:31:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.6561, loss: 0.6561 +2024-07-17 05:30:44,054 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 11:31:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6620, loss: 0.6620 +2024-07-17 05:31:07,304 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 11:30:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.5991, loss: 0.5991 +2024-07-17 05:31:30,590 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 11:30:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.5921, loss: 0.5921 +2024-07-17 05:31:53,837 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 11:30:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 0.6174, loss: 0.6174 +2024-07-17 05:32:17,066 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 11:29:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.6875, loss: 0.6875 +2024-07-17 05:32:40,333 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 11:29:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 0.7037, loss: 0.7037 +2024-07-17 05:33:03,602 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 11:28:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.6566, loss: 0.6566 +2024-07-17 05:33:26,836 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 11:28:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6157, loss: 0.6157 +2024-07-17 05:33:50,072 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 11:28:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9794, loss_cls: 0.6278, loss: 0.6278 +2024-07-17 05:34:13,287 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 11:27:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.6117, loss: 0.6117 +2024-07-17 05:34:36,517 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 11:27:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.6829, loss: 0.6829 +2024-07-17 05:34:59,755 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 11:26:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6758, loss: 0.6758 +2024-07-17 05:35:01,545 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-07-17 05:36:18,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:36:19,038 - pyskl - INFO - +top1_acc 0.8107 +top5_acc 0.9683 +2024-07-17 05:36:19,040 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8107, top5_acc: 0.9683 +2024-07-17 05:37:00,893 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 11:26:39, time: 0.418, data_time: 0.182, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5601, loss: 0.5601 +2024-07-17 05:37:24,102 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 11:26:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.4933, loss: 0.4933 +2024-07-17 05:37:47,516 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 11:25:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9900, loss_cls: 0.5790, loss: 0.5790 +2024-07-17 05:38:11,008 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 11:25:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.6573, loss: 0.6573 +2024-07-17 05:38:34,253 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 11:25:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 0.6172, loss: 0.6172 +2024-07-17 05:38:57,491 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:24:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9862, loss_cls: 0.6664, loss: 0.6664 +2024-07-17 05:39:20,743 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:24:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9888, loss_cls: 0.6334, loss: 0.6334 +2024-07-17 05:39:44,116 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:23:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.6086, loss: 0.6086 +2024-07-17 05:40:07,447 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:23:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.5392, loss: 0.5392 +2024-07-17 05:40:30,742 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:23:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5859, loss: 0.5859 +2024-07-17 05:40:54,092 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:22:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9800, loss_cls: 0.6347, loss: 0.6347 +2024-07-17 05:41:17,441 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:22:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.6024, loss: 0.6024 +2024-07-17 05:41:40,756 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:21:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.6042, loss: 0.6042 +2024-07-17 05:42:04,075 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:21:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.5950, loss: 0.5950 +2024-07-17 05:42:27,385 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:20:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 0.6362, loss: 0.6362 +2024-07-17 05:42:50,642 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:20:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9894, loss_cls: 0.6313, loss: 0.6313 +2024-07-17 05:43:13,959 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:20:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.7375, loss: 0.7375 +2024-07-17 05:43:37,272 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:19:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.6708, loss: 0.6708 +2024-07-17 05:44:00,601 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:19:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9919, loss_cls: 0.5747, loss: 0.5747 +2024-07-17 05:44:23,886 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:18:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6448, loss: 0.6448 +2024-07-17 05:44:47,202 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:18:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.6732, loss: 0.6732 +2024-07-17 05:45:10,544 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:18:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 0.6397, loss: 0.6397 +2024-07-17 05:45:33,847 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:17:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6162, loss: 0.6162 +2024-07-17 05:45:57,160 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:17:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.6196, loss: 0.6196 +2024-07-17 05:46:20,526 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:16:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9862, loss_cls: 0.6705, loss: 0.6705 +2024-07-17 05:46:22,388 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-07-17 05:47:39,751 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:47:39,817 - pyskl - INFO - +top1_acc 0.7915 +top5_acc 0.9645 +2024-07-17 05:47:39,819 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.7915, top5_acc: 0.9645 +2024-07-17 05:48:21,315 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:16:44, time: 0.415, data_time: 0.180, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9894, loss_cls: 0.5947, loss: 0.5947 +2024-07-17 05:48:44,499 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:16:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.5872, loss: 0.5872 +2024-07-17 05:49:07,804 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:15:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.6198, loss: 0.6198 +2024-07-17 05:49:31,053 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:15:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5733, loss: 0.5733 +2024-07-17 05:49:54,412 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:15:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 0.5872, loss: 0.5872 +2024-07-17 05:50:17,753 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:14:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.6060, loss: 0.6060 +2024-07-17 05:50:41,221 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:14:19, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9881, loss_cls: 0.6034, loss: 0.6034 +2024-07-17 05:51:04,526 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:13:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9875, loss_cls: 0.6173, loss: 0.6173 +2024-07-17 05:51:27,851 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:13:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.5774, loss: 0.5774 +2024-07-17 05:51:51,123 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:13:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5886, loss: 0.5886 +2024-07-17 05:52:14,454 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:12:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 0.5317, loss: 0.5317 +2024-07-17 05:52:37,996 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:12:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.5876, loss: 0.5876 +2024-07-17 05:53:01,376 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:11:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.5597, loss: 0.5597 +2024-07-17 05:53:24,621 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:11:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 0.6067, loss: 0.6067 +2024-07-17 05:53:47,823 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:11:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5954, loss: 0.5954 +2024-07-17 05:54:11,030 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:10:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.6625, loss: 0.6625 +2024-07-17 05:54:34,241 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:10:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.5881, loss: 0.5881 +2024-07-17 05:54:57,502 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:09:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.6595, loss: 0.6595 +2024-07-17 05:55:20,801 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:09:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 0.6443, loss: 0.6443 +2024-07-17 05:55:44,049 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:09:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6717, loss: 0.6717 +2024-07-17 05:56:07,304 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:08:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.6164, loss: 0.6164 +2024-07-17 05:56:30,571 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:08:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.6600, loss: 0.6600 +2024-07-17 05:56:53,868 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:07:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 0.5880, loss: 0.5880 +2024-07-17 05:57:17,098 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:07:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9819, loss_cls: 0.6371, loss: 0.6371 +2024-07-17 05:57:40,334 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:07:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 0.6230, loss: 0.6230 +2024-07-17 05:57:42,115 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-07-17 05:58:59,769 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 05:58:59,838 - pyskl - INFO - +top1_acc 0.8086 +top5_acc 0.9655 +2024-07-17 05:58:59,840 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8086, top5_acc: 0.9655 +2024-07-17 05:59:41,933 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:06:50, time: 0.421, data_time: 0.183, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9906, loss_cls: 0.5600, loss: 0.5600 +2024-07-17 06:00:05,367 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:06:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6271, loss: 0.6271 +2024-07-17 06:00:28,775 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:06:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5689, loss: 0.5689 +2024-07-17 06:00:52,078 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:05:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.5601, loss: 0.5601 +2024-07-17 06:01:15,374 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:05:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.6314, loss: 0.6314 +2024-07-17 06:01:38,517 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:04:48, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5813, loss: 0.5813 +2024-07-17 06:02:01,680 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:04:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6347, loss: 0.6347 +2024-07-17 06:02:24,882 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 11:04:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6584, loss: 0.6584 +2024-07-17 06:02:48,062 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 11:03:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5705, loss: 0.5705 +2024-07-17 06:03:11,336 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 11:03:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5560, loss: 0.5560 +2024-07-17 06:03:34,584 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 11:02:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5507, loss: 0.5507 +2024-07-17 06:03:57,821 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 11:02:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9819, loss_cls: 0.5999, loss: 0.5999 +2024-07-17 06:04:20,981 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 11:01:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.5890, loss: 0.5890 +2024-07-17 06:04:44,090 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 11:01:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 0.5801, loss: 0.5801 +2024-07-17 06:05:07,214 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 11:01:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.6351, loss: 0.6351 +2024-07-17 06:05:30,321 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 11:00:45, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.6329, loss: 0.6329 +2024-07-17 06:05:53,444 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 11:00:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.6181, loss: 0.6181 +2024-07-17 06:06:16,587 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 10:59:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.5519, loss: 0.5519 +2024-07-17 06:06:39,731 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 10:59:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.5685, loss: 0.5685 +2024-07-17 06:07:02,911 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 10:59:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.6337, loss: 0.6337 +2024-07-17 06:07:26,059 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 10:58:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9869, loss_cls: 0.6611, loss: 0.6611 +2024-07-17 06:07:49,198 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 10:58:18, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5525, loss: 0.5525 +2024-07-17 06:08:12,356 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 10:57:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6705, loss: 0.6705 +2024-07-17 06:08:35,505 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 10:57:30, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.6737, loss: 0.6737 +2024-07-17 06:08:58,661 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 10:57:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.6166, loss: 0.6166 +2024-07-17 06:09:00,502 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-07-17 06:10:18,073 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:10:18,140 - pyskl - INFO - +top1_acc 0.7935 +top5_acc 0.9624 +2024-07-17 06:10:18,143 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.7935, top5_acc: 0.9624 +2024-07-17 06:10:59,821 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 10:56:53, time: 0.417, data_time: 0.181, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5487, loss: 0.5487 +2024-07-17 06:11:23,034 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 10:56:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.5184, loss: 0.5184 +2024-07-17 06:11:46,233 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 10:56:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.5212, loss: 0.5212 +2024-07-17 06:12:09,472 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 10:55:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.5573, loss: 0.5573 +2024-07-17 06:12:32,718 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 10:55:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 0.5835, loss: 0.5835 +2024-07-17 06:12:55,929 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 10:54:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.5926, loss: 0.5926 +2024-07-17 06:13:19,196 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 10:54:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.6443, loss: 0.6443 +2024-07-17 06:13:42,491 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 10:54:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9881, loss_cls: 0.6301, loss: 0.6301 +2024-07-17 06:14:05,773 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 10:53:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.6365, loss: 0.6365 +2024-07-17 06:14:29,129 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 10:53:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 0.5858, loss: 0.5858 +2024-07-17 06:14:52,513 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 10:52:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.5955, loss: 0.5955 +2024-07-17 06:15:15,881 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 10:52:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5972, loss: 0.5972 +2024-07-17 06:15:39,323 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 10:52:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6601, loss: 0.6601 +2024-07-17 06:16:02,614 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 10:51:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5548, loss: 0.5548 +2024-07-17 06:16:25,855 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 10:51:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.6152, loss: 0.6152 +2024-07-17 06:16:49,030 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 10:50:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.6279, loss: 0.6279 +2024-07-17 06:17:12,200 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 10:50:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.5720, loss: 0.5720 +2024-07-17 06:17:35,371 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 10:50:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9881, loss_cls: 0.6061, loss: 0.6061 +2024-07-17 06:17:58,574 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 10:49:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5904, loss: 0.5904 +2024-07-17 06:18:21,791 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 10:49:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.5918, loss: 0.5918 +2024-07-17 06:18:45,005 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 10:48:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9850, loss_cls: 0.5598, loss: 0.5598 +2024-07-17 06:19:08,189 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 10:48:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.6185, loss: 0.6185 +2024-07-17 06:19:31,387 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 10:47:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9875, loss_cls: 0.6169, loss: 0.6169 +2024-07-17 06:19:54,601 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 10:47:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5324, loss: 0.5324 +2024-07-17 06:20:17,791 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 10:47:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.6642, loss: 0.6642 +2024-07-17 06:20:19,580 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-07-17 06:21:37,305 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:21:37,372 - pyskl - INFO - +top1_acc 0.8059 +top5_acc 0.9614 +2024-07-17 06:21:37,374 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8059, top5_acc: 0.9614 +2024-07-17 06:22:19,667 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 10:46:57, time: 0.423, data_time: 0.185, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.4915, loss: 0.4915 +2024-07-17 06:22:43,172 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 10:46:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.5662, loss: 0.5662 +2024-07-17 06:23:06,545 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 10:46:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5885, loss: 0.5885 +2024-07-17 06:23:29,991 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 10:45:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.5727, loss: 0.5727 +2024-07-17 06:23:53,331 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 10:45:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 0.5593, loss: 0.5593 +2024-07-17 06:24:16,617 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 10:44:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.5699, loss: 0.5699 +2024-07-17 06:24:40,132 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 10:44:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.5660, loss: 0.5660 +2024-07-17 06:25:03,597 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 10:44:08, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5796, loss: 0.5796 +2024-07-17 06:25:27,225 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 10:43:44, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5376, loss: 0.5376 +2024-07-17 06:25:50,989 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 10:43:20, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 0.5847, loss: 0.5847 +2024-07-17 06:26:14,378 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 10:42:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 0.5521, loss: 0.5521 +2024-07-17 06:26:37,751 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 10:42:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.6511, loss: 0.6511 +2024-07-17 06:27:01,045 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 10:42:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9931, loss_cls: 0.5663, loss: 0.5663 +2024-07-17 06:27:24,300 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 10:41:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.5814, loss: 0.5814 +2024-07-17 06:27:47,563 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 10:41:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5257, loss: 0.5257 +2024-07-17 06:28:10,826 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 10:40:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9862, loss_cls: 0.5887, loss: 0.5887 +2024-07-17 06:28:34,080 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 10:40:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.5986, loss: 0.5986 +2024-07-17 06:28:57,331 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 10:40:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.6447, loss: 0.6447 +2024-07-17 06:29:20,564 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 10:39:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9906, loss_cls: 0.5929, loss: 0.5929 +2024-07-17 06:29:43,752 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 10:39:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.5966, loss: 0.5966 +2024-07-17 06:30:06,899 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 10:38:53, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 0.5432, loss: 0.5432 +2024-07-17 06:30:30,046 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 10:38:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9875, loss_cls: 0.6300, loss: 0.6300 +2024-07-17 06:30:53,232 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 10:38:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 0.6048, loss: 0.6048 +2024-07-17 06:31:16,363 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 10:37:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 0.5527, loss: 0.5527 +2024-07-17 06:31:39,524 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 10:37:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.6119, loss: 0.6119 +2024-07-17 06:31:41,354 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-07-17 06:32:58,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:32:59,020 - pyskl - INFO - +top1_acc 0.8040 +top5_acc 0.9672 +2024-07-17 06:32:59,022 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8040, top5_acc: 0.9672 +2024-07-17 06:33:40,837 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 10:37:03, time: 0.418, data_time: 0.183, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.5214, loss: 0.5214 +2024-07-17 06:34:04,117 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 10:36:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 0.5026, loss: 0.5026 +2024-07-17 06:34:27,511 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 10:36:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5362, loss: 0.5362 +2024-07-17 06:34:50,856 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 10:35:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9856, loss_cls: 0.5217, loss: 0.5217 +2024-07-17 06:35:14,227 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 10:35:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9919, loss_cls: 0.4994, loss: 0.4994 +2024-07-17 06:35:37,714 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 10:35:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.5860, loss: 0.5860 +2024-07-17 06:36:01,151 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 10:34:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5471, loss: 0.5471 +2024-07-17 06:36:24,644 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 10:34:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6116, loss: 0.6116 +2024-07-17 06:36:47,997 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 10:33:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9938, loss_cls: 0.5005, loss: 0.5005 +2024-07-17 06:37:11,262 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 10:33:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.5468, loss: 0.5468 +2024-07-17 06:37:34,545 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 10:33:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.5748, loss: 0.5748 +2024-07-17 06:37:57,753 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 10:32:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9888, loss_cls: 0.5834, loss: 0.5834 +2024-07-17 06:38:20,982 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 10:32:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.5875, loss: 0.5875 +2024-07-17 06:38:44,165 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 10:31:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5074, loss: 0.5074 +2024-07-17 06:39:07,348 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 10:31:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9919, loss_cls: 0.5527, loss: 0.5527 +2024-07-17 06:39:30,546 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 10:30:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9906, loss_cls: 0.5938, loss: 0.5938 +2024-07-17 06:39:53,723 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 10:30:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.6800, loss: 0.6800 +2024-07-17 06:40:16,900 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 10:30:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.6744, loss: 0.6744 +2024-07-17 06:40:40,078 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 10:29:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5804, loss: 0.5804 +2024-07-17 06:41:03,247 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 10:29:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.5421, loss: 0.5421 +2024-07-17 06:41:26,401 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 10:28:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.5950, loss: 0.5950 +2024-07-17 06:41:49,603 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 10:28:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.6202, loss: 0.6202 +2024-07-17 06:42:12,794 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:28:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.6122, loss: 0.6122 +2024-07-17 06:42:35,998 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:27:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.6337, loss: 0.6337 +2024-07-17 06:42:59,192 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:27:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5628, loss: 0.5628 +2024-07-17 06:43:01,033 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-07-17 06:44:18,785 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:44:18,853 - pyskl - INFO - +top1_acc 0.8180 +top5_acc 0.9685 +2024-07-17 06:44:18,856 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8180, top5_acc: 0.9685 +2024-07-17 06:45:00,637 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:27:07, time: 0.418, data_time: 0.182, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5422, loss: 0.5422 +2024-07-17 06:45:23,814 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:26:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.5598, loss: 0.5598 +2024-07-17 06:45:47,029 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:26:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.5982, loss: 0.5982 +2024-07-17 06:46:10,263 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:25:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5703, loss: 0.5703 +2024-07-17 06:46:33,524 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:25:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5343, loss: 0.5343 +2024-07-17 06:46:56,782 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:25:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9931, loss_cls: 0.5405, loss: 0.5405 +2024-07-17 06:47:20,067 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:24:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5635, loss: 0.5635 +2024-07-17 06:47:43,333 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:24:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.5797, loss: 0.5797 +2024-07-17 06:48:06,579 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:23:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.5079, loss: 0.5079 +2024-07-17 06:48:29,905 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:23:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.5409, loss: 0.5409 +2024-07-17 06:48:53,184 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:23:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5444, loss: 0.5444 +2024-07-17 06:49:16,431 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:22:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.5420, loss: 0.5420 +2024-07-17 06:49:39,683 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:22:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.5991, loss: 0.5991 +2024-07-17 06:50:02,964 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:21:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5752, loss: 0.5752 +2024-07-17 06:50:26,258 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:21:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.5980, loss: 0.5980 +2024-07-17 06:50:49,499 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:21:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.5829, loss: 0.5829 +2024-07-17 06:51:12,752 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:20:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9888, loss_cls: 0.6195, loss: 0.6195 +2024-07-17 06:51:36,010 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:20:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9900, loss_cls: 0.5363, loss: 0.5363 +2024-07-17 06:51:59,259 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:19:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5715, loss: 0.5715 +2024-07-17 06:52:22,534 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:19:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.5674, loss: 0.5674 +2024-07-17 06:52:45,739 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:19:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5616, loss: 0.5616 +2024-07-17 06:53:08,928 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:18:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.6021, loss: 0.6021 +2024-07-17 06:53:32,176 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:18:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9881, loss_cls: 0.6051, loss: 0.6051 +2024-07-17 06:53:55,452 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:17:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.5840, loss: 0.5840 +2024-07-17 06:54:18,710 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:17:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.5535, loss: 0.5535 +2024-07-17 06:54:20,512 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-07-17 06:55:38,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 06:55:38,378 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9716 +2024-07-17 06:55:38,381 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8182, top5_acc: 0.9716 +2024-07-17 06:56:20,241 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:17:11, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 0.4632, loss: 0.4632 +2024-07-17 06:56:43,598 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:16:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.5019, loss: 0.5019 +2024-07-17 06:57:07,047 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:16:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.5952, loss: 0.5952 +2024-07-17 06:57:30,394 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:15:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5230, loss: 0.5230 +2024-07-17 06:57:53,634 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:15:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5543, loss: 0.5543 +2024-07-17 06:58:16,875 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:15:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 0.5828, loss: 0.5828 +2024-07-17 06:58:40,132 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:14:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4901, loss: 0.4901 +2024-07-17 06:59:03,407 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:14:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6198, loss: 0.6198 +2024-07-17 06:59:26,599 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:13:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 0.5568, loss: 0.5568 +2024-07-17 06:59:49,808 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:13:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 0.5670, loss: 0.5670 +2024-07-17 07:00:13,021 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:13:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 0.5820, loss: 0.5820 +2024-07-17 07:00:36,263 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:12:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9894, loss_cls: 0.5618, loss: 0.5618 +2024-07-17 07:00:59,509 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:12:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.5758, loss: 0.5758 +2024-07-17 07:01:22,752 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:11:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.5650, loss: 0.5650 +2024-07-17 07:01:46,119 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:11:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 0.6247, loss: 0.6247 +2024-07-17 07:02:09,388 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:11:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6003, loss: 0.6003 +2024-07-17 07:02:32,637 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:10:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5447, loss: 0.5447 +2024-07-17 07:02:55,875 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:10:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.5282, loss: 0.5282 +2024-07-17 07:03:19,135 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:09:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5661, loss: 0.5661 +2024-07-17 07:03:42,436 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:09:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.5226, loss: 0.5226 +2024-07-17 07:04:05,720 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:09:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5779, loss: 0.5779 +2024-07-17 07:04:28,948 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:08:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.5754, loss: 0.5754 +2024-07-17 07:04:52,185 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:08:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5924, loss: 0.5924 +2024-07-17 07:05:15,481 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:07:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.6289, loss: 0.6289 +2024-07-17 07:05:38,770 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:07:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 0.5693, loss: 0.5693 +2024-07-17 07:05:40,619 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-07-17 07:06:58,454 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:06:58,521 - pyskl - INFO - +top1_acc 0.8252 +top5_acc 0.9725 +2024-07-17 07:06:58,525 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_74.pth was removed +2024-07-17 07:06:58,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_89.pth. +2024-07-17 07:06:58,655 - pyskl - INFO - Best top1_acc is 0.8252 at 89 epoch. +2024-07-17 07:06:58,657 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8252, top5_acc: 0.9725 +2024-07-17 07:07:40,729 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:07:15, time: 0.421, data_time: 0.183, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.5028, loss: 0.5028 +2024-07-17 07:08:04,002 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:06:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4850, loss: 0.4850 +2024-07-17 07:08:27,310 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:06:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5350, loss: 0.5350 +2024-07-17 07:08:50,617 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:06:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.5237, loss: 0.5237 +2024-07-17 07:09:13,868 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:05:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5735, loss: 0.5735 +2024-07-17 07:09:37,101 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:05:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9838, loss_cls: 0.5475, loss: 0.5475 +2024-07-17 07:10:00,422 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:04:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4933, loss: 0.4933 +2024-07-17 07:10:23,677 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:04:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4791, loss: 0.4791 +2024-07-17 07:10:46,833 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:04:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.5313, loss: 0.5313 +2024-07-17 07:11:10,062 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 10:03:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.5597, loss: 0.5597 +2024-07-17 07:11:33,295 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 10:03:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9831, loss_cls: 0.5960, loss: 0.5960 +2024-07-17 07:11:56,588 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 10:02:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9894, loss_cls: 0.6092, loss: 0.6092 +2024-07-17 07:12:19,998 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 10:02:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9912, loss_cls: 0.5698, loss: 0.5698 +2024-07-17 07:12:43,324 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 10:02:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.6005, loss: 0.6005 +2024-07-17 07:13:06,626 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 10:01:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 0.5365, loss: 0.5365 +2024-07-17 07:13:29,973 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 10:01:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9906, loss_cls: 0.5416, loss: 0.5416 +2024-07-17 07:13:53,186 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 10:00:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 0.5622, loss: 0.5622 +2024-07-17 07:14:16,405 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 10:00:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.5635, loss: 0.5635 +2024-07-17 07:14:39,637 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 9:59:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5676, loss: 0.5676 +2024-07-17 07:15:02,850 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 9:59:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.5949, loss: 0.5949 +2024-07-17 07:15:26,083 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 9:59:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5703, loss: 0.5703 +2024-07-17 07:15:49,347 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 9:58:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.5416, loss: 0.5416 +2024-07-17 07:16:12,620 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 9:58:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.5702, loss: 0.5702 +2024-07-17 07:16:35,894 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 9:57:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5443, loss: 0.5443 +2024-07-17 07:16:59,155 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 9:57:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5294, loss: 0.5294 +2024-07-17 07:17:00,957 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-07-17 07:18:18,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:18:18,951 - pyskl - INFO - +top1_acc 0.8270 +top5_acc 0.9729 +2024-07-17 07:18:18,955 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_89.pth was removed +2024-07-17 07:18:19,080 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2024-07-17 07:18:19,080 - pyskl - INFO - Best top1_acc is 0.8270 at 90 epoch. +2024-07-17 07:18:19,083 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8270, top5_acc: 0.9729 +2024-07-17 07:19:00,732 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 9:57:19, time: 0.416, data_time: 0.181, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.5004, loss: 0.5004 +2024-07-17 07:19:23,971 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 9:56:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4680, loss: 0.4680 +2024-07-17 07:19:47,206 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 9:56:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4673, loss: 0.4673 +2024-07-17 07:20:10,492 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 9:56:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5431, loss: 0.5431 +2024-07-17 07:20:33,667 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 9:55:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 0.5095, loss: 0.5095 +2024-07-17 07:20:56,972 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 9:55:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 0.5371, loss: 0.5371 +2024-07-17 07:21:20,255 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 9:54:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.4947, loss: 0.4947 +2024-07-17 07:21:43,426 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 9:54:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5469, loss: 0.5469 +2024-07-17 07:22:06,598 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 9:54:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.5680, loss: 0.5680 +2024-07-17 07:22:29,832 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 9:53:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9894, loss_cls: 0.5131, loss: 0.5131 +2024-07-17 07:22:53,071 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 9:53:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.5253, loss: 0.5253 +2024-07-17 07:23:16,314 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 9:52:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5917, loss: 0.5917 +2024-07-17 07:23:39,599 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 9:52:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.5920, loss: 0.5920 +2024-07-17 07:24:02,838 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 9:52:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.5884, loss: 0.5884 +2024-07-17 07:24:26,056 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 9:51:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9962, loss_cls: 0.5072, loss: 0.5072 +2024-07-17 07:24:49,293 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 9:51:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.5780, loss: 0.5780 +2024-07-17 07:25:12,632 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 9:50:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.5272, loss: 0.5272 +2024-07-17 07:25:35,814 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 9:50:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.5620, loss: 0.5620 +2024-07-17 07:25:58,986 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 9:50:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.5460, loss: 0.5460 +2024-07-17 07:26:22,137 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 9:49:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5553, loss: 0.5553 +2024-07-17 07:26:45,329 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 9:49:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5819, loss: 0.5819 +2024-07-17 07:27:08,542 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 9:48:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9938, loss_cls: 0.5557, loss: 0.5557 +2024-07-17 07:27:31,762 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 9:48:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.5026, loss: 0.5026 +2024-07-17 07:27:54,972 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 9:48:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.5149, loss: 0.5149 +2024-07-17 07:28:18,185 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 9:47:37, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.6137, loss: 0.6137 +2024-07-17 07:28:20,069 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-07-17 07:29:37,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:29:37,911 - pyskl - INFO - +top1_acc 0.7545 +top5_acc 0.9386 +2024-07-17 07:29:37,914 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.7545, top5_acc: 0.9386 +2024-07-17 07:30:19,796 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 9:47:23, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 0.5209, loss: 0.5209 +2024-07-17 07:30:43,017 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 9:46:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4410, loss: 0.4410 +2024-07-17 07:31:06,325 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 9:46:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5082, loss: 0.5082 +2024-07-17 07:31:29,738 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 9:46:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.4770, loss: 0.4770 +2024-07-17 07:31:53,085 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 9:45:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.5049, loss: 0.5049 +2024-07-17 07:32:16,555 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 9:45:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5204, loss: 0.5204 +2024-07-17 07:32:39,878 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 9:44:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.4930, loss: 0.4930 +2024-07-17 07:33:03,174 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 9:44:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.5442, loss: 0.5442 +2024-07-17 07:33:26,548 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 9:44:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5772, loss: 0.5772 +2024-07-17 07:33:50,014 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 9:43:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.5718, loss: 0.5718 +2024-07-17 07:34:13,326 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 9:43:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9856, loss_cls: 0.5466, loss: 0.5466 +2024-07-17 07:34:36,565 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 9:42:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.5430, loss: 0.5430 +2024-07-17 07:34:59,838 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 9:42:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.5912, loss: 0.5912 +2024-07-17 07:35:23,147 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 9:42:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4851, loss: 0.4851 +2024-07-17 07:35:46,367 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 9:41:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9856, loss_cls: 0.5112, loss: 0.5112 +2024-07-17 07:36:09,601 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 9:41:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4686, loss: 0.4686 +2024-07-17 07:36:32,839 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 9:40:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9931, loss_cls: 0.5352, loss: 0.5352 +2024-07-17 07:36:56,051 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 9:40:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.5857, loss: 0.5857 +2024-07-17 07:37:19,221 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 9:40:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9856, loss_cls: 0.5370, loss: 0.5370 +2024-07-17 07:37:42,395 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 9:39:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9906, loss_cls: 0.5676, loss: 0.5676 +2024-07-17 07:38:05,553 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 9:39:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.5675, loss: 0.5675 +2024-07-17 07:38:28,731 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 9:38:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6028, loss: 0.6028 +2024-07-17 07:38:51,895 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 9:38:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.5584, loss: 0.5584 +2024-07-17 07:39:15,075 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 9:38:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5358, loss: 0.5358 +2024-07-17 07:39:38,246 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 9:37:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5208, loss: 0.5208 +2024-07-17 07:39:40,097 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-07-17 07:40:57,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:40:57,662 - pyskl - INFO - +top1_acc 0.8353 +top5_acc 0.9717 +2024-07-17 07:40:57,666 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_90.pth was removed +2024-07-17 07:40:57,797 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2024-07-17 07:40:57,797 - pyskl - INFO - Best top1_acc is 0.8353 at 92 epoch. +2024-07-17 07:40:57,800 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8353, top5_acc: 0.9717 +2024-07-17 07:41:39,410 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 9:37:26, time: 0.416, data_time: 0.181, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4749, loss: 0.4749 +2024-07-17 07:42:02,556 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 9:37:02, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4845, loss: 0.4845 +2024-07-17 07:42:25,658 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 9:36:38, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.4926, loss: 0.4926 +2024-07-17 07:42:48,775 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 9:36:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9950, loss_cls: 0.4658, loss: 0.4658 +2024-07-17 07:43:11,921 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 9:35:49, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.4800, loss: 0.4800 +2024-07-17 07:43:35,212 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 9:35:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5313, loss: 0.5313 +2024-07-17 07:43:58,496 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 9:35:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9900, loss_cls: 0.5353, loss: 0.5353 +2024-07-17 07:44:21,789 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 9:34:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.5441, loss: 0.5441 +2024-07-17 07:44:45,104 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 9:34:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5088, loss: 0.5088 +2024-07-17 07:45:08,332 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 9:33:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5250, loss: 0.5250 +2024-07-17 07:45:31,556 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 9:33:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.5338, loss: 0.5338 +2024-07-17 07:45:54,792 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 9:32:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5456, loss: 0.5456 +2024-07-17 07:46:18,002 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 9:32:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.5452, loss: 0.5452 +2024-07-17 07:46:41,230 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 9:32:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5775, loss: 0.5775 +2024-07-17 07:47:04,465 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:31:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4960, loss: 0.4960 +2024-07-17 07:47:27,622 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:31:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9862, loss_cls: 0.4774, loss: 0.4774 +2024-07-17 07:47:50,774 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:30:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5047, loss: 0.5047 +2024-07-17 07:48:14,118 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:30:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 0.5421, loss: 0.5421 +2024-07-17 07:48:37,462 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:30:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.5611, loss: 0.5611 +2024-07-17 07:49:00,702 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:29:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.4923, loss: 0.4923 +2024-07-17 07:49:23,942 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:29:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.4660, loss: 0.4660 +2024-07-17 07:49:47,184 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:28:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.5169, loss: 0.5169 +2024-07-17 07:50:10,408 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:28:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9856, loss_cls: 0.5642, loss: 0.5642 +2024-07-17 07:50:33,634 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:28:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5512, loss: 0.5512 +2024-07-17 07:50:56,848 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:27:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5035, loss: 0.5035 +2024-07-17 07:50:58,645 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-07-17 07:52:16,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 07:52:16,408 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9723 +2024-07-17 07:52:16,411 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8285, top5_acc: 0.9723 +2024-07-17 07:52:58,078 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:27:29, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 0.4591, loss: 0.4591 +2024-07-17 07:53:21,391 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:27:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4718, loss: 0.4718 +2024-07-17 07:53:44,675 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:26:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.5053, loss: 0.5053 +2024-07-17 07:54:08,034 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:26:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4353, loss: 0.4353 +2024-07-17 07:54:31,353 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:25:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.4894, loss: 0.4894 +2024-07-17 07:54:54,678 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:25:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.4677, loss: 0.4677 +2024-07-17 07:55:17,906 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:25:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9944, loss_cls: 0.4467, loss: 0.4467 +2024-07-17 07:55:41,114 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:24:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.5038, loss: 0.5038 +2024-07-17 07:56:04,400 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:24:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4614, loss: 0.4614 +2024-07-17 07:56:27,589 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:23:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.4690, loss: 0.4690 +2024-07-17 07:56:50,784 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:23:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.5252, loss: 0.5252 +2024-07-17 07:57:13,934 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:23:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.4896, loss: 0.4896 +2024-07-17 07:57:37,132 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:22:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9938, loss_cls: 0.5097, loss: 0.5097 +2024-07-17 07:58:00,289 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:22:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.5258, loss: 0.5258 +2024-07-17 07:58:23,476 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:21:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.5317, loss: 0.5317 +2024-07-17 07:58:47,109 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:21:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9925, loss_cls: 0.5257, loss: 0.5257 +2024-07-17 07:59:10,463 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:21:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.5203, loss: 0.5203 +2024-07-17 07:59:33,788 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:20:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.5968, loss: 0.5968 +2024-07-17 07:59:57,099 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:20:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.5170, loss: 0.5170 +2024-07-17 08:00:20,374 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:19:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9850, loss_cls: 0.5801, loss: 0.5801 +2024-07-17 08:00:43,701 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:19:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.5076, loss: 0.5076 +2024-07-17 08:01:06,991 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:19:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5274, loss: 0.5274 +2024-07-17 08:01:30,252 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:18:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9931, loss_cls: 0.5093, loss: 0.5093 +2024-07-17 08:01:53,470 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:18:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.4955, loss: 0.4955 +2024-07-17 08:02:16,769 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:17:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4740, loss: 0.4740 +2024-07-17 08:02:18,621 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-07-17 08:03:36,422 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:03:36,490 - pyskl - INFO - +top1_acc 0.8267 +top5_acc 0.9705 +2024-07-17 08:03:36,492 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8267, top5_acc: 0.9705 +2024-07-17 08:04:18,080 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:17:33, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4217, loss: 0.4217 +2024-07-17 08:04:41,260 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:17:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.4563, loss: 0.4563 +2024-07-17 08:05:04,457 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:16:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4510, loss: 0.4510 +2024-07-17 08:05:27,931 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:16:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4661, loss: 0.4661 +2024-07-17 08:05:51,216 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:15:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.4880, loss: 0.4880 +2024-07-17 08:06:14,578 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:15:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.5014, loss: 0.5014 +2024-07-17 08:06:37,852 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:15:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.4970, loss: 0.4970 +2024-07-17 08:07:01,117 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:14:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.5064, loss: 0.5064 +2024-07-17 08:07:24,388 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:14:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4480, loss: 0.4480 +2024-07-17 08:07:47,605 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:13:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9900, loss_cls: 0.5165, loss: 0.5165 +2024-07-17 08:08:10,833 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:13:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9944, loss_cls: 0.4413, loss: 0.4413 +2024-07-17 08:08:34,028 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:13:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4366, loss: 0.4366 +2024-07-17 08:08:57,246 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:12:43, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.5481, loss: 0.5481 +2024-07-17 08:09:20,485 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:12:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4948, loss: 0.4948 +2024-07-17 08:09:43,744 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:11:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4827, loss: 0.4827 +2024-07-17 08:10:07,041 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:11:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.5846, loss: 0.5846 +2024-07-17 08:10:30,346 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:11:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.5371, loss: 0.5371 +2024-07-17 08:10:53,565 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:10:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.5041, loss: 0.5041 +2024-07-17 08:11:16,809 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:10:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.5937, loss: 0.5937 +2024-07-17 08:11:40,043 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:09:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5313, loss: 0.5313 +2024-07-17 08:12:03,274 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:09:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9906, loss_cls: 0.5326, loss: 0.5326 +2024-07-17 08:12:26,518 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:09:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.4884, loss: 0.4884 +2024-07-17 08:12:49,753 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:08:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5209, loss: 0.5209 +2024-07-17 08:13:12,975 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:08:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 0.4761, loss: 0.4761 +2024-07-17 08:13:36,209 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:07:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.5819, loss: 0.5819 +2024-07-17 08:13:37,992 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-07-17 08:14:55,678 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:14:55,745 - pyskl - INFO - +top1_acc 0.8222 +top5_acc 0.9696 +2024-07-17 08:14:55,747 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8222, top5_acc: 0.9696 +2024-07-17 08:15:37,422 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:07:36, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.4129, loss: 0.4129 +2024-07-17 08:16:00,623 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:07:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 0.4503, loss: 0.4503 +2024-07-17 08:16:23,873 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:06:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4539, loss: 0.4539 +2024-07-17 08:16:47,170 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:06:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9975, loss_cls: 0.4007, loss: 0.4007 +2024-07-17 08:17:10,394 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:05:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.4623, loss: 0.4623 +2024-07-17 08:17:33,621 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:05:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4675, loss: 0.4675 +2024-07-17 08:17:56,880 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:05:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3881, loss: 0.3881 +2024-07-17 08:18:20,215 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:04:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.4374, loss: 0.4374 +2024-07-17 08:18:43,638 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:04:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.4635, loss: 0.4635 +2024-07-17 08:19:07,024 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:03:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4655, loss: 0.4655 +2024-07-17 08:19:30,267 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:03:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.4672, loss: 0.4672 +2024-07-17 08:19:53,520 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:03:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9894, loss_cls: 0.5107, loss: 0.5107 +2024-07-17 08:20:16,840 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:02:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 0.4859, loss: 0.4859 +2024-07-17 08:20:40,115 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:02:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.4651, loss: 0.4651 +2024-07-17 08:21:03,513 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:01:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 0.4282, loss: 0.4282 +2024-07-17 08:21:26,859 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 9:01:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9912, loss_cls: 0.4859, loss: 0.4859 +2024-07-17 08:21:50,166 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 9:01:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5463, loss: 0.5463 +2024-07-17 08:22:13,414 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 9:00:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9875, loss_cls: 0.4986, loss: 0.4986 +2024-07-17 08:22:36,654 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 9:00:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.5122, loss: 0.5122 +2024-07-17 08:22:59,944 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 8:59:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 0.5282, loss: 0.5282 +2024-07-17 08:23:23,330 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 8:59:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.5416, loss: 0.5416 +2024-07-17 08:23:46,630 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 8:59:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.4671, loss: 0.4671 +2024-07-17 08:24:09,908 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 8:58:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 0.5054, loss: 0.5054 +2024-07-17 08:24:33,120 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 8:58:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5266, loss: 0.5266 +2024-07-17 08:24:56,268 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 8:57:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.4791, loss: 0.4791 +2024-07-17 08:24:58,263 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-07-17 08:26:15,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:26:15,596 - pyskl - INFO - +top1_acc 0.8251 +top5_acc 0.9693 +2024-07-17 08:26:15,598 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8251, top5_acc: 0.9693 +2024-07-17 08:26:57,176 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 8:57:40, time: 0.416, data_time: 0.179, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4619, loss: 0.4619 +2024-07-17 08:27:20,358 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 8:57:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 0.4361, loss: 0.4361 +2024-07-17 08:27:43,586 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 8:56:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4873, loss: 0.4873 +2024-07-17 08:28:06,914 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 8:56:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.5003, loss: 0.5003 +2024-07-17 08:28:30,259 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 8:56:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4889, loss: 0.4889 +2024-07-17 08:28:53,552 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 8:55:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9925, loss_cls: 0.4882, loss: 0.4882 +2024-07-17 08:29:16,827 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 8:55:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.5080, loss: 0.5080 +2024-07-17 08:29:40,113 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 8:54:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.4393, loss: 0.4393 +2024-07-17 08:30:03,400 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 8:54:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.4418, loss: 0.4418 +2024-07-17 08:30:26,668 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 8:54:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4562, loss: 0.4562 +2024-07-17 08:30:49,955 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 8:53:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4433, loss: 0.4433 +2024-07-17 08:31:13,229 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 8:53:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.5126, loss: 0.5126 +2024-07-17 08:31:36,523 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 8:52:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.4716, loss: 0.4716 +2024-07-17 08:31:59,796 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 8:52:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.4644, loss: 0.4644 +2024-07-17 08:32:23,081 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 8:52:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.4121, loss: 0.4121 +2024-07-17 08:32:46,366 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 8:51:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.4427, loss: 0.4427 +2024-07-17 08:33:09,645 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 8:51:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.4922, loss: 0.4922 +2024-07-17 08:33:32,974 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 8:50:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9950, loss_cls: 0.4988, loss: 0.4988 +2024-07-17 08:33:56,227 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 8:50:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9919, loss_cls: 0.4993, loss: 0.4993 +2024-07-17 08:34:19,470 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 8:50:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.4930, loss: 0.4930 +2024-07-17 08:34:42,675 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 8:49:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 0.5024, loss: 0.5024 +2024-07-17 08:35:05,856 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 8:49:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5386, loss: 0.5386 +2024-07-17 08:35:29,009 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 8:48:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4850, loss: 0.4850 +2024-07-17 08:35:52,161 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 8:48:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 0.4506, loss: 0.4506 +2024-07-17 08:36:15,289 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 8:47:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 0.5231, loss: 0.5231 +2024-07-17 08:36:17,162 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-07-17 08:37:34,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:37:34,804 - pyskl - INFO - +top1_acc 0.8344 +top5_acc 0.9707 +2024-07-17 08:37:34,806 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8344, top5_acc: 0.9707 +2024-07-17 08:38:16,661 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 8:47:43, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4220, loss: 0.4220 +2024-07-17 08:38:39,885 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 8:47:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.4382, loss: 0.4382 +2024-07-17 08:39:03,110 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 8:46:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.4198, loss: 0.4198 +2024-07-17 08:39:26,345 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 8:46:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9956, loss_cls: 0.4202, loss: 0.4202 +2024-07-17 08:39:49,639 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 8:46:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4690, loss: 0.4690 +2024-07-17 08:40:13,002 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 8:45:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.4858, loss: 0.4858 +2024-07-17 08:40:36,239 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 8:45:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.4073, loss: 0.4073 +2024-07-17 08:40:59,503 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 8:44:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.4054, loss: 0.4054 +2024-07-17 08:41:22,709 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 8:44:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9875, loss_cls: 0.5255, loss: 0.5255 +2024-07-17 08:41:45,930 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 8:44:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.4483, loss: 0.4483 +2024-07-17 08:42:09,151 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 8:43:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.4898, loss: 0.4898 +2024-07-17 08:42:32,434 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 8:43:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.4461, loss: 0.4461 +2024-07-17 08:42:55,712 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 8:42:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4317, loss: 0.4317 +2024-07-17 08:43:18,961 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 8:42:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.4943, loss: 0.4943 +2024-07-17 08:43:42,218 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 8:42:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.4611, loss: 0.4611 +2024-07-17 08:44:05,521 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 8:41:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.5481, loss: 0.5481 +2024-07-17 08:44:28,801 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 8:41:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4253, loss: 0.4253 +2024-07-17 08:44:52,137 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 8:40:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.4680, loss: 0.4680 +2024-07-17 08:45:15,439 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 8:40:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9888, loss_cls: 0.4682, loss: 0.4682 +2024-07-17 08:45:38,693 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 8:40:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.5055, loss: 0.5055 +2024-07-17 08:46:01,817 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 8:39:40, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.5452, loss: 0.5452 +2024-07-17 08:46:24,942 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 8:39:15, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.4991, loss: 0.4991 +2024-07-17 08:46:48,067 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 8:38:51, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.4917, loss: 0.4917 +2024-07-17 08:47:11,292 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 8:38:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.4917, loss: 0.4917 +2024-07-17 08:47:34,448 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 8:38:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5184, loss: 0.5184 +2024-07-17 08:47:36,282 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-07-17 08:48:53,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 08:48:54,031 - pyskl - INFO - +top1_acc 0.8215 +top5_acc 0.9630 +2024-07-17 08:48:54,033 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8215, top5_acc: 0.9630 +2024-07-17 08:49:35,609 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 8:37:46, time: 0.416, data_time: 0.180, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.4046, loss: 0.4046 +2024-07-17 08:49:58,748 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 8:37:22, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9888, loss_cls: 0.4182, loss: 0.4182 +2024-07-17 08:50:21,914 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 8:36:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.4124, loss: 0.4124 +2024-07-17 08:50:45,121 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 8:36:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3968, loss: 0.3968 +2024-07-17 08:51:08,624 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 8:36:09, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4329, loss: 0.4329 +2024-07-17 08:51:31,971 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 8:35:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4959, loss: 0.4959 +2024-07-17 08:51:55,215 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 8:35:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9906, loss_cls: 0.4640, loss: 0.4640 +2024-07-17 08:52:18,448 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:34:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.5062, loss: 0.5062 +2024-07-17 08:52:41,591 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:34:33, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4504, loss: 0.4504 +2024-07-17 08:53:04,714 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:34:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.4176, loss: 0.4176 +2024-07-17 08:53:27,800 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:33:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 0.4654, loss: 0.4654 +2024-07-17 08:53:50,925 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:33:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4743, loss: 0.4743 +2024-07-17 08:54:14,028 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:32:56, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9962, loss_cls: 0.4456, loss: 0.4456 +2024-07-17 08:54:37,107 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:32:31, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.4734, loss: 0.4734 +2024-07-17 08:55:00,241 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:32:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4569, loss: 0.4569 +2024-07-17 08:55:23,364 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:31:43, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4940, loss: 0.4940 +2024-07-17 08:55:46,531 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:31:19, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.4513, loss: 0.4513 +2024-07-17 08:56:09,662 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:30:55, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4226, loss: 0.4226 +2024-07-17 08:56:32,862 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:30:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4694, loss: 0.4694 +2024-07-17 08:56:56,045 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:30:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 0.4672, loss: 0.4672 +2024-07-17 08:57:19,225 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:29:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9925, loss_cls: 0.4497, loss: 0.4497 +2024-07-17 08:57:42,456 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:29:18, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5045, loss: 0.5045 +2024-07-17 08:58:05,609 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:28:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.5289, loss: 0.5289 +2024-07-17 08:58:28,738 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:28:29, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.4733, loss: 0.4733 +2024-07-17 08:58:51,879 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:28:05, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4476, loss: 0.4476 +2024-07-17 08:58:53,758 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-07-17 09:00:11,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:00:11,528 - pyskl - INFO - +top1_acc 0.8329 +top5_acc 0.9729 +2024-07-17 09:00:11,531 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8329, top5_acc: 0.9729 +2024-07-17 09:00:52,849 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:27:48, time: 0.413, data_time: 0.177, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4127, loss: 0.4127 +2024-07-17 09:01:16,029 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:27:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3882, loss: 0.3882 +2024-07-17 09:01:39,326 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:27:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4625, loss: 0.4625 +2024-07-17 09:02:02,649 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:26:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3888, loss: 0.3888 +2024-07-17 09:02:25,916 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:26:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.4370, loss: 0.4370 +2024-07-17 09:02:49,145 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:25:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.3716, loss: 0.3716 +2024-07-17 09:03:12,339 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:25:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3982, loss: 0.3982 +2024-07-17 09:03:35,556 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:24:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 0.4778, loss: 0.4778 +2024-07-17 09:03:58,692 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:24:35, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4992, loss: 0.4992 +2024-07-17 09:04:21,833 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:24:10, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4463, loss: 0.4463 +2024-07-17 09:04:44,998 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:23:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.4723, loss: 0.4723 +2024-07-17 09:05:08,163 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:23:22, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.4554, loss: 0.4554 +2024-07-17 09:05:31,319 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:22:58, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3778, loss: 0.3778 +2024-07-17 09:05:54,478 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:22:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.5068, loss: 0.5068 +2024-07-17 09:06:17,599 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:22:09, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9931, loss_cls: 0.4807, loss: 0.4807 +2024-07-17 09:06:40,752 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:21:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9950, loss_cls: 0.4369, loss: 0.4369 +2024-07-17 09:07:03,888 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:21:21, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4359, loss: 0.4359 +2024-07-17 09:07:27,017 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:20:57, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9919, loss_cls: 0.3639, loss: 0.3639 +2024-07-17 09:07:50,190 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:20:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4580, loss: 0.4580 +2024-07-17 09:08:13,335 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:20:08, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5310, loss: 0.5310 +2024-07-17 09:08:36,481 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:19:44, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.5184, loss: 0.5184 +2024-07-17 09:08:59,628 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:19:20, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4517, loss: 0.4517 +2024-07-17 09:09:22,824 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:18:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4269, loss: 0.4269 +2024-07-17 09:09:46,054 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:18:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9875, loss_cls: 0.4345, loss: 0.4345 +2024-07-17 09:10:09,202 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:18:07, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4654, loss: 0.4654 +2024-07-17 09:10:11,130 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-07-17 09:11:28,476 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:11:28,542 - pyskl - INFO - +top1_acc 0.8370 +top5_acc 0.9715 +2024-07-17 09:11:28,547 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_92.pth was removed +2024-07-17 09:11:28,676 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_100.pth. +2024-07-17 09:11:28,677 - pyskl - INFO - Best top1_acc is 0.8370 at 100 epoch. +2024-07-17 09:11:28,679 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8370, top5_acc: 0.9715 +2024-07-17 09:12:09,962 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:17:50, time: 0.413, data_time: 0.176, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.4103, loss: 0.4103 +2024-07-17 09:12:33,152 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:17:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3486, loss: 0.3486 +2024-07-17 09:12:56,359 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:17:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3508, loss: 0.3508 +2024-07-17 09:13:19,492 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:16:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.3917, loss: 0.3917 +2024-07-17 09:13:42,650 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:16:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3878, loss: 0.3878 +2024-07-17 09:14:05,827 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:15:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4491, loss: 0.4491 +2024-07-17 09:14:29,009 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:15:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.3965, loss: 0.3965 +2024-07-17 09:14:52,219 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:15:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.3986, loss: 0.3986 +2024-07-17 09:15:15,373 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:14:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4339, loss: 0.4339 +2024-07-17 09:15:38,514 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:14:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.4356, loss: 0.4356 +2024-07-17 09:16:01,674 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:13:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 0.4127, loss: 0.4127 +2024-07-17 09:16:24,823 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:13:24, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9950, loss_cls: 0.4559, loss: 0.4559 +2024-07-17 09:16:47,994 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:13:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.4636, loss: 0.4636 +2024-07-17 09:17:11,146 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:12:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.4939, loss: 0.4939 +2024-07-17 09:17:34,288 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:12:11, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4686, loss: 0.4686 +2024-07-17 09:17:57,453 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:11:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4485, loss: 0.4485 +2024-07-17 09:18:20,617 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:11:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9925, loss_cls: 0.4650, loss: 0.4650 +2024-07-17 09:18:43,767 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:10:59, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9950, loss_cls: 0.4062, loss: 0.4062 +2024-07-17 09:19:06,899 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:10:34, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9956, loss_cls: 0.4367, loss: 0.4367 +2024-07-17 09:19:30,064 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:10:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.4875, loss: 0.4875 +2024-07-17 09:19:53,312 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:09:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4785, loss: 0.4785 +2024-07-17 09:20:16,572 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:09:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9969, loss_cls: 0.4355, loss: 0.4355 +2024-07-17 09:20:39,824 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:08:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.4025, loss: 0.4025 +2024-07-17 09:21:03,164 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:08:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.4787, loss: 0.4787 +2024-07-17 09:21:26,614 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:08:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.4802, loss: 0.4802 +2024-07-17 09:21:28,494 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-07-17 09:22:45,882 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:22:45,949 - pyskl - INFO - +top1_acc 0.8373 +top5_acc 0.9738 +2024-07-17 09:22:45,953 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_100.pth was removed +2024-07-17 09:22:46,083 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2024-07-17 09:22:46,084 - pyskl - INFO - Best top1_acc is 0.8373 at 101 epoch. +2024-07-17 09:22:46,086 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8373, top5_acc: 0.9738 +2024-07-17 09:23:27,633 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:07:52, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 0.4364, loss: 0.4364 +2024-07-17 09:23:50,915 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:07:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3929, loss: 0.3929 +2024-07-17 09:24:14,152 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:07:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3707, loss: 0.3707 +2024-07-17 09:24:37,427 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:06:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9900, loss_cls: 0.3985, loss: 0.3985 +2024-07-17 09:25:00,641 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:06:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4232, loss: 0.4232 +2024-07-17 09:25:23,871 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:05:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4244, loss: 0.4244 +2024-07-17 09:25:47,135 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:05:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3956, loss: 0.3956 +2024-07-17 09:26:10,439 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:05:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3772, loss: 0.3772 +2024-07-17 09:26:33,677 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:04:39, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 0.3806, loss: 0.3806 +2024-07-17 09:26:56,940 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:04:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.4670, loss: 0.4670 +2024-07-17 09:27:20,163 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:03:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.3781, loss: 0.3781 +2024-07-17 09:27:43,391 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:03:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4406, loss: 0.4406 +2024-07-17 09:28:06,640 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:03:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.4380, loss: 0.4380 +2024-07-17 09:28:29,880 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:02:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3826, loss: 0.3826 +2024-07-17 09:28:53,107 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:02:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4287, loss: 0.4287 +2024-07-17 09:29:16,323 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:01:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4430, loss: 0.4430 +2024-07-17 09:29:39,539 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 8:01:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4118, loss: 0.4118 +2024-07-17 09:30:02,690 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 8:01:02, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 0.4315, loss: 0.4315 +2024-07-17 09:30:25,835 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 8:00:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.4387, loss: 0.4387 +2024-07-17 09:30:48,980 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 8:00:13, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.4075, loss: 0.4075 +2024-07-17 09:31:12,158 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 7:59:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9888, loss_cls: 0.4199, loss: 0.4199 +2024-07-17 09:31:35,317 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 7:59:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4287, loss: 0.4287 +2024-07-17 09:31:58,466 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 7:59:01, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3562, loss: 0.3562 +2024-07-17 09:32:21,599 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 7:58:37, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.4622, loss: 0.4622 +2024-07-17 09:32:44,747 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 7:58:12, time: 0.231, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9925, loss_cls: 0.4704, loss: 0.4704 +2024-07-17 09:32:46,510 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-07-17 09:34:03,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:34:03,933 - pyskl - INFO - +top1_acc 0.8293 +top5_acc 0.9719 +2024-07-17 09:34:03,935 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8293, top5_acc: 0.9719 +2024-07-17 09:34:45,403 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 7:57:55, time: 0.415, data_time: 0.178, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.3847, loss: 0.3847 +2024-07-17 09:35:08,633 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 7:57:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.3857, loss: 0.3857 +2024-07-17 09:35:31,855 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 7:57:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9981, loss_cls: 0.3961, loss: 0.3961 +2024-07-17 09:35:55,197 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 7:56:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.3813, loss: 0.3813 +2024-07-17 09:36:18,667 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 7:56:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3935, loss: 0.3935 +2024-07-17 09:36:41,929 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 7:55:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4156, loss: 0.4156 +2024-07-17 09:37:05,190 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 7:55:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3571, loss: 0.3571 +2024-07-17 09:37:28,468 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 7:55:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4126, loss: 0.4126 +2024-07-17 09:37:51,724 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 7:54:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.4519, loss: 0.4519 +2024-07-17 09:38:14,985 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 7:54:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 0.4380, loss: 0.4380 +2024-07-17 09:38:38,280 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 7:53:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4469, loss: 0.4469 +2024-07-17 09:39:01,555 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 7:53:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3944, loss: 0.3944 +2024-07-17 09:39:24,815 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 7:53:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4382, loss: 0.4382 +2024-07-17 09:39:48,085 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 7:52:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 0.4361, loss: 0.4361 +2024-07-17 09:40:11,372 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 7:52:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.3929, loss: 0.3929 +2024-07-17 09:40:34,619 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 7:51:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3788, loss: 0.3788 +2024-07-17 09:40:57,919 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 7:51:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.4312, loss: 0.4312 +2024-07-17 09:41:21,200 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 7:51:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 0.3958, loss: 0.3958 +2024-07-17 09:41:44,476 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 7:50:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9931, loss_cls: 0.3767, loss: 0.3767 +2024-07-17 09:42:07,746 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 7:50:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3633, loss: 0.3633 +2024-07-17 09:42:31,011 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 7:49:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.4774, loss: 0.4774 +2024-07-17 09:42:54,301 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 7:49:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3937, loss: 0.3937 +2024-07-17 09:43:17,625 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 7:49:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 0.4227, loss: 0.4227 +2024-07-17 09:43:40,961 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 7:48:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9875, loss_cls: 0.4194, loss: 0.4194 +2024-07-17 09:44:04,291 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 7:48:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.4056, loss: 0.4056 +2024-07-17 09:44:06,148 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-07-17 09:45:23,863 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:45:23,931 - pyskl - INFO - +top1_acc 0.8445 +top5_acc 0.9735 +2024-07-17 09:45:23,936 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_101.pth was removed +2024-07-17 09:45:24,069 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2024-07-17 09:45:24,070 - pyskl - INFO - Best top1_acc is 0.8445 at 103 epoch. +2024-07-17 09:45:24,072 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8445, top5_acc: 0.9735 +2024-07-17 09:46:05,873 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 7:47:58, time: 0.418, data_time: 0.181, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.3966, loss: 0.3966 +2024-07-17 09:46:29,066 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 7:47:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3718, loss: 0.3718 +2024-07-17 09:46:52,262 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 7:47:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3174, loss: 0.3174 +2024-07-17 09:47:15,461 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 7:46:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3610, loss: 0.3610 +2024-07-17 09:47:38,706 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 7:46:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9906, loss_cls: 0.3556, loss: 0.3556 +2024-07-17 09:48:01,947 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 7:45:57, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 0.3771, loss: 0.3771 +2024-07-17 09:48:25,179 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 7:45:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3865, loss: 0.3865 +2024-07-17 09:48:48,422 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 7:45:09, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3561, loss: 0.3561 +2024-07-17 09:49:11,643 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 7:44:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.3823, loss: 0.3823 +2024-07-17 09:49:34,919 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 7:44:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3781, loss: 0.3781 +2024-07-17 09:49:58,184 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 7:43:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.4067, loss: 0.4067 +2024-07-17 09:50:21,470 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 7:43:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.3945, loss: 0.3945 +2024-07-17 09:50:44,726 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 7:43:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.3331, loss: 0.3331 +2024-07-17 09:51:07,997 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 7:42:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 0.3582, loss: 0.3582 +2024-07-17 09:51:31,251 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 7:42:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.4248, loss: 0.4248 +2024-07-17 09:51:54,515 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 7:41:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 0.3896, loss: 0.3896 +2024-07-17 09:52:17,806 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 7:41:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.4148, loss: 0.4148 +2024-07-17 09:52:41,079 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 7:41:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 0.4318, loss: 0.4318 +2024-07-17 09:53:04,396 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 7:40:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.4591, loss: 0.4591 +2024-07-17 09:53:27,704 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 7:40:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3862, loss: 0.3862 +2024-07-17 09:53:50,951 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 7:39:55, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9969, loss_cls: 0.3888, loss: 0.3888 +2024-07-17 09:54:14,189 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 7:39:31, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4436, loss: 0.4436 +2024-07-17 09:54:37,545 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 7:39:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 0.4005, loss: 0.4005 +2024-07-17 09:55:00,918 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 7:38:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4252, loss: 0.4252 +2024-07-17 09:55:24,267 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 7:38:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4585, loss: 0.4585 +2024-07-17 09:55:26,029 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-07-17 09:56:43,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 09:56:43,598 - pyskl - INFO - +top1_acc 0.8308 +top5_acc 0.9697 +2024-07-17 09:56:43,601 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8308, top5_acc: 0.9697 +2024-07-17 09:57:25,019 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 7:38:01, time: 0.414, data_time: 0.177, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3913, loss: 0.3913 +2024-07-17 09:57:48,286 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:37:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3345, loss: 0.3345 +2024-07-17 09:58:11,522 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:37:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.3864, loss: 0.3864 +2024-07-17 09:58:34,774 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:36:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3631, loss: 0.3631 +2024-07-17 09:58:58,020 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:36:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 0.3830, loss: 0.3830 +2024-07-17 09:59:21,263 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:36:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3531, loss: 0.3531 +2024-07-17 09:59:44,560 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:35:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3205, loss: 0.3205 +2024-07-17 10:00:07,836 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:35:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.4400, loss: 0.4400 +2024-07-17 10:00:31,056 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:34:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3685, loss: 0.3685 +2024-07-17 10:00:54,299 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:34:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3815, loss: 0.3815 +2024-07-17 10:01:17,539 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:34:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.4028, loss: 0.4028 +2024-07-17 10:01:40,779 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:33:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3534, loss: 0.3534 +2024-07-17 10:02:04,022 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:33:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.4002, loss: 0.4002 +2024-07-17 10:02:27,259 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:32:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3553, loss: 0.3553 +2024-07-17 10:02:50,497 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:32:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.3299, loss: 0.3299 +2024-07-17 10:03:13,752 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:31:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3997, loss: 0.3997 +2024-07-17 10:03:36,977 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:31:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.4193, loss: 0.4193 +2024-07-17 10:04:00,239 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:31:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.4049, loss: 0.4049 +2024-07-17 10:04:23,499 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:30:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4330, loss: 0.4330 +2024-07-17 10:04:46,761 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:30:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4304, loss: 0.4304 +2024-07-17 10:05:10,008 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:29:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.4034, loss: 0.4034 +2024-07-17 10:05:33,250 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:29:34, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3731, loss: 0.3731 +2024-07-17 10:05:56,484 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:29:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9962, loss_cls: 0.4146, loss: 0.4146 +2024-07-17 10:06:19,812 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:28:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9950, loss_cls: 0.3917, loss: 0.3917 +2024-07-17 10:06:43,133 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:28:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9981, loss_cls: 0.3896, loss: 0.3896 +2024-07-17 10:06:45,003 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-07-17 10:08:02,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:08:02,715 - pyskl - INFO - +top1_acc 0.8216 +top5_acc 0.9688 +2024-07-17 10:08:02,717 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8216, top5_acc: 0.9688 +2024-07-17 10:08:44,524 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:28:04, time: 0.418, data_time: 0.181, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9925, loss_cls: 0.3798, loss: 0.3798 +2024-07-17 10:09:07,809 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:27:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3737, loss: 0.3737 +2024-07-17 10:09:31,039 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:27:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.3668, loss: 0.3668 +2024-07-17 10:09:54,368 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:26:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.3390, loss: 0.3390 +2024-07-17 10:10:17,710 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:26:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.3526, loss: 0.3526 +2024-07-17 10:10:40,942 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:26:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3559, loss: 0.3559 +2024-07-17 10:11:04,239 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:25:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.3807, loss: 0.3807 +2024-07-17 10:11:27,465 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:25:15, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3469, loss: 0.3469 +2024-07-17 10:11:50,695 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:24:51, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3358, loss: 0.3358 +2024-07-17 10:12:13,997 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:24:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3233, loss: 0.3233 +2024-07-17 10:12:37,282 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:24:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3744, loss: 0.3744 +2024-07-17 10:13:00,543 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:23:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4365, loss: 0.4365 +2024-07-17 10:13:23,817 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:23:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.3810, loss: 0.3810 +2024-07-17 10:13:47,122 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:22:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9950, loss_cls: 0.4000, loss: 0.4000 +2024-07-17 10:14:10,406 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:22:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.3957, loss: 0.3957 +2024-07-17 10:14:33,670 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:22:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 0.3985, loss: 0.3985 +2024-07-17 10:14:56,938 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:21:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 0.3929, loss: 0.3929 +2024-07-17 10:15:20,168 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:21:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 0.4248, loss: 0.4248 +2024-07-17 10:15:43,436 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:20:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9900, loss_cls: 0.4209, loss: 0.4209 +2024-07-17 10:16:06,722 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:20:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9919, loss_cls: 0.3670, loss: 0.3670 +2024-07-17 10:16:30,031 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:20:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 0.4364, loss: 0.4364 +2024-07-17 10:16:53,329 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:19:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3700, loss: 0.3700 +2024-07-17 10:17:16,599 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:19:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3968, loss: 0.3968 +2024-07-17 10:17:39,948 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:18:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9925, loss_cls: 0.4294, loss: 0.4294 +2024-07-17 10:18:03,296 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:18:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9912, loss_cls: 0.3965, loss: 0.3965 +2024-07-17 10:18:05,134 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-07-17 10:19:23,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:19:23,305 - pyskl - INFO - +top1_acc 0.8105 +top5_acc 0.9655 +2024-07-17 10:19:23,307 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8105, top5_acc: 0.9655 +2024-07-17 10:20:05,033 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:18:07, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.3608, loss: 0.3608 +2024-07-17 10:20:28,491 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:17:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3829, loss: 0.3829 +2024-07-17 10:20:51,917 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:17:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.3804, loss: 0.3804 +2024-07-17 10:21:15,322 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:16:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3534, loss: 0.3534 +2024-07-17 10:21:38,700 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:16:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9975, loss_cls: 0.3376, loss: 0.3376 +2024-07-17 10:22:02,021 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:16:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3213, loss: 0.3213 +2024-07-17 10:22:25,381 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:15:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.3504, loss: 0.3504 +2024-07-17 10:22:48,690 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:15:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3527, loss: 0.3527 +2024-07-17 10:23:11,984 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:14:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3687, loss: 0.3687 +2024-07-17 10:23:35,297 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:14:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3961, loss: 0.3961 +2024-07-17 10:23:58,605 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:14:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3605, loss: 0.3605 +2024-07-17 10:24:21,883 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:13:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3751, loss: 0.3751 +2024-07-17 10:24:45,185 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:13:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.3693, loss: 0.3693 +2024-07-17 10:25:08,477 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:12:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9950, loss_cls: 0.4180, loss: 0.4180 +2024-07-17 10:25:31,806 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:12:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 0.3745, loss: 0.3745 +2024-07-17 10:25:55,108 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:12:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.3888, loss: 0.3888 +2024-07-17 10:26:18,406 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:11:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3680, loss: 0.3680 +2024-07-17 10:26:41,748 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:11:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.4121, loss: 0.4121 +2024-07-17 10:27:05,051 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:10:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9938, loss_cls: 0.4039, loss: 0.4039 +2024-07-17 10:27:28,277 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:10:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3636, loss: 0.3636 +2024-07-17 10:27:51,533 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:10:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3644, loss: 0.3644 +2024-07-17 10:28:14,771 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:09:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 0.3790, loss: 0.3790 +2024-07-17 10:28:38,007 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:09:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.3562, loss: 0.3562 +2024-07-17 10:29:01,250 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:08:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9931, loss_cls: 0.4048, loss: 0.4048 +2024-07-17 10:29:24,634 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:08:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3296, loss: 0.3296 +2024-07-17 10:29:26,536 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-07-17 10:30:44,611 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:30:44,679 - pyskl - INFO - +top1_acc 0.8313 +top5_acc 0.9711 +2024-07-17 10:30:44,681 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8313, top5_acc: 0.9711 +2024-07-17 10:31:26,532 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:08:10, time: 0.418, data_time: 0.182, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 0.3574, loss: 0.3574 +2024-07-17 10:31:49,804 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:07:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 0.3163, loss: 0.3163 +2024-07-17 10:32:13,056 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:07:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2817, loss: 0.2817 +2024-07-17 10:32:36,403 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:06:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3113, loss: 0.3113 +2024-07-17 10:32:59,734 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:06:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3326, loss: 0.3326 +2024-07-17 10:33:23,023 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:06:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9931, loss_cls: 0.3109, loss: 0.3109 +2024-07-17 10:33:46,341 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:05:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9906, loss_cls: 0.3525, loss: 0.3525 +2024-07-17 10:34:09,627 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:05:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3217, loss: 0.3217 +2024-07-17 10:34:32,897 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:04:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.2981, loss: 0.2981 +2024-07-17 10:34:56,194 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:04:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3672, loss: 0.3672 +2024-07-17 10:35:19,457 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:04:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3882, loss: 0.3882 +2024-07-17 10:35:42,745 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:03:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3537, loss: 0.3537 +2024-07-17 10:36:06,000 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:03:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3952, loss: 0.3952 +2024-07-17 10:36:29,271 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:02:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3566, loss: 0.3566 +2024-07-17 10:36:52,563 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 7:02:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 0.3714, loss: 0.3714 +2024-07-17 10:37:15,926 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 7:02:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3409, loss: 0.3409 +2024-07-17 10:37:39,131 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 7:01:45, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.3444, loss: 0.3444 +2024-07-17 10:38:02,362 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 7:01:21, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9938, loss_cls: 0.3624, loss: 0.3624 +2024-07-17 10:38:25,663 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 7:00:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9944, loss_cls: 0.3819, loss: 0.3819 +2024-07-17 10:38:48,867 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 7:00:33, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3748, loss: 0.3748 +2024-07-17 10:39:12,149 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 7:00:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3744, loss: 0.3744 +2024-07-17 10:39:35,389 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 6:59:44, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3897, loss: 0.3897 +2024-07-17 10:39:58,672 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 6:59:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 0.3434, loss: 0.3434 +2024-07-17 10:40:21,911 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 6:58:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 0.3924, loss: 0.3924 +2024-07-17 10:40:45,167 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 6:58:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3774, loss: 0.3774 +2024-07-17 10:40:47,019 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-07-17 10:42:04,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:42:04,674 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9686 +2024-07-17 10:42:04,676 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8397, top5_acc: 0.9686 +2024-07-17 10:42:46,856 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 6:58:13, time: 0.422, data_time: 0.185, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3478, loss: 0.3478 +2024-07-17 10:43:10,230 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 6:57:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2775, loss: 0.2775 +2024-07-17 10:43:33,698 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 6:57:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2802, loss: 0.2802 +2024-07-17 10:43:57,200 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 6:57:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3166, loss: 0.3166 +2024-07-17 10:44:20,510 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 6:56:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2949, loss: 0.2949 +2024-07-17 10:44:43,827 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 6:56:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 0.3326, loss: 0.3326 +2024-07-17 10:45:07,301 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 6:55:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3619, loss: 0.3619 +2024-07-17 10:45:30,680 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 6:55:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3675, loss: 0.3675 +2024-07-17 10:45:53,961 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 6:55:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9988, loss_cls: 0.3029, loss: 0.3029 +2024-07-17 10:46:17,302 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 6:54:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3197, loss: 0.3197 +2024-07-17 10:46:40,573 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 6:54:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3304, loss: 0.3304 +2024-07-17 10:47:03,803 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 6:53:49, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.3377, loss: 0.3377 +2024-07-17 10:47:27,047 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 6:53:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 0.3630, loss: 0.3630 +2024-07-17 10:47:50,276 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 6:53:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.3135, loss: 0.3135 +2024-07-17 10:48:13,496 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 6:52:36, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9975, loss_cls: 0.3541, loss: 0.3541 +2024-07-17 10:48:36,738 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 6:52:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9894, loss_cls: 0.3900, loss: 0.3900 +2024-07-17 10:48:59,961 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 6:51:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3505, loss: 0.3505 +2024-07-17 10:49:23,147 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 6:51:24, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 0.3691, loss: 0.3691 +2024-07-17 10:49:46,417 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 6:51:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3759, loss: 0.3759 +2024-07-17 10:50:09,728 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 6:50:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3682, loss: 0.3682 +2024-07-17 10:50:32,939 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 6:50:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 0.3792, loss: 0.3792 +2024-07-17 10:50:56,145 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 6:49:48, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3891, loss: 0.3891 +2024-07-17 10:51:19,398 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 6:49:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3953, loss: 0.3953 +2024-07-17 10:51:42,626 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 6:49:00, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9931, loss_cls: 0.3617, loss: 0.3617 +2024-07-17 10:52:05,822 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 6:48:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.3290, loss: 0.3290 +2024-07-17 10:52:07,606 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-07-17 10:53:25,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 10:53:25,413 - pyskl - INFO - +top1_acc 0.8394 +top5_acc 0.9740 +2024-07-17 10:53:25,415 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8394, top5_acc: 0.9740 +2024-07-17 10:54:07,500 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 6:48:17, time: 0.421, data_time: 0.184, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.2941, loss: 0.2941 +2024-07-17 10:54:30,780 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 6:47:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2946, loss: 0.2946 +2024-07-17 10:54:54,098 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 6:47:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9906, loss_cls: 0.3282, loss: 0.3282 +2024-07-17 10:55:17,407 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 6:47:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2831, loss: 0.2831 +2024-07-17 10:55:40,677 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 6:46:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9969, loss_cls: 0.3118, loss: 0.3118 +2024-07-17 10:56:03,925 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 6:46:16, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3477, loss: 0.3477 +2024-07-17 10:56:27,436 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 6:45:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2676, loss: 0.2676 +2024-07-17 10:56:50,864 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 6:45:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.2890, loss: 0.2890 +2024-07-17 10:57:14,243 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 6:45:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 0.3651, loss: 0.3651 +2024-07-17 10:57:37,619 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 6:44:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.3357, loss: 0.3357 +2024-07-17 10:58:01,008 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 6:44:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 0.3332, loss: 0.3332 +2024-07-17 10:58:24,409 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 6:43:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.3610, loss: 0.3610 +2024-07-17 10:58:47,666 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 6:43:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.3056, loss: 0.3056 +2024-07-17 10:59:11,064 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 6:43:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3575, loss: 0.3575 +2024-07-17 10:59:34,524 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 6:42:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 0.3244, loss: 0.3244 +2024-07-17 10:59:57,943 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 6:42:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.2948, loss: 0.2948 +2024-07-17 11:00:21,256 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 6:41:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9906, loss_cls: 0.3443, loss: 0.3443 +2024-07-17 11:00:44,535 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 6:41:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.2988, loss: 0.2988 +2024-07-17 11:01:07,824 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 6:41:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2813, loss: 0.2813 +2024-07-17 11:01:31,135 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:40:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.3676, loss: 0.3676 +2024-07-17 11:01:54,451 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:40:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3220, loss: 0.3220 +2024-07-17 11:02:17,716 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:39:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.3411, loss: 0.3411 +2024-07-17 11:02:41,018 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:39:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9919, loss_cls: 0.3922, loss: 0.3922 +2024-07-17 11:03:04,359 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:39:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3675, loss: 0.3675 +2024-07-17 11:03:27,649 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:38:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 0.3971, loss: 0.3971 +2024-07-17 11:03:29,482 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-07-17 11:04:47,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:04:47,784 - pyskl - INFO - +top1_acc 0.8308 +top5_acc 0.9701 +2024-07-17 11:04:47,786 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8308, top5_acc: 0.9701 +2024-07-17 11:05:30,026 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:38:20, time: 0.422, data_time: 0.185, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 0.3036, loss: 0.3036 +2024-07-17 11:05:53,278 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:37:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.3217, loss: 0.3217 +2024-07-17 11:06:16,563 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:37:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.2794, loss: 0.2794 +2024-07-17 11:06:39,954 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:37:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2648, loss: 0.2648 +2024-07-17 11:07:03,300 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:36:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.3041, loss: 0.3041 +2024-07-17 11:07:26,586 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:36:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2987, loss: 0.2987 +2024-07-17 11:07:49,896 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:35:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.3122, loss: 0.3122 +2024-07-17 11:08:13,176 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:35:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.3319, loss: 0.3319 +2024-07-17 11:08:36,478 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:35:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3428, loss: 0.3428 +2024-07-17 11:08:59,788 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:34:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3279, loss: 0.3279 +2024-07-17 11:09:23,152 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:34:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.3044, loss: 0.3044 +2024-07-17 11:09:46,440 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:33:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 0.3334, loss: 0.3334 +2024-07-17 11:10:09,746 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:33:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3049, loss: 0.3049 +2024-07-17 11:10:33,060 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:33:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.3374, loss: 0.3374 +2024-07-17 11:10:56,352 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:32:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.3390, loss: 0.3390 +2024-07-17 11:11:19,650 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:32:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3387, loss: 0.3387 +2024-07-17 11:11:43,033 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:31:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.3394, loss: 0.3394 +2024-07-17 11:12:06,303 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:31:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9975, loss_cls: 0.3646, loss: 0.3646 +2024-07-17 11:12:29,529 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:31:07, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3331, loss: 0.3331 +2024-07-17 11:12:52,886 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:30:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3532, loss: 0.3532 +2024-07-17 11:13:16,145 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:30:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9975, loss_cls: 0.3766, loss: 0.3766 +2024-07-17 11:13:39,410 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:29:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3006, loss: 0.3006 +2024-07-17 11:14:02,669 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:29:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3323, loss: 0.3323 +2024-07-17 11:14:25,905 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:29:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3621, loss: 0.3621 +2024-07-17 11:14:49,175 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:28:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3188, loss: 0.3188 +2024-07-17 11:14:50,987 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-07-17 11:16:09,060 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:16:09,128 - pyskl - INFO - +top1_acc 0.8353 +top5_acc 0.9697 +2024-07-17 11:16:09,131 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8353, top5_acc: 0.9697 +2024-07-17 11:16:51,266 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:28:23, time: 0.421, data_time: 0.184, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2860, loss: 0.2860 +2024-07-17 11:17:14,690 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:27:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2501, loss: 0.2501 +2024-07-17 11:17:38,200 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:27:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.3068, loss: 0.3068 +2024-07-17 11:18:01,596 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:27:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3609, loss: 0.3609 +2024-07-17 11:18:24,934 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:26:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 0.2560, loss: 0.2560 +2024-07-17 11:18:48,377 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:26:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2708, loss: 0.2708 +2024-07-17 11:19:11,701 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:25:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3144, loss: 0.3144 +2024-07-17 11:19:34,960 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:25:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9950, loss_cls: 0.2676, loss: 0.2676 +2024-07-17 11:19:58,202 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:25:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2717, loss: 0.2717 +2024-07-17 11:20:21,471 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:24:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2858, loss: 0.2858 +2024-07-17 11:20:44,788 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:24:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3220, loss: 0.3220 +2024-07-17 11:21:08,122 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:23:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.3130, loss: 0.3130 +2024-07-17 11:21:31,433 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:23:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3526, loss: 0.3526 +2024-07-17 11:21:54,705 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:23:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3000, loss: 0.3000 +2024-07-17 11:22:18,023 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:22:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.2945, loss: 0.2945 +2024-07-17 11:22:41,459 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:22:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3193, loss: 0.3193 +2024-07-17 11:23:04,760 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:21:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3039, loss: 0.3039 +2024-07-17 11:23:28,065 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:21:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.2870, loss: 0.2870 +2024-07-17 11:23:51,374 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:21:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2794, loss: 0.2794 +2024-07-17 11:24:14,668 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:20:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2647, loss: 0.2647 +2024-07-17 11:24:37,971 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:20:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2805, loss: 0.2805 +2024-07-17 11:25:01,254 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:19:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.3252, loss: 0.3252 +2024-07-17 11:25:24,590 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:19:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2841, loss: 0.2841 +2024-07-17 11:25:47,937 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:19:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.3854, loss: 0.3854 +2024-07-17 11:26:11,334 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:18:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3421, loss: 0.3421 +2024-07-17 11:26:13,144 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-07-17 11:27:31,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:27:31,158 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9740 +2024-07-17 11:27:31,162 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_103.pth was removed +2024-07-17 11:27:31,291 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2024-07-17 11:27:31,291 - pyskl - INFO - Best top1_acc is 0.8467 at 112 epoch. +2024-07-17 11:27:31,293 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8467, top5_acc: 0.9740 +2024-07-17 11:28:13,407 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:18:26, time: 0.421, data_time: 0.184, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2543, loss: 0.2543 +2024-07-17 11:28:36,763 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:18:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2275, loss: 0.2275 +2024-07-17 11:29:00,255 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:17:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2575, loss: 0.2575 +2024-07-17 11:29:23,609 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:17:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2867, loss: 0.2867 +2024-07-17 11:29:46,886 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:16:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2446, loss: 0.2446 +2024-07-17 11:30:10,402 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:16:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.3068, loss: 0.3068 +2024-07-17 11:30:33,897 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:16:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2557, loss: 0.2557 +2024-07-17 11:30:57,176 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:15:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2836, loss: 0.2836 +2024-07-17 11:31:20,390 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:15:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2566, loss: 0.2566 +2024-07-17 11:31:43,727 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:14:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2883, loss: 0.2883 +2024-07-17 11:32:06,945 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:14:26, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2894, loss: 0.2894 +2024-07-17 11:32:30,286 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:14:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 0.2895, loss: 0.2895 +2024-07-17 11:32:53,493 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:13:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 0.3131, loss: 0.3131 +2024-07-17 11:33:16,704 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:13:14, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3204, loss: 0.3204 +2024-07-17 11:33:39,940 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:12:50, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 0.3186, loss: 0.3186 +2024-07-17 11:34:03,201 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:12:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3510, loss: 0.3510 +2024-07-17 11:34:26,467 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:12:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 1.0000, loss_cls: 0.3028, loss: 0.3028 +2024-07-17 11:34:49,739 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:11:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2842, loss: 0.2842 +2024-07-17 11:35:12,980 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:11:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.3037, loss: 0.3037 +2024-07-17 11:35:36,254 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:10:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2826, loss: 0.2826 +2024-07-17 11:35:59,499 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:10:25, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2932, loss: 0.2932 +2024-07-17 11:36:22,750 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:10:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.3010, loss: 0.3010 +2024-07-17 11:36:46,003 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:09:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3198, loss: 0.3198 +2024-07-17 11:37:09,225 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:09:13, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3420, loss: 0.3420 +2024-07-17 11:37:32,669 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:08:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3222, loss: 0.3222 +2024-07-17 11:37:34,552 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-07-17 11:38:52,871 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:38:52,938 - pyskl - INFO - +top1_acc 0.8283 +top5_acc 0.9702 +2024-07-17 11:38:52,941 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8283, top5_acc: 0.9702 +2024-07-17 11:39:35,157 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:08:29, time: 0.422, data_time: 0.183, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.3044, loss: 0.3044 +2024-07-17 11:39:58,589 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:08:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2583, loss: 0.2583 +2024-07-17 11:40:22,096 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:07:41, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2406, loss: 0.2406 +2024-07-17 11:40:45,451 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:07:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2639, loss: 0.2639 +2024-07-17 11:41:08,781 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:06:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2505, loss: 0.2505 +2024-07-17 11:41:32,235 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:06:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2747, loss: 0.2747 +2024-07-17 11:41:55,520 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:06:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2883, loss: 0.2883 +2024-07-17 11:42:18,758 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:05:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2479, loss: 0.2479 +2024-07-17 11:42:42,195 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:05:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2641, loss: 0.2641 +2024-07-17 11:43:05,440 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:04:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3130, loss: 0.3130 +2024-07-17 11:43:28,651 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:04:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.2886, loss: 0.2886 +2024-07-17 11:43:51,886 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:04:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2731, loss: 0.2731 +2024-07-17 11:44:15,110 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:03:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2725, loss: 0.2725 +2024-07-17 11:44:38,362 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:03:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9919, loss_cls: 0.3127, loss: 0.3127 +2024-07-17 11:45:01,631 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:02:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2646, loss: 0.2646 +2024-07-17 11:45:24,935 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:02:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.2900, loss: 0.2900 +2024-07-17 11:45:48,248 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 6:02:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2703, loss: 0.2703 +2024-07-17 11:46:11,562 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 6:01:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2606, loss: 0.2606 +2024-07-17 11:46:34,861 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 6:01:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2746, loss: 0.2746 +2024-07-17 11:46:58,122 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 6:00:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.2884, loss: 0.2884 +2024-07-17 11:47:21,517 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 6:00:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.3015, loss: 0.3015 +2024-07-17 11:47:44,964 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 6:00:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9962, loss_cls: 0.3175, loss: 0.3175 +2024-07-17 11:48:08,162 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 5:59:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3008, loss: 0.3008 +2024-07-17 11:48:31,433 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 5:59:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9950, loss_cls: 0.3008, loss: 0.3008 +2024-07-17 11:48:54,680 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 5:58:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3141, loss: 0.3141 +2024-07-17 11:48:56,478 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-07-17 11:50:14,657 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 11:50:14,725 - pyskl - INFO - +top1_acc 0.8494 +top5_acc 0.9737 +2024-07-17 11:50:14,729 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_112.pth was removed +2024-07-17 11:50:14,854 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2024-07-17 11:50:14,855 - pyskl - INFO - Best top1_acc is 0.8494 at 114 epoch. +2024-07-17 11:50:14,857 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8494, top5_acc: 0.9737 +2024-07-17 11:50:57,352 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 5:58:32, time: 0.425, data_time: 0.185, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2212, loss: 0.2212 +2024-07-17 11:51:20,754 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 5:58:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2426, loss: 0.2426 +2024-07-17 11:51:44,178 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 5:57:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9969, loss_cls: 0.2702, loss: 0.2702 +2024-07-17 11:52:07,837 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 5:57:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2589, loss: 0.2589 +2024-07-17 11:52:31,351 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 5:56:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2533, loss: 0.2533 +2024-07-17 11:52:54,696 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 5:56:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2538, loss: 0.2538 +2024-07-17 11:53:18,016 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 5:56:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.2119, loss: 0.2119 +2024-07-17 11:53:41,326 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 5:55:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9988, loss_cls: 0.3039, loss: 0.3039 +2024-07-17 11:54:04,689 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 5:55:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 0.3037, loss: 0.3037 +2024-07-17 11:54:28,014 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 5:54:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2522, loss: 0.2522 +2024-07-17 11:54:51,352 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 5:54:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2783, loss: 0.2783 +2024-07-17 11:55:14,664 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 5:54:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2563, loss: 0.2563 +2024-07-17 11:55:37,986 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 5:53:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 0.2235, loss: 0.2235 +2024-07-17 11:56:01,291 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 5:53:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 0.2998, loss: 0.2998 +2024-07-17 11:56:24,557 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 5:52:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2750, loss: 0.2750 +2024-07-17 11:56:47,868 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 5:52:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2552, loss: 0.2552 +2024-07-17 11:57:11,177 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 5:52:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.2744, loss: 0.2744 +2024-07-17 11:57:34,497 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 5:51:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.2857, loss: 0.2857 +2024-07-17 11:57:57,817 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 5:51:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2580, loss: 0.2580 +2024-07-17 11:58:21,113 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 5:50:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2647, loss: 0.2647 +2024-07-17 11:58:44,531 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 5:50:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2901, loss: 0.2901 +2024-07-17 11:59:07,935 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 5:50:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3197, loss: 0.3197 +2024-07-17 11:59:31,284 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 5:49:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9981, loss_cls: 0.2755, loss: 0.2755 +2024-07-17 11:59:54,639 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 5:49:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2605, loss: 0.2605 +2024-07-17 12:00:17,976 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 5:48:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3116, loss: 0.3116 +2024-07-17 12:00:19,809 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-07-17 12:01:38,165 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:01:38,233 - pyskl - INFO - +top1_acc 0.8464 +top5_acc 0.9720 +2024-07-17 12:01:38,235 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8464, top5_acc: 0.9720 +2024-07-17 12:02:20,677 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 5:48:35, time: 0.424, data_time: 0.186, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2830, loss: 0.2830 +2024-07-17 12:02:44,308 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 5:48:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2208, loss: 0.2208 +2024-07-17 12:03:07,587 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 5:47:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2325, loss: 0.2325 +2024-07-17 12:03:30,829 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 5:47:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9994, loss_cls: 0.2285, loss: 0.2285 +2024-07-17 12:03:54,225 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 5:46:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2320, loss: 0.2320 +2024-07-17 12:04:17,743 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 5:46:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.2922, loss: 0.2922 +2024-07-17 12:04:41,142 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 5:46:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2406, loss: 0.2406 +2024-07-17 12:05:04,487 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 5:45:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 0.2276, loss: 0.2276 +2024-07-17 12:05:27,828 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 5:45:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2507, loss: 0.2507 +2024-07-17 12:05:51,187 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 5:44:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2589, loss: 0.2589 +2024-07-17 12:06:14,562 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 5:44:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2439, loss: 0.2439 +2024-07-17 12:06:37,893 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 5:44:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2607, loss: 0.2607 +2024-07-17 12:07:01,190 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:43:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.2918, loss: 0.2918 +2024-07-17 12:07:24,449 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:43:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2354, loss: 0.2354 +2024-07-17 12:07:47,641 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:42:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2414, loss: 0.2414 +2024-07-17 12:08:10,820 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:42:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2877, loss: 0.2877 +2024-07-17 12:08:34,083 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:42:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9969, loss_cls: 0.2878, loss: 0.2878 +2024-07-17 12:08:57,313 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:41:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2399, loss: 0.2399 +2024-07-17 12:09:20,551 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:41:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 0.2182, loss: 0.2182 +2024-07-17 12:09:43,895 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:40:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.2390, loss: 0.2390 +2024-07-17 12:10:07,145 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:40:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 0.2886, loss: 0.2886 +2024-07-17 12:10:30,330 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:40:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2520, loss: 0.2520 +2024-07-17 12:10:53,507 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:39:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.3182, loss: 0.3182 +2024-07-17 12:11:16,764 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:39:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2671, loss: 0.2671 +2024-07-17 12:11:40,017 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:38:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9950, loss_cls: 0.2215, loss: 0.2215 +2024-07-17 12:11:41,848 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-07-17 12:13:00,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:13:00,450 - pyskl - INFO - +top1_acc 0.8538 +top5_acc 0.9781 +2024-07-17 12:13:00,454 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_114.pth was removed +2024-07-17 12:13:00,582 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2024-07-17 12:13:00,583 - pyskl - INFO - Best top1_acc is 0.8538 at 116 epoch. +2024-07-17 12:13:00,585 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8538, top5_acc: 0.9781 +2024-07-17 12:13:43,132 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:38:38, time: 0.425, data_time: 0.188, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1809, loss: 0.1809 +2024-07-17 12:14:06,650 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:38:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1616, loss: 0.1616 +2024-07-17 12:14:30,383 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:37:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 0.2524, loss: 0.2524 +2024-07-17 12:14:53,742 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:37:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2529, loss: 0.2529 +2024-07-17 12:15:17,170 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:37:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.2364, loss: 0.2364 +2024-07-17 12:15:40,655 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:36:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2199, loss: 0.2199 +2024-07-17 12:16:04,012 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:36:14, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2410, loss: 0.2410 +2024-07-17 12:16:27,401 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:35:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1750, loss: 0.1750 +2024-07-17 12:16:50,919 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:35:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2310, loss: 0.2310 +2024-07-17 12:17:14,431 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:35:02, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2413, loss: 0.2413 +2024-07-17 12:17:37,791 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:34:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2164, loss: 0.2164 +2024-07-17 12:18:01,335 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:34:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.2317, loss: 0.2317 +2024-07-17 12:18:24,631 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:33:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2441, loss: 0.2441 +2024-07-17 12:18:48,194 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:33:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2505, loss: 0.2505 +2024-07-17 12:19:11,476 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:33:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2314, loss: 0.2314 +2024-07-17 12:19:34,716 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:32:38, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.2364, loss: 0.2364 +2024-07-17 12:19:57,999 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:32:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2176, loss: 0.2176 +2024-07-17 12:20:21,323 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:31:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2216, loss: 0.2216 +2024-07-17 12:20:44,694 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:31:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2714, loss: 0.2714 +2024-07-17 12:21:08,042 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:31:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2350, loss: 0.2350 +2024-07-17 12:21:31,303 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:30:38, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2483, loss: 0.2483 +2024-07-17 12:21:54,614 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:30:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2722, loss: 0.2722 +2024-07-17 12:22:17,912 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:29:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2265, loss: 0.2265 +2024-07-17 12:22:41,167 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:29:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2834, loss: 0.2834 +2024-07-17 12:23:04,442 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:29:02, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2454, loss: 0.2454 +2024-07-17 12:23:06,318 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-07-17 12:24:24,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:24:24,902 - pyskl - INFO - +top1_acc 0.8454 +top5_acc 0.9740 +2024-07-17 12:24:24,904 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8454, top5_acc: 0.9740 +2024-07-17 12:25:07,404 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:28:41, time: 0.425, data_time: 0.185, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2285, loss: 0.2285 +2024-07-17 12:25:30,912 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:28:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1942, loss: 0.1942 +2024-07-17 12:25:54,366 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:27:53, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2367, loss: 0.2367 +2024-07-17 12:26:17,868 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:27:29, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1941, loss: 0.1941 +2024-07-17 12:26:41,399 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:27:05, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1958, loss: 0.1958 +2024-07-17 12:27:04,744 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:26:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2450, loss: 0.2450 +2024-07-17 12:27:28,067 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:26:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1962, loss: 0.1962 +2024-07-17 12:27:51,335 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:25:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2416, loss: 0.2416 +2024-07-17 12:28:14,584 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:25:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2276, loss: 0.2276 +2024-07-17 12:28:37,832 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:25:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2144, loss: 0.2144 +2024-07-17 12:29:01,145 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:24:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2045, loss: 0.2045 +2024-07-17 12:29:24,386 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:24:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.2028, loss: 0.2028 +2024-07-17 12:29:47,640 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:23:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2583, loss: 0.2583 +2024-07-17 12:30:10,895 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:23:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2207, loss: 0.2207 +2024-07-17 12:30:34,136 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:23:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2391, loss: 0.2391 +2024-07-17 12:30:57,379 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:22:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1792, loss: 0.1792 +2024-07-17 12:31:20,649 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:22:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1973, loss: 0.1973 +2024-07-17 12:31:43,910 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:21:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2253, loss: 0.2253 +2024-07-17 12:32:07,106 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:21:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 0.2577, loss: 0.2577 +2024-07-17 12:32:30,354 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:21:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2632, loss: 0.2632 +2024-07-17 12:32:53,555 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:20:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2272, loss: 0.2272 +2024-07-17 12:33:16,757 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:20:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2264, loss: 0.2264 +2024-07-17 12:33:39,981 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:19:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2388, loss: 0.2388 +2024-07-17 12:34:03,264 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:19:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2306, loss: 0.2306 +2024-07-17 12:34:26,490 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:19:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2401, loss: 0.2401 +2024-07-17 12:34:28,372 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-07-17 12:35:47,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:35:47,079 - pyskl - INFO - +top1_acc 0.8434 +top5_acc 0.9719 +2024-07-17 12:35:47,081 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8434, top5_acc: 0.9719 +2024-07-17 12:36:29,740 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:18:44, time: 0.427, data_time: 0.189, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.2108, loss: 0.2108 +2024-07-17 12:36:53,478 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:18:20, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2198, loss: 0.2198 +2024-07-17 12:37:16,975 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:17:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1703, loss: 0.1703 +2024-07-17 12:37:40,502 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:17:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.2168, loss: 0.2168 +2024-07-17 12:38:03,860 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:17:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2076, loss: 0.2076 +2024-07-17 12:38:27,156 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:16:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.2027, loss: 0.2027 +2024-07-17 12:38:50,587 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:16:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.1993, loss: 0.1993 +2024-07-17 12:39:13,824 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:15:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2056, loss: 0.2056 +2024-07-17 12:39:37,117 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:15:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 0.2257, loss: 0.2257 +2024-07-17 12:40:00,402 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:15:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2336, loss: 0.2336 +2024-07-17 12:40:23,843 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:14:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1972, loss: 0.1972 +2024-07-17 12:40:47,274 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:14:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 0.2023, loss: 0.2023 +2024-07-17 12:41:10,567 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:13:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1860, loss: 0.1860 +2024-07-17 12:41:33,830 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:13:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2054, loss: 0.2054 +2024-07-17 12:41:57,095 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:13:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.2031, loss: 0.2031 +2024-07-17 12:42:20,421 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:12:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1917, loss: 0.1917 +2024-07-17 12:42:43,754 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:12:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.1992, loss: 0.1992 +2024-07-17 12:43:07,035 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:11:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2256, loss: 0.2256 +2024-07-17 12:43:30,400 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:11:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2145, loss: 0.2145 +2024-07-17 12:43:53,757 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:11:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.2250, loss: 0.2250 +2024-07-17 12:44:17,076 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:10:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2176, loss: 0.2176 +2024-07-17 12:44:40,494 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:10:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2349, loss: 0.2349 +2024-07-17 12:45:03,742 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:09:56, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2496, loss: 0.2496 +2024-07-17 12:45:27,050 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:09:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2337, loss: 0.2337 +2024-07-17 12:45:50,441 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:09:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2368, loss: 0.2368 +2024-07-17 12:45:52,319 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-07-17 12:47:10,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:47:10,679 - pyskl - INFO - +top1_acc 0.8529 +top5_acc 0.9751 +2024-07-17 12:47:10,681 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.8529, top5_acc: 0.9751 +2024-07-17 12:47:53,186 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:08:47, time: 0.425, data_time: 0.187, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.1885, loss: 0.1885 +2024-07-17 12:48:16,630 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:08:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1555, loss: 0.1555 +2024-07-17 12:48:40,043 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:07:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1891, loss: 0.1891 +2024-07-17 12:49:03,409 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:07:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1916, loss: 0.1916 +2024-07-17 12:49:26,864 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:07:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1849, loss: 0.1849 +2024-07-17 12:49:50,358 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:06:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1652, loss: 0.1652 +2024-07-17 12:50:13,943 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:06:23, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2178, loss: 0.2178 +2024-07-17 12:50:37,481 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:05:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1830, loss: 0.1830 +2024-07-17 12:51:00,849 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:05:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1969, loss: 0.1969 +2024-07-17 12:51:24,157 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:05:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2195, loss: 0.2195 +2024-07-17 12:51:47,476 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:04:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1874, loss: 0.1874 +2024-07-17 12:52:10,770 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:04:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9988, loss_cls: 0.2225, loss: 0.2225 +2024-07-17 12:52:34,067 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:03:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.2063, loss: 0.2063 +2024-07-17 12:52:57,302 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:03:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1987, loss: 0.1987 +2024-07-17 12:53:20,536 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:03:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1953, loss: 0.1953 +2024-07-17 12:53:43,766 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:02:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2363, loss: 0.2363 +2024-07-17 12:54:07,001 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:02:23, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2035, loss: 0.2035 +2024-07-17 12:54:30,214 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:01:59, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2643, loss: 0.2643 +2024-07-17 12:54:53,419 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 5:01:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2164, loss: 0.2164 +2024-07-17 12:55:16,624 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 5:01:10, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.2043, loss: 0.2043 +2024-07-17 12:55:39,811 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 5:00:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9931, loss_cls: 0.2260, loss: 0.2260 +2024-07-17 12:56:03,156 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 5:00:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2375, loss: 0.2375 +2024-07-17 12:56:26,465 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 4:59:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2071, loss: 0.2071 +2024-07-17 12:56:49,741 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 4:59:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2387, loss: 0.2387 +2024-07-17 12:57:13,044 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 4:59:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1799, loss: 0.1799 +2024-07-17 12:57:14,922 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-07-17 12:58:33,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 12:58:33,251 - pyskl - INFO - +top1_acc 0.8596 +top5_acc 0.9747 +2024-07-17 12:58:33,255 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_116.pth was removed +2024-07-17 12:58:33,389 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2024-07-17 12:58:33,389 - pyskl - INFO - Best top1_acc is 0.8596 at 120 epoch. +2024-07-17 12:58:33,391 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8596, top5_acc: 0.9747 +2024-07-17 12:59:15,152 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 4:58:49, time: 0.418, data_time: 0.180, memory: 6430, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.1624, loss: 0.1624 +2024-07-17 12:59:38,537 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 4:58:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1464, loss: 0.1464 +2024-07-17 13:00:01,777 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 4:58:01, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1594, loss: 0.1594 +2024-07-17 13:00:25,184 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 4:57:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1651, loss: 0.1651 +2024-07-17 13:00:48,817 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 4:57:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.1931, loss: 0.1931 +2024-07-17 13:01:12,271 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 4:56:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1614, loss: 0.1614 +2024-07-17 13:01:35,622 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 4:56:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2114, loss: 0.2114 +2024-07-17 13:01:58,937 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 4:56:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.2033, loss: 0.2033 +2024-07-17 13:02:22,292 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 4:55:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1703, loss: 0.1703 +2024-07-17 13:02:45,587 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 4:55:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1843, loss: 0.1843 +2024-07-17 13:03:08,927 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 4:54:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.1998, loss: 0.1998 +2024-07-17 13:03:32,232 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 4:54:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.2158, loss: 0.2158 +2024-07-17 13:03:55,523 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 4:54:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2250, loss: 0.2250 +2024-07-17 13:04:18,825 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 4:53:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1927, loss: 0.1927 +2024-07-17 13:04:42,123 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 4:53:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1915, loss: 0.1915 +2024-07-17 13:05:05,422 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 4:52:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1888, loss: 0.1888 +2024-07-17 13:05:28,729 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 4:52:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1787, loss: 0.1787 +2024-07-17 13:05:52,045 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 4:52:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1837, loss: 0.1837 +2024-07-17 13:06:15,361 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 4:51:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1693, loss: 0.1693 +2024-07-17 13:06:38,622 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 4:51:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 0.2342, loss: 0.2342 +2024-07-17 13:07:01,879 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 4:50:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2336, loss: 0.2336 +2024-07-17 13:07:25,132 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 4:50:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2239, loss: 0.2239 +2024-07-17 13:07:48,472 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 4:50:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.2078, loss: 0.2078 +2024-07-17 13:08:11,757 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 4:49:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1742, loss: 0.1742 +2024-07-17 13:08:35,013 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 4:49:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2121, loss: 0.2121 +2024-07-17 13:08:36,812 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-07-17 13:09:55,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:09:55,140 - pyskl - INFO - +top1_acc 0.8521 +top5_acc 0.9754 +2024-07-17 13:09:55,142 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8521, top5_acc: 0.9754 +2024-07-17 13:10:37,000 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 4:48:51, time: 0.419, data_time: 0.181, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1251, loss: 0.1251 +2024-07-17 13:11:00,450 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 4:48:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1856, loss: 0.1856 +2024-07-17 13:11:23,874 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 4:48:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1723, loss: 0.1723 +2024-07-17 13:11:47,209 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 4:47:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1801, loss: 0.1801 +2024-07-17 13:12:10,515 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 4:47:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.1974, loss: 0.1974 +2024-07-17 13:12:33,831 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:46:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 0.2138, loss: 0.2138 +2024-07-17 13:12:57,082 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:46:27, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1800, loss: 0.1800 +2024-07-17 13:13:20,327 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:46:03, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1740, loss: 0.1740 +2024-07-17 13:13:43,584 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:45:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1792, loss: 0.1792 +2024-07-17 13:14:06,883 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:45:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1771, loss: 0.1771 +2024-07-17 13:14:30,166 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:44:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1645, loss: 0.1645 +2024-07-17 13:14:53,531 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:44:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1544, loss: 0.1544 +2024-07-17 13:15:16,935 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:44:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.2017, loss: 0.2017 +2024-07-17 13:15:40,365 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:43:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1864, loss: 0.1864 +2024-07-17 13:16:03,722 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:43:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1973, loss: 0.1973 +2024-07-17 13:16:27,223 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:42:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1747, loss: 0.1747 +2024-07-17 13:16:50,656 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:42:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 0.1670, loss: 0.1670 +2024-07-17 13:17:14,043 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:42:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1629, loss: 0.1629 +2024-07-17 13:17:37,416 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:41:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1629, loss: 0.1629 +2024-07-17 13:18:00,795 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:41:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1920, loss: 0.1920 +2024-07-17 13:18:24,073 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:40:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1723, loss: 0.1723 +2024-07-17 13:18:47,382 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:40:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1685, loss: 0.1685 +2024-07-17 13:19:10,727 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:40:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1537, loss: 0.1537 +2024-07-17 13:19:34,104 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:39:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1860, loss: 0.1860 +2024-07-17 13:19:57,404 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:39:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1797, loss: 0.1797 +2024-07-17 13:19:59,236 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-07-17 13:21:17,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:21:17,321 - pyskl - INFO - +top1_acc 0.8520 +top5_acc 0.9740 +2024-07-17 13:21:17,323 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8520, top5_acc: 0.9740 +2024-07-17 13:22:00,217 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:38:54, time: 0.429, data_time: 0.191, memory: 6430, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1516, loss: 0.1516 +2024-07-17 13:22:23,704 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:38:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1349, loss: 0.1349 +2024-07-17 13:22:47,265 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:38:06, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1362, loss: 0.1362 +2024-07-17 13:23:10,801 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:37:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1311, loss: 0.1311 +2024-07-17 13:23:34,292 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:37:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1384, loss: 0.1384 +2024-07-17 13:23:57,821 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:36:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1308, loss: 0.1308 +2024-07-17 13:24:21,342 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:36:30, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1342, loss: 0.1342 +2024-07-17 13:24:44,776 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:36:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1341, loss: 0.1341 +2024-07-17 13:25:08,156 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:35:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1557, loss: 0.1557 +2024-07-17 13:25:31,537 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:35:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1509, loss: 0.1509 +2024-07-17 13:25:54,862 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:34:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1703, loss: 0.1703 +2024-07-17 13:26:18,178 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:34:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1437, loss: 0.1437 +2024-07-17 13:26:41,483 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:34:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1486, loss: 0.1486 +2024-07-17 13:27:04,752 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:33:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1480, loss: 0.1480 +2024-07-17 13:27:28,047 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:33:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9994, loss_cls: 0.1612, loss: 0.1612 +2024-07-17 13:27:51,348 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:32:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1429, loss: 0.1429 +2024-07-17 13:28:14,636 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:32:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.1817, loss: 0.1817 +2024-07-17 13:28:37,934 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:32:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1739, loss: 0.1739 +2024-07-17 13:29:01,219 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:31:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1514, loss: 0.1514 +2024-07-17 13:29:24,514 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:31:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1762, loss: 0.1762 +2024-07-17 13:29:47,806 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:30:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1656, loss: 0.1656 +2024-07-17 13:30:11,085 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:30:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1958, loss: 0.1958 +2024-07-17 13:30:34,251 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:30:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1531, loss: 0.1531 +2024-07-17 13:30:57,430 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:29:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1885, loss: 0.1885 +2024-07-17 13:31:20,768 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:29:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1562, loss: 0.1562 +2024-07-17 13:31:22,650 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-07-17 13:32:41,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:32:41,079 - pyskl - INFO - +top1_acc 0.8544 +top5_acc 0.9730 +2024-07-17 13:32:41,081 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8544, top5_acc: 0.9730 +2024-07-17 13:33:22,817 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:28:56, time: 0.417, data_time: 0.181, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1602, loss: 0.1602 +2024-07-17 13:33:46,174 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:28:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1486, loss: 0.1486 +2024-07-17 13:34:09,545 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:28:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1262, loss: 0.1262 +2024-07-17 13:34:32,830 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:27:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1394, loss: 0.1394 +2024-07-17 13:34:56,179 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:27:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1500, loss: 0.1500 +2024-07-17 13:35:19,506 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:26:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1277, loss: 0.1277 +2024-07-17 13:35:42,844 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:26:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1546, loss: 0.1546 +2024-07-17 13:36:06,166 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:26:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1323, loss: 0.1323 +2024-07-17 13:36:29,571 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:25:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1503, loss: 0.1503 +2024-07-17 13:36:52,858 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:25:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1383, loss: 0.1383 +2024-07-17 13:37:16,126 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:24:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1160, loss: 0.1160 +2024-07-17 13:37:39,472 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:24:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1338, loss: 0.1338 +2024-07-17 13:38:02,899 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:24:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 0.1416, loss: 0.1416 +2024-07-17 13:38:26,233 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:23:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 0.1678, loss: 0.1678 +2024-07-17 13:38:49,428 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:23:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1814, loss: 0.1814 +2024-07-17 13:39:12,742 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:22:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1777, loss: 0.1777 +2024-07-17 13:39:36,030 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:22:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.2088, loss: 0.2088 +2024-07-17 13:39:59,264 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:22:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9975, loss_cls: 0.1525, loss: 0.1525 +2024-07-17 13:40:22,534 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:21:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1758, loss: 0.1758 +2024-07-17 13:40:45,793 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:21:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1431, loss: 0.1431 +2024-07-17 13:41:09,071 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:20:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 0.1626, loss: 0.1626 +2024-07-17 13:41:32,386 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:20:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1457, loss: 0.1457 +2024-07-17 13:41:55,646 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:20:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1748, loss: 0.1748 +2024-07-17 13:42:18,956 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:19:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 0.1520, loss: 0.1520 +2024-07-17 13:42:42,237 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:19:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1265, loss: 0.1265 +2024-07-17 13:42:44,132 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-07-17 13:44:02,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:44:02,674 - pyskl - INFO - +top1_acc 0.8672 +top5_acc 0.9773 +2024-07-17 13:44:02,678 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_120.pth was removed +2024-07-17 13:44:02,808 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2024-07-17 13:44:02,808 - pyskl - INFO - Best top1_acc is 0.8672 at 124 epoch. +2024-07-17 13:44:02,811 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.8672, top5_acc: 0.9773 +2024-07-17 13:44:45,220 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:18:59, time: 0.424, data_time: 0.187, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1479, loss: 0.1479 +2024-07-17 13:45:08,617 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:18:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1091, loss: 0.1091 +2024-07-17 13:45:31,956 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:18:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1267, loss: 0.1267 +2024-07-17 13:45:55,480 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:17:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1225, loss: 0.1225 +2024-07-17 13:46:18,901 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:17:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1055, loss: 0.1055 +2024-07-17 13:46:42,298 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:16:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1481, loss: 0.1481 +2024-07-17 13:47:05,794 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:16:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1476, loss: 0.1476 +2024-07-17 13:47:29,170 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:16:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1071, loss: 0.1071 +2024-07-17 13:47:52,599 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:15:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 +2024-07-17 13:48:15,871 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:15:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1576, loss: 0.1576 +2024-07-17 13:48:39,203 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:14:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1540, loss: 0.1540 +2024-07-17 13:49:02,482 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:14:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1451, loss: 0.1451 +2024-07-17 13:49:25,769 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:14:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1359, loss: 0.1359 +2024-07-17 13:49:49,064 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:13:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1833, loss: 0.1833 +2024-07-17 13:50:12,358 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:13:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1366, loss: 0.1366 +2024-07-17 13:50:35,642 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:12:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1421, loss: 0.1421 +2024-07-17 13:50:58,929 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:12:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1396, loss: 0.1396 +2024-07-17 13:51:22,202 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:12:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9962, loss_cls: 0.1835, loss: 0.1835 +2024-07-17 13:51:45,463 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:11:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1661, loss: 0.1661 +2024-07-17 13:52:09,130 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:11:23, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1467, loss: 0.1467 +2024-07-17 13:52:32,784 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:10:59, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1219, loss: 0.1219 +2024-07-17 13:52:56,480 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:10:35, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9988, loss_cls: 0.1533, loss: 0.1533 +2024-07-17 13:53:19,886 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:10:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1644, loss: 0.1644 +2024-07-17 13:53:43,222 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:09:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 1.0000, loss_cls: 0.1309, loss: 0.1309 +2024-07-17 13:54:06,536 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:09:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1182, loss: 0.1182 +2024-07-17 13:54:08,406 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-07-17 13:55:26,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 13:55:26,996 - pyskl - INFO - +top1_acc 0.8637 +top5_acc 0.9771 +2024-07-17 13:55:26,998 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8637, top5_acc: 0.9771 +2024-07-17 13:56:09,784 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:09:01, time: 0.428, data_time: 0.189, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1451, loss: 0.1451 +2024-07-17 13:56:33,377 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:08:37, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1555, loss: 0.1555 +2024-07-17 13:56:56,862 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:08:13, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1222, loss: 0.1222 +2024-07-17 13:57:20,454 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:07:49, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1224, loss: 0.1224 +2024-07-17 13:57:43,927 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:07:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1191, loss: 0.1191 +2024-07-17 13:58:07,276 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:07:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1042, loss: 0.1042 +2024-07-17 13:58:30,624 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:06:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1294, loss: 0.1294 +2024-07-17 13:58:53,988 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:06:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1237, loss: 0.1237 +2024-07-17 13:59:17,340 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:05:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1248, loss: 0.1248 +2024-07-17 13:59:40,608 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:05:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1054, loss: 0.1054 +2024-07-17 14:00:03,920 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:05:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1138, loss: 0.1138 +2024-07-17 14:00:27,222 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:04:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1569, loss: 0.1569 +2024-07-17 14:00:50,553 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:04:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1549, loss: 0.1549 +2024-07-17 14:01:13,900 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:03:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1323, loss: 0.1323 +2024-07-17 14:01:37,203 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:03:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1194, loss: 0.1194 +2024-07-17 14:02:00,494 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:03:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1238, loss: 0.1238 +2024-07-17 14:02:23,772 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:02:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1281, loss: 0.1281 +2024-07-17 14:02:47,058 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:02:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1096, loss: 0.1096 +2024-07-17 14:03:10,355 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:01:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1211, loss: 0.1211 +2024-07-17 14:03:33,682 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 4:01:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1378, loss: 0.1378 +2024-07-17 14:03:56,969 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 4:01:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1218, loss: 0.1218 +2024-07-17 14:04:20,274 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 4:00:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1304, loss: 0.1304 +2024-07-17 14:04:43,582 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 4:00:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.1150, loss: 0.1150 +2024-07-17 14:05:06,884 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 3:59:49, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1138, loss: 0.1138 +2024-07-17 14:05:30,177 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 3:59:25, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1169, loss: 0.1169 +2024-07-17 14:05:32,057 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-07-17 14:06:50,701 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:06:50,769 - pyskl - INFO - +top1_acc 0.8597 +top5_acc 0.9726 +2024-07-17 14:06:50,772 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.8597, top5_acc: 0.9726 +2024-07-17 14:07:33,494 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 3:59:03, time: 0.427, data_time: 0.190, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0790, loss: 0.0790 +2024-07-17 14:07:57,082 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 3:58:39, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1144, loss: 0.1144 +2024-07-17 14:08:20,550 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 3:58:15, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0996, loss: 0.0996 +2024-07-17 14:08:44,066 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 3:57:51, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1015, loss: 0.1015 +2024-07-17 14:09:07,611 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 3:57:27, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 +2024-07-17 14:09:31,131 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 3:57:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0992, loss: 0.0992 +2024-07-17 14:09:54,621 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 3:56:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1172, loss: 0.1172 +2024-07-17 14:10:17,993 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 3:56:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1158, loss: 0.1158 +2024-07-17 14:10:41,277 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 3:55:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1124, loss: 0.1124 +2024-07-17 14:11:04,490 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 3:55:28, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0920, loss: 0.0920 +2024-07-17 14:11:27,691 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 3:55:04, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1140, loss: 0.1140 +2024-07-17 14:11:51,031 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 3:54:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1051, loss: 0.1051 +2024-07-17 14:12:14,585 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 3:54:16, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1209, loss: 0.1209 +2024-07-17 14:12:38,082 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 3:53:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1128, loss: 0.1128 +2024-07-17 14:13:01,519 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 3:53:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1064, loss: 0.1064 +2024-07-17 14:13:24,827 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 3:53:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1320, loss: 0.1320 +2024-07-17 14:13:48,064 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 3:52:40, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.1209, loss: 0.1209 +2024-07-17 14:14:11,357 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 3:52:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1004, loss: 0.1004 +2024-07-17 14:14:34,673 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 3:51:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1171, loss: 0.1171 +2024-07-17 14:14:57,991 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 3:51:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1194, loss: 0.1194 +2024-07-17 14:15:21,318 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 3:51:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1171, loss: 0.1171 +2024-07-17 14:15:44,641 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 3:50:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0984, loss: 0.0984 +2024-07-17 14:16:07,983 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 3:50:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1141, loss: 0.1141 +2024-07-17 14:16:31,369 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 3:49:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1114, loss: 0.1114 +2024-07-17 14:16:54,762 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:49:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1050, loss: 0.1050 +2024-07-17 14:16:56,586 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-07-17 14:18:15,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:18:15,173 - pyskl - INFO - +top1_acc 0.8621 +top5_acc 0.9756 +2024-07-17 14:18:15,176 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.8621, top5_acc: 0.9756 +2024-07-17 14:18:57,844 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:49:06, time: 0.427, data_time: 0.189, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1015, loss: 0.1015 +2024-07-17 14:19:21,263 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:48:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1031, loss: 0.1031 +2024-07-17 14:19:44,552 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:48:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1008, loss: 0.1008 +2024-07-17 14:20:07,778 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:47:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0890, loss: 0.0890 +2024-07-17 14:20:31,004 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:47:30, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0874, loss: 0.0874 +2024-07-17 14:20:54,252 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:47:06, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0861, loss: 0.0861 +2024-07-17 14:21:17,554 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:46:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1135, loss: 0.1135 +2024-07-17 14:21:40,836 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:46:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1063, loss: 0.1063 +2024-07-17 14:22:04,083 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:45:54, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1097, loss: 0.1097 +2024-07-17 14:22:27,393 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:45:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0792, loss: 0.0792 +2024-07-17 14:22:50,659 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:45:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1041, loss: 0.1041 +2024-07-17 14:23:13,903 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:44:42, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1149, loss: 0.1149 +2024-07-17 14:23:37,348 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:44:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.1043, loss: 0.1043 +2024-07-17 14:24:00,721 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:43:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0881, loss: 0.0881 +2024-07-17 14:24:24,065 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:43:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1005, loss: 0.1005 +2024-07-17 14:24:47,378 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:43:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1249, loss: 0.1249 +2024-07-17 14:25:10,737 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:42:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0948, loss: 0.0948 +2024-07-17 14:25:34,074 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:42:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1063, loss: 0.1063 +2024-07-17 14:25:57,413 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:41:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0792, loss: 0.0792 +2024-07-17 14:26:20,770 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:41:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0863, loss: 0.0863 +2024-07-17 14:26:44,130 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:41:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1173, loss: 0.1173 +2024-07-17 14:27:07,456 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:40:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1051, loss: 0.1051 +2024-07-17 14:27:30,807 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:40:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0883, loss: 0.0883 +2024-07-17 14:27:54,142 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:39:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1078, loss: 0.1078 +2024-07-17 14:28:17,458 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:39:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1232, loss: 0.1232 +2024-07-17 14:28:19,341 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-07-17 14:29:38,057 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:29:38,125 - pyskl - INFO - +top1_acc 0.8675 +top5_acc 0.9778 +2024-07-17 14:29:38,129 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_124.pth was removed +2024-07-17 14:29:38,257 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2024-07-17 14:29:38,258 - pyskl - INFO - Best top1_acc is 0.8675 at 128 epoch. +2024-07-17 14:29:38,260 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.8675, top5_acc: 0.9778 +2024-07-17 14:30:20,877 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:39:08, time: 0.426, data_time: 0.187, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1182, loss: 0.1182 +2024-07-17 14:30:44,349 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:38:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1204, loss: 0.1204 +2024-07-17 14:31:07,648 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:38:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0920, loss: 0.0920 +2024-07-17 14:31:30,989 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:37:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1079, loss: 0.1079 +2024-07-17 14:31:54,309 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:37:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0806, loss: 0.0806 +2024-07-17 14:32:17,719 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:37:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0868, loss: 0.0868 +2024-07-17 14:32:41,049 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:36:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1007, loss: 0.1007 +2024-07-17 14:33:04,314 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:36:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0949, loss: 0.0949 +2024-07-17 14:33:27,568 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:35:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1071, loss: 0.1071 +2024-07-17 14:33:50,884 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:35:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1143, loss: 0.1143 +2024-07-17 14:34:14,194 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:35:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0947, loss: 0.0947 +2024-07-17 14:34:37,481 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:34:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1276, loss: 0.1276 +2024-07-17 14:35:00,784 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:34:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0903, loss: 0.0903 +2024-07-17 14:35:24,094 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:33:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0816, loss: 0.0816 +2024-07-17 14:35:47,424 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:33:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0843, loss: 0.0843 +2024-07-17 14:36:10,746 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:33:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0862, loss: 0.0862 +2024-07-17 14:36:34,047 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:32:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2024-07-17 14:36:57,364 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:32:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0922, loss: 0.0922 +2024-07-17 14:37:20,674 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:31:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.0979, loss: 0.0979 +2024-07-17 14:37:44,016 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:31:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1104, loss: 0.1104 +2024-07-17 14:38:07,311 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:31:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0886, loss: 0.0886 +2024-07-17 14:38:30,597 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:30:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895 +2024-07-17 14:38:53,894 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:30:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0957, loss: 0.0957 +2024-07-17 14:39:17,189 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:29:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0967, loss: 0.0967 +2024-07-17 14:39:40,464 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:29:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1128, loss: 0.1128 +2024-07-17 14:39:42,310 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-07-17 14:41:00,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:41:00,820 - pyskl - INFO - +top1_acc 0.8618 +top5_acc 0.9749 +2024-07-17 14:41:00,823 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.8618, top5_acc: 0.9749 +2024-07-17 14:41:43,178 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:29:09, time: 0.424, data_time: 0.187, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0742, loss: 0.0742 +2024-07-17 14:42:06,625 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:28:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0946, loss: 0.0946 +2024-07-17 14:42:30,017 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:28:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0863, loss: 0.0863 +2024-07-17 14:42:53,434 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:27:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0674, loss: 0.0674 +2024-07-17 14:43:16,799 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:27:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706 +2024-07-17 14:43:40,150 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:27:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0799, loss: 0.0799 +2024-07-17 14:44:03,480 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:26:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0649, loss: 0.0649 +2024-07-17 14:44:26,843 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:26:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0873, loss: 0.0873 +2024-07-17 14:44:50,170 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:25:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-07-17 14:45:13,498 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:25:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0744, loss: 0.0744 +2024-07-17 14:45:36,888 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:25:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2024-07-17 14:46:00,208 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:24:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0782, loss: 0.0782 +2024-07-17 14:46:23,585 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:24:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0889, loss: 0.0889 +2024-07-17 14:46:46,973 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:23:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0638, loss: 0.0638 +2024-07-17 14:47:10,362 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:23:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0574, loss: 0.0574 +2024-07-17 14:47:33,905 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:23:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0581, loss: 0.0581 +2024-07-17 14:47:57,271 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:22:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0835, loss: 0.0835 +2024-07-17 14:48:20,600 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:22:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0812, loss: 0.0812 +2024-07-17 14:48:43,981 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:21:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0845, loss: 0.0845 +2024-07-17 14:49:07,379 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:21:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 +2024-07-17 14:49:30,746 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:21:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0758, loss: 0.0758 +2024-07-17 14:49:54,060 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:20:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0956, loss: 0.0956 +2024-07-17 14:50:17,428 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:20:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0810, loss: 0.0810 +2024-07-17 14:50:40,895 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:19:58, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0827, loss: 0.0827 +2024-07-17 14:51:04,250 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:19:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0845, loss: 0.0845 +2024-07-17 14:51:06,064 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-07-17 14:52:24,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 14:52:24,518 - pyskl - INFO - +top1_acc 0.8709 +top5_acc 0.9756 +2024-07-17 14:52:24,522 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_128.pth was removed +2024-07-17 14:52:24,654 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2024-07-17 14:52:24,655 - pyskl - INFO - Best top1_acc is 0.8709 at 130 epoch. +2024-07-17 14:52:24,658 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.8709, top5_acc: 0.9756 +2024-07-17 14:53:07,013 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:19:11, time: 0.424, data_time: 0.186, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0788, loss: 0.0788 +2024-07-17 14:53:30,352 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:18:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0677, loss: 0.0677 +2024-07-17 14:53:53,610 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:18:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0689, loss: 0.0689 +2024-07-17 14:54:16,995 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:17:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0650, loss: 0.0650 +2024-07-17 14:54:40,414 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:17:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 +2024-07-17 14:55:03,858 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:17:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2024-07-17 14:55:27,280 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:16:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0686, loss: 0.0686 +2024-07-17 14:55:50,680 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:16:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0725, loss: 0.0725 +2024-07-17 14:56:14,097 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:16:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2024-07-17 14:56:37,481 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:15:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0639, loss: 0.0639 +2024-07-17 14:57:00,849 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:15:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2024-07-17 14:57:24,256 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:14:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0512, loss: 0.0512 +2024-07-17 14:57:47,574 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:14:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0688, loss: 0.0688 +2024-07-17 14:58:10,904 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:14:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0727, loss: 0.0727 +2024-07-17 14:58:34,305 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:13:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0684, loss: 0.0684 +2024-07-17 14:58:57,855 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:13:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0666, loss: 0.0666 +2024-07-17 14:59:21,292 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:12:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0580, loss: 0.0580 +2024-07-17 14:59:44,759 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:12:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2024-07-17 15:00:08,206 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:12:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0740, loss: 0.0740 +2024-07-17 15:00:31,582 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:11:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0741, loss: 0.0741 +2024-07-17 15:00:54,922 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:11:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0795, loss: 0.0795 +2024-07-17 15:01:18,255 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:10:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0566, loss: 0.0566 +2024-07-17 15:01:41,578 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:10:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2024-07-17 15:02:04,909 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:10:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0689, loss: 0.0689 +2024-07-17 15:02:28,213 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:09:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0743, loss: 0.0743 +2024-07-17 15:02:30,088 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-07-17 15:03:48,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:03:48,840 - pyskl - INFO - +top1_acc 0.8674 +top5_acc 0.9753 +2024-07-17 15:03:48,842 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.8674, top5_acc: 0.9753 +2024-07-17 15:04:31,100 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:09:13, time: 0.423, data_time: 0.185, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2024-07-17 15:04:54,475 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:08:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0602, loss: 0.0602 +2024-07-17 15:05:17,857 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:08:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-07-17 15:05:41,219 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:08:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2024-07-17 15:06:04,557 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:07:37, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0508, loss: 0.0508 +2024-07-17 15:06:28,153 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:07:13, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0600, loss: 0.0600 +2024-07-17 15:06:51,663 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:06:49, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0659, loss: 0.0659 +2024-07-17 15:07:15,238 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:06:25, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0634, loss: 0.0634 +2024-07-17 15:07:38,664 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:06:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0629, loss: 0.0629 +2024-07-17 15:08:02,052 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:05:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660 +2024-07-17 15:08:25,517 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:05:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2024-07-17 15:08:48,961 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:04:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0532, loss: 0.0532 +2024-07-17 15:09:12,344 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:04:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0527, loss: 0.0527 +2024-07-17 15:09:35,714 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:04:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0739, loss: 0.0739 +2024-07-17 15:09:59,256 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:03:38, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-07-17 15:10:22,784 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:03:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2024-07-17 15:10:46,283 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:02:50, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0813, loss: 0.0813 +2024-07-17 15:11:09,766 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:02:26, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0538, loss: 0.0538 +2024-07-17 15:11:33,178 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:02:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0713, loss: 0.0713 +2024-07-17 15:11:56,624 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:01:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596 +2024-07-17 15:12:20,128 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:01:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0579, loss: 0.0579 +2024-07-17 15:12:43,563 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:00:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2024-07-17 15:13:06,949 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 3:00:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0748, loss: 0.0748 +2024-07-17 15:13:30,347 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 3:00:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0720, loss: 0.0720 +2024-07-17 15:13:53,796 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 2:59:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0659, loss: 0.0659 +2024-07-17 15:13:55,667 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-07-17 15:15:14,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:15:14,264 - pyskl - INFO - +top1_acc 0.8651 +top5_acc 0.9748 +2024-07-17 15:15:14,266 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.8651, top5_acc: 0.9748 +2024-07-17 15:15:56,673 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 2:59:15, time: 0.424, data_time: 0.184, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567 +2024-07-17 15:16:20,092 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 2:58:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0532, loss: 0.0532 +2024-07-17 15:16:43,532 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 2:58:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0648, loss: 0.0648 +2024-07-17 15:17:06,871 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 2:58:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0519, loss: 0.0519 +2024-07-17 15:17:30,360 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 2:57:39, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0549, loss: 0.0549 +2024-07-17 15:17:53,766 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 2:57:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0472, loss: 0.0472 +2024-07-17 15:18:17,187 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 2:56:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 +2024-07-17 15:18:40,555 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 2:56:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 +2024-07-17 15:19:03,928 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 2:56:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0479, loss: 0.0479 +2024-07-17 15:19:27,256 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 2:55:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0593, loss: 0.0593 +2024-07-17 15:19:50,555 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 2:55:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0494, loss: 0.0494 +2024-07-17 15:20:13,873 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 2:54:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 +2024-07-17 15:20:37,196 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 2:54:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2024-07-17 15:21:00,456 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 2:54:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0533, loss: 0.0533 +2024-07-17 15:21:23,733 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 2:53:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0620, loss: 0.0620 +2024-07-17 15:21:47,076 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 2:53:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0509, loss: 0.0509 +2024-07-17 15:22:10,307 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 2:52:52, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0525, loss: 0.0525 +2024-07-17 15:22:33,575 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 2:52:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0541, loss: 0.0541 +2024-07-17 15:22:56,853 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:52:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0496, loss: 0.0496 +2024-07-17 15:23:20,131 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:51:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0488, loss: 0.0488 +2024-07-17 15:23:43,407 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:51:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2024-07-17 15:24:06,730 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:50:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2024-07-17 15:24:30,019 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:50:28, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0511, loss: 0.0511 +2024-07-17 15:24:53,333 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:50:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 +2024-07-17 15:25:16,689 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:49:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 +2024-07-17 15:25:18,493 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-07-17 15:26:36,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:26:36,972 - pyskl - INFO - +top1_acc 0.8687 +top5_acc 0.9764 +2024-07-17 15:26:36,974 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.8687, top5_acc: 0.9764 +2024-07-17 15:27:19,313 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:49:17, time: 0.423, data_time: 0.186, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0424, loss: 0.0424 +2024-07-17 15:27:42,708 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:48:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2024-07-17 15:28:05,963 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:48:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0479, loss: 0.0479 +2024-07-17 15:28:29,224 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:48:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597 +2024-07-17 15:28:52,564 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:47:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2024-07-17 15:29:15,874 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:47:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0485, loss: 0.0485 +2024-07-17 15:29:39,210 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:46:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2024-07-17 15:30:02,433 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:46:29, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2024-07-17 15:30:25,659 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:46:05, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2024-07-17 15:30:48,892 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:45:41, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 +2024-07-17 15:31:12,136 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:45:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2024-07-17 15:31:35,369 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:44:53, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0450, loss: 0.0450 +2024-07-17 15:31:58,646 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:44:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 +2024-07-17 15:32:21,908 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:44:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0494, loss: 0.0494 +2024-07-17 15:32:45,287 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:43:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516 +2024-07-17 15:33:08,516 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:43:17, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2024-07-17 15:33:31,847 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:42:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-07-17 15:33:55,171 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:42:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2024-07-17 15:34:18,506 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:42:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 +2024-07-17 15:34:41,835 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:41:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2024-07-17 15:35:05,187 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:41:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0392, loss: 0.0392 +2024-07-17 15:35:28,499 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:40:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440 +2024-07-17 15:35:51,793 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:40:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384 +2024-07-17 15:36:15,064 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:40:05, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0559, loss: 0.0559 +2024-07-17 15:36:38,365 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:39:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 +2024-07-17 15:36:40,237 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-07-17 15:37:58,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:37:58,662 - pyskl - INFO - +top1_acc 0.8684 +top5_acc 0.9760 +2024-07-17 15:37:58,665 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.8684, top5_acc: 0.9760 +2024-07-17 15:38:40,850 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:39:18, time: 0.422, data_time: 0.185, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-07-17 15:39:04,225 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:38:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2024-07-17 15:39:27,620 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:38:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 +2024-07-17 15:39:51,070 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:38:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2024-07-17 15:40:14,536 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:37:42, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-07-17 15:40:38,053 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:37:18, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2024-07-17 15:41:01,563 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:36:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 +2024-07-17 15:41:24,995 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:36:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388 +2024-07-17 15:41:48,428 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:36:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 0.9994, loss_cls: 0.0313, loss: 0.0313 +2024-07-17 15:42:11,778 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:35:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 +2024-07-17 15:42:35,087 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:35:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2024-07-17 15:42:58,386 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:34:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 +2024-07-17 15:43:21,654 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:34:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0331, loss: 0.0331 +2024-07-17 15:43:44,974 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:34:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2024-07-17 15:44:08,400 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:33:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0388, loss: 0.0388 +2024-07-17 15:44:31,825 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:33:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0452, loss: 0.0452 +2024-07-17 15:44:55,225 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:32:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2024-07-17 15:45:18,573 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:32:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0329, loss: 0.0329 +2024-07-17 15:45:41,839 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:32:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0441, loss: 0.0441 +2024-07-17 15:46:05,117 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:31:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2024-07-17 15:46:28,409 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:31:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2024-07-17 15:46:51,682 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:30:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0408, loss: 0.0408 +2024-07-17 15:47:14,981 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:30:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 +2024-07-17 15:47:38,306 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:30:07, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2024-07-17 15:48:01,608 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:29:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0465, loss: 0.0465 +2024-07-17 15:48:03,540 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-07-17 15:49:22,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 15:49:22,093 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9761 +2024-07-17 15:49:22,096 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.8695, top5_acc: 0.9761 +2024-07-17 15:50:04,007 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:29:20, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2024-07-17 15:50:27,376 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:28:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-07-17 15:50:51,066 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:28:32, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401 +2024-07-17 15:51:14,650 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:28:08, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2024-07-17 15:51:38,355 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:27:44, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2024-07-17 15:52:01,813 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:27:20, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0361, loss: 0.0361 +2024-07-17 15:52:25,162 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:26:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2024-07-17 15:52:48,521 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:26:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2024-07-17 15:53:11,858 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:26:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2024-07-17 15:53:35,134 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:25:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2024-07-17 15:53:58,374 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:25:20, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 +2024-07-17 15:54:21,696 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:24:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0436, loss: 0.0436 +2024-07-17 15:54:44,920 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:24:32, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2024-07-17 15:55:08,164 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:24:08, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2024-07-17 15:55:31,458 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:23:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-07-17 15:55:54,761 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:23:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2024-07-17 15:56:18,162 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:22:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2024-07-17 15:56:41,480 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:22:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2024-07-17 15:57:04,905 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:22:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2024-07-17 15:57:28,324 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:21:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2024-07-17 15:57:51,673 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:21:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2024-07-17 15:58:15,023 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:20:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2024-07-17 15:58:38,354 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:20:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2024-07-17 15:59:01,679 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:20:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2024-07-17 15:59:25,002 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:19:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2024-07-17 15:59:26,817 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-07-17 16:00:45,130 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:00:45,201 - pyskl - INFO - +top1_acc 0.8697 +top5_acc 0.9756 +2024-07-17 16:00:45,203 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.8697, top5_acc: 0.9756 +2024-07-17 16:01:27,302 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:19:21, time: 0.421, data_time: 0.183, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2024-07-17 16:01:50,757 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:18:57, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193 +2024-07-17 16:02:14,132 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:18:33, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2024-07-17 16:02:37,523 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:18:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2024-07-17 16:03:00,893 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:17:45, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.0319, loss: 0.0319 +2024-07-17 16:03:24,280 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:17:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 +2024-07-17 16:03:47,860 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:16:57, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-17 16:04:11,430 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:16:34, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 +2024-07-17 16:04:34,868 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:16:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2024-07-17 16:04:58,330 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:15:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2024-07-17 16:05:21,690 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:15:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2024-07-17 16:05:45,030 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:14:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0415, loss: 0.0415 +2024-07-17 16:06:08,341 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:14:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2024-07-17 16:06:31,661 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:14:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331 +2024-07-17 16:06:54,961 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:13:46, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2024-07-17 16:07:18,285 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:13:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-17 16:07:41,614 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:12:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208 +2024-07-17 16:08:04,977 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:12:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-17 16:08:28,320 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:12:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 16:08:51,750 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:11:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-17 16:09:15,117 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:11:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2024-07-17 16:09:38,497 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:10:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 +2024-07-17 16:10:01,892 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:10:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2024-07-17 16:10:25,303 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:10:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2024-07-17 16:10:48,676 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:09:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2024-07-17 16:10:50,512 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-07-17 16:12:08,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:12:08,685 - pyskl - INFO - +top1_acc 0.8743 +top5_acc 0.9770 +2024-07-17 16:12:08,689 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_130.pth was removed +2024-07-17 16:12:08,821 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-07-17 16:12:08,821 - pyskl - INFO - Best top1_acc is 0.8743 at 137 epoch. +2024-07-17 16:12:08,823 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.8743, top5_acc: 0.9770 +2024-07-17 16:12:50,697 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:09:23, time: 0.419, data_time: 0.182, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-07-17 16:13:14,051 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:08:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2024-07-17 16:13:37,380 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:08:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2024-07-17 16:14:00,683 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:08:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203 +2024-07-17 16:14:23,958 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:07:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-07-17 16:14:47,307 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:07:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 +2024-07-17 16:15:10,608 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:06:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369 +2024-07-17 16:15:33,903 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:06:35, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336 +2024-07-17 16:15:57,216 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:06:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-17 16:16:20,467 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:05:47, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-07-17 16:16:43,793 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:05:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2024-07-17 16:17:07,085 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:04:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2024-07-17 16:17:30,326 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:04:35, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 +2024-07-17 16:17:53,565 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:04:11, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2024-07-17 16:18:16,856 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:03:47, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2024-07-17 16:18:40,113 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:03:23, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2024-07-17 16:19:03,409 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:02:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2024-07-17 16:19:26,782 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:02:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 +2024-07-17 16:19:50,159 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:02:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-17 16:20:13,527 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:01:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 +2024-07-17 16:20:36,889 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:01:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2024-07-17 16:21:00,149 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:01:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2024-07-17 16:21:23,435 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:00:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2024-07-17 16:21:46,685 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 2:00:12, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-07-17 16:22:09,951 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 1:59:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-17 16:22:11,798 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-07-17 16:23:30,295 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:23:30,363 - pyskl - INFO - +top1_acc 0.8725 +top5_acc 0.9766 +2024-07-17 16:23:30,365 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.8725, top5_acc: 0.9766 +2024-07-17 16:24:12,452 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 1:59:24, time: 0.421, data_time: 0.183, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2024-07-17 16:24:35,817 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 1:59:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2024-07-17 16:24:59,231 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 1:58:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2024-07-17 16:25:22,565 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 1:58:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2024-07-17 16:25:45,920 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 1:57:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-17 16:26:09,257 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 1:57:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200 +2024-07-17 16:26:32,598 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 1:57:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-07-17 16:26:55,927 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 1:56:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-07-17 16:27:19,252 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 1:56:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-07-17 16:27:42,637 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 1:55:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2024-07-17 16:28:06,092 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 1:55:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2024-07-17 16:28:29,470 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 1:55:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2024-07-17 16:28:52,844 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:54:36, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201 +2024-07-17 16:29:16,384 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:54:12, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 +2024-07-17 16:29:39,813 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:53:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2024-07-17 16:30:03,312 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:53:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2024-07-17 16:30:26,795 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:53:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-17 16:30:50,249 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:52:37, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2024-07-17 16:31:13,685 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:52:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-17 16:31:37,115 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:51:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286 +2024-07-17 16:32:00,646 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:51:25, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 +2024-07-17 16:32:24,014 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:51:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206 +2024-07-17 16:32:47,369 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:50:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0204, loss: 0.0204 +2024-07-17 16:33:10,816 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:50:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2024-07-17 16:33:34,242 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:49:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2024-07-17 16:33:36,090 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-07-17 16:34:54,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:34:54,815 - pyskl - INFO - +top1_acc 0.8743 +top5_acc 0.9767 +2024-07-17 16:34:54,819 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_137.pth was removed +2024-07-17 16:34:54,943 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2024-07-17 16:34:54,944 - pyskl - INFO - Best top1_acc is 0.8743 at 139 epoch. +2024-07-17 16:34:54,946 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.8743, top5_acc: 0.9767 +2024-07-17 16:35:36,766 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:49:25, time: 0.418, data_time: 0.180, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-17 16:36:00,253 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:49:01, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-17 16:36:23,626 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:48:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2024-07-17 16:36:47,047 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:48:13, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-07-17 16:37:10,444 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:47:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-17 16:37:33,808 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:47:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 16:37:57,176 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:47:01, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 16:38:20,533 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:46:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-07-17 16:38:43,883 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:46:14, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2024-07-17 16:39:07,227 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:45:50, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2024-07-17 16:39:30,592 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:45:26, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191 +2024-07-17 16:39:53,962 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:45:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2024-07-17 16:40:17,370 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:44:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 16:40:40,835 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:44:14, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0183, loss: 0.0183 +2024-07-17 16:41:04,239 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:43:50, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0196, loss: 0.0196 +2024-07-17 16:41:27,566 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:43:26, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-07-17 16:41:50,920 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:43:02, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 16:42:14,277 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:42:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2024-07-17 16:42:37,955 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:42:14, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 16:43:01,639 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:41:50, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2024-07-17 16:43:25,225 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:41:26, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202 +2024-07-17 16:43:48,824 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:41:02, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-17 16:44:12,221 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:40:38, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-17 16:44:35,565 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:40:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214 +2024-07-17 16:44:58,953 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:39:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-07-17 16:45:00,800 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-07-17 16:46:19,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:46:19,641 - pyskl - INFO - +top1_acc 0.8772 +top5_acc 0.9770 +2024-07-17 16:46:19,645 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_139.pth was removed +2024-07-17 16:46:19,774 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2024-07-17 16:46:19,774 - pyskl - INFO - Best top1_acc is 0.8772 at 140 epoch. +2024-07-17 16:46:19,776 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.8772, top5_acc: 0.9770 +2024-07-17 16:47:02,195 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:39:26, time: 0.424, data_time: 0.186, memory: 6430, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0236, loss: 0.0236 +2024-07-17 16:47:25,560 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:39:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 16:47:48,913 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:38:39, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0198, loss: 0.0198 +2024-07-17 16:48:12,227 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:38:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-17 16:48:35,541 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:37:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-17 16:48:58,820 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:37:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 16:49:22,081 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:37:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-07-17 16:49:45,395 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:36:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2024-07-17 16:50:08,740 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:36:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 +2024-07-17 16:50:32,049 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:35:51, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0176, loss: 0.0176 +2024-07-17 16:50:55,328 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:35:27, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0177, loss: 0.0177 +2024-07-17 16:51:18,628 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:35:03, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 16:51:41,914 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:34:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2024-07-17 16:52:05,276 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:34:15, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 16:52:28,698 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:33:51, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 16:52:52,078 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:33:27, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-17 16:53:15,484 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:33:03, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 16:53:38,806 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:32:39, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-07-17 16:54:02,150 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:32:15, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-07-17 16:54:25,537 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:31:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 16:54:48,974 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:31:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-07-17 16:55:12,260 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:31:04, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2024-07-17 16:55:35,590 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:30:40, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-07-17 16:55:58,921 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:30:16, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0188, loss: 0.0188 +2024-07-17 16:56:22,269 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:29:52, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0167, loss: 0.0167 +2024-07-17 16:56:24,099 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-07-17 16:57:42,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 16:57:42,849 - pyskl - INFO - +top1_acc 0.8754 +top5_acc 0.9765 +2024-07-17 16:57:42,851 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.8754, top5_acc: 0.9765 +2024-07-17 16:58:25,054 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:29:28, time: 0.422, data_time: 0.184, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 16:58:48,526 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:29:04, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194 +2024-07-17 16:59:12,067 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:28:40, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-17 16:59:35,581 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:28:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 16:59:58,934 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:27:52, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 17:00:22,335 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:27:28, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0182, loss: 0.0182 +2024-07-17 17:00:45,888 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:27:04, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0156, loss: 0.0156 +2024-07-17 17:01:09,449 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:26:40, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-17 17:01:32,956 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:26:16, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-07-17 17:01:56,505 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:25:52, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2024-07-17 17:02:20,078 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:25:28, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 17:02:43,470 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:25:04, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2024-07-17 17:03:06,847 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:24:40, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2024-07-17 17:03:30,222 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:24:16, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-07-17 17:03:53,575 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:23:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 +2024-07-17 17:04:16,928 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:23:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 17:04:40,287 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:23:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0186, loss: 0.0186 +2024-07-17 17:05:03,666 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:22:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 17:05:27,008 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:22:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-17 17:05:50,364 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:21:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 17:06:13,708 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:21:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-17 17:06:37,077 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:21:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 17:07:00,424 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:20:41, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-17 17:07:23,856 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:20:17, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 17:07:47,211 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:19:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-17 17:07:49,066 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-07-17 17:09:07,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:09:07,870 - pyskl - INFO - +top1_acc 0.8788 +top5_acc 0.9779 +2024-07-17 17:09:07,874 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_140.pth was removed +2024-07-17 17:09:08,002 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2024-07-17 17:09:08,003 - pyskl - INFO - Best top1_acc is 0.8788 at 142 epoch. +2024-07-17 17:09:08,005 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.8788, top5_acc: 0.9779 +2024-07-17 17:09:50,643 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:19:29, time: 0.426, data_time: 0.187, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-17 17:10:14,249 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:19:05, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205 +2024-07-17 17:10:37,662 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:18:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 17:11:01,112 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:18:17, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-17 17:11:24,501 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:17:53, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 17:11:47,914 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:17:29, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-17 17:12:11,310 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:17:05, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 17:12:34,661 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:16:41, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 17:12:57,951 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:16:17, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 17:13:21,261 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:15:53, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 17:13:44,565 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:15:29, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 17:14:07,933 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:15:06, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-07-17 17:14:31,240 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:14:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-17 17:14:54,522 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:14:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2024-07-17 17:15:17,893 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:13:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 17:15:41,206 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:13:30, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 17:16:04,538 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:13:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 17:16:27,862 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:12:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 17:16:51,203 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:12:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 17:17:14,535 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:11:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-07-17 17:17:37,916 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:11:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-17 17:18:01,228 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:11:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-17 17:18:24,543 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:10:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-07-17 17:18:47,875 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:10:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 17:19:11,353 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:09:54, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 17:19:13,228 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-07-17 17:20:32,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:20:32,101 - pyskl - INFO - +top1_acc 0.8787 +top5_acc 0.9768 +2024-07-17 17:20:32,103 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.8787, top5_acc: 0.9768 +2024-07-17 17:21:13,854 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:09:30, time: 0.417, data_time: 0.180, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-17 17:21:37,200 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:09:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 17:22:00,541 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:08:42, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 17:22:23,883 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:08:18, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 17:22:47,209 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:07:54, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 17:23:10,564 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:07:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 17:23:33,873 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:07:06, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 17:23:57,225 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:06:42, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 17:24:20,591 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:06:18, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-07-17 17:24:43,961 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:05:54, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-17 17:25:07,328 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:05:30, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 17:25:30,715 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:05:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0141, loss: 0.0141 +2024-07-17 17:25:54,128 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:04:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 17:26:17,504 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:04:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 17:26:40,897 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:03:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209 +2024-07-17 17:27:04,262 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:03:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2024-07-17 17:27:27,615 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:03:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-17 17:27:50,991 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:02:43, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 17:28:14,351 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:02:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-07-17 17:28:37,701 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:01:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 17:29:01,051 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:01:31, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-17 17:29:24,448 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:01:07, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0082, loss: 0.0082 +2024-07-17 17:29:47,947 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:00:43, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 17:30:11,368 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:00:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-07-17 17:30:34,817 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 0:59:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-07-17 17:30:36,806 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-07-17 17:31:55,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:31:55,720 - pyskl - INFO - +top1_acc 0.8800 +top5_acc 0.9776 +2024-07-17 17:31:55,724 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_142.pth was removed +2024-07-17 17:31:55,870 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2024-07-17 17:31:55,871 - pyskl - INFO - Best top1_acc is 0.8800 at 144 epoch. +2024-07-17 17:31:55,873 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.8800, top5_acc: 0.9776 +2024-07-17 17:32:38,175 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 0:59:31, time: 0.423, data_time: 0.185, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-17 17:33:01,683 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 0:59:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-17 17:33:25,288 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 0:58:43, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 17:33:48,716 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 0:58:19, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 17:34:12,122 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 0:57:55, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 17:34:35,546 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 0:57:31, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-07-17 17:34:59,013 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:57:07, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0155, loss: 0.0155 +2024-07-17 17:35:22,337 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:56:43, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-07-17 17:35:45,661 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:56:19, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 17:36:08,936 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:55:55, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 17:36:32,226 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:55:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 17:36:55,511 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:55:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-07-17 17:37:18,827 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:54:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:37:42,184 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:54:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 17:38:05,540 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:53:56, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-07-17 17:38:29,103 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:53:32, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-07-17 17:38:52,389 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:53:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-17 17:39:15,705 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:52:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-07-17 17:39:39,008 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:52:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-07-17 17:40:02,310 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:51:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 17:40:25,587 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:51:32, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-07-17 17:40:49,034 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:51:08, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-07-17 17:41:12,365 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:50:44, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 17:41:35,764 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:50:20, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 17:41:59,076 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:49:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0134, loss: 0.0134 +2024-07-17 17:42:00,938 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-07-17 17:43:19,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:43:19,823 - pyskl - INFO - +top1_acc 0.8784 +top5_acc 0.9769 +2024-07-17 17:43:19,826 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.8784, top5_acc: 0.9769 +2024-07-17 17:44:02,364 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:49:32, time: 0.425, data_time: 0.188, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-07-17 17:44:25,652 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:49:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-17 17:44:49,106 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:48:44, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 17:45:12,693 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:48:20, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2024-07-17 17:45:36,167 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:47:56, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-17 17:45:59,520 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:47:32, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-07-17 17:46:22,868 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:47:08, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 17:46:46,238 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:46:44, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-17 17:47:09,575 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:46:20, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0132, loss: 0.0132 +2024-07-17 17:47:32,903 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:45:56, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 17:47:56,400 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:45:32, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0142, loss: 0.0142 +2024-07-17 17:48:19,804 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:45:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 17:48:43,133 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:44:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 17:49:06,469 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:44:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-07-17 17:49:29,799 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:43:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2024-07-17 17:49:53,103 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:43:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0126, loss: 0.0126 +2024-07-17 17:50:16,403 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:43:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-07-17 17:50:39,739 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:42:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2024-07-17 17:51:03,070 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:42:21, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-17 17:51:26,388 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:41:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-07-17 17:51:49,700 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:41:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-07-17 17:52:12,985 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:41:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-07-17 17:52:36,320 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:40:45, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-07-17 17:52:59,680 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:40:21, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 17:53:22,991 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:39:57, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-07-17 17:53:24,825 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-07-17 17:54:43,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 17:54:43,772 - pyskl - INFO - +top1_acc 0.8800 +top5_acc 0.9774 +2024-07-17 17:54:43,775 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.8800, top5_acc: 0.9774 +2024-07-17 17:55:26,067 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:39:33, time: 0.423, data_time: 0.185, memory: 6430, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0133, loss: 0.0133 +2024-07-17 17:55:49,450 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:39:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-17 17:56:13,039 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:38:45, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-07-17 17:56:36,736 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:38:21, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 17:57:00,103 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:37:57, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 17:57:23,453 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:37:33, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-17 17:57:46,779 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:37:09, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-17 17:58:10,245 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:36:45, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-17 17:58:34,045 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:36:21, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0172, loss: 0.0172 +2024-07-17 17:58:57,803 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:35:57, time: 0.238, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-17 17:59:21,295 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:35:33, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 17:59:44,719 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:35:09, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-07-17 18:00:08,132 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:34:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-07-17 18:00:31,449 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:34:22, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:00:54,709 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:33:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 18:01:18,053 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:33:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-17 18:01:41,374 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:33:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 18:02:04,777 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:32:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 18:02:28,228 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:32:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 18:02:51,667 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:31:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 18:03:14,973 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:31:34, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 18:03:38,274 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:31:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-07-17 18:04:01,519 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:30:46, time: 0.232, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 18:04:25,003 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:30:22, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 18:04:48,310 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:29:58, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-07-17 18:04:50,121 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-07-17 18:06:09,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:06:09,289 - pyskl - INFO - +top1_acc 0.8800 +top5_acc 0.9776 +2024-07-17 18:06:09,291 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.8800, top5_acc: 0.9776 +2024-07-17 18:06:51,940 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:29:33, time: 0.426, data_time: 0.189, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 18:07:15,306 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:29:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 18:07:38,702 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:28:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-07-17 18:08:02,119 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:28:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162 +2024-07-17 18:08:25,561 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:27:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-17 18:08:49,012 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:27:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-17 18:09:12,508 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:27:10, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0186, loss: 0.0186 +2024-07-17 18:09:35,978 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:26:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-17 18:09:59,399 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:26:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0130, loss: 0.0130 +2024-07-17 18:10:22,805 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:25:58, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 18:10:46,203 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:25:34, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-07-17 18:11:09,583 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:25:10, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 18:11:32,983 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:24:46, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-17 18:11:56,393 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:24:22, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0165, loss: 0.0165 +2024-07-17 18:12:19,819 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:23:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-07-17 18:12:43,261 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:23:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-07-17 18:13:06,775 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:23:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 18:13:30,278 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:22:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-07-17 18:13:53,673 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:22:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-07-17 18:14:17,081 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:21:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 18:14:40,498 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:21:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-17 18:15:03,967 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:21:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0164, loss: 0.0164 +2024-07-17 18:15:27,442 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:20:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 18:15:50,965 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:20:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 18:16:14,314 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:19:59, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-07-17 18:16:16,117 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-07-17 18:17:34,861 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:17:34,929 - pyskl - INFO - +top1_acc 0.8780 +top5_acc 0.9770 +2024-07-17 18:17:34,932 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.8780, top5_acc: 0.9770 +2024-07-17 18:18:17,408 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:19:34, time: 0.425, data_time: 0.187, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0098, loss: 0.0098 +2024-07-17 18:18:40,718 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:19:10, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-17 18:19:04,183 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:18:46, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-07-17 18:19:27,778 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:18:22, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171 +2024-07-17 18:19:51,258 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:17:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 18:20:14,640 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:17:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-07-17 18:20:38,052 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:17:11, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-17 18:21:01,406 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:16:47, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-07-17 18:21:24,848 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:16:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-07-17 18:21:48,283 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:15:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-07-17 18:22:11,718 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:15:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 18:22:35,306 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:15:11, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-07-17 18:22:59,017 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:14:47, time: 0.237, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 18:23:22,449 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:14:23, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-17 18:23:45,856 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:13:59, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:24:09,272 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:13:35, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 18:24:32,633 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:13:12, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-07-17 18:24:55,932 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:12:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-07-17 18:25:19,294 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:24, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-07-17 18:25:42,722 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:12:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-07-17 18:26:06,258 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:11:36, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-07-17 18:26:29,839 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:12, time: 0.236, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-07-17 18:26:53,341 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:10:48, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-17 18:27:16,811 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:24, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-07-17 18:27:40,214 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:10:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0125, loss: 0.0125 +2024-07-17 18:27:42,090 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-07-17 18:29:00,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:29:00,923 - pyskl - INFO - +top1_acc 0.8785 +top5_acc 0.9766 +2024-07-17 18:29:00,925 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.8785, top5_acc: 0.9766 +2024-07-17 18:29:42,885 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:09:35, time: 0.420, data_time: 0.183, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-07-17 18:30:06,214 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:11, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-07-17 18:30:29,696 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:08:47, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-07-17 18:30:53,241 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:23, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 18:31:16,710 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:07:59, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-07-17 18:31:40,208 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:35, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-07-17 18:32:03,677 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:11, time: 0.235, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-07-17 18:32:27,068 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:06:48, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 18:32:50,408 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-07-17 18:33:13,773 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:06:00, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-07-17 18:33:37,105 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-07-17 18:34:00,433 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0148, loss: 0.0148 +2024-07-17 18:34:23,751 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:04:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-07-17 18:34:47,074 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-07-17 18:35:10,389 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:04:00, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-07-17 18:35:33,732 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:36, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 18:35:57,068 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:12, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0152, loss: 0.0152 +2024-07-17 18:36:20,393 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:48, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-07-17 18:36:43,716 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:24, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-07-17 18:37:07,033 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-07-17 18:37:30,392 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:37, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-07-17 18:37:53,741 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:13, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-07-17 18:38:17,098 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:49, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-07-17 18:38:40,535 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:25, time: 0.234, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0116, loss: 0.0116 +2024-07-17 18:39:03,839 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.233, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-07-17 18:39:05,681 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-07-17 18:40:24,309 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-07-17 18:40:24,376 - pyskl - INFO - +top1_acc 0.8783 +top5_acc 0.9768 +2024-07-17 18:40:24,378 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.8783, top5_acc: 0.9768 +2024-07-17 18:40:32,485 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-07-17 18:50:42,264 - pyskl - INFO - Testing results of the last checkpoint +2024-07-17 18:50:42,264 - pyskl - INFO - top1_acc: 0.8828 +2024-07-17 18:50:42,264 - pyskl - INFO - top5_acc: 0.9785 +2024-07-17 18:50:42,265 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu60_xsub/bm/best_top1_acc_epoch_144.pth +2024-07-17 19:00:50,708 - pyskl - INFO - Testing results of the best checkpoint +2024-07-17 19:00:50,708 - pyskl - INFO - top1_acc: 0.8857 +2024-07-17 19:00:50,708 - pyskl - INFO - top5_acc: 0.9791